<?xml version="1.0" encoding="utf-8" standalone="yes"?>
<urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9"
  xmlns:xhtml="http://www.w3.org/1999/xhtml">
  <url>
    <loc>https://tokenless.tech/posts/2026/trajectory-ai-continual-learning-enterprise/</loc>
    <lastmod>2026-06-21T22:10:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/categories/ai/</loc>
    <lastmod>2026-06-21T22:10:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-agents/</loc>
    <lastmod>2026-06-21T22:10:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/categories/</loc>
    <lastmod>2026-06-21T22:10:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/continual-learning/</loc>
    <lastmod>2026-06-21T22:10:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-curation/</loc>
    <lastmod>2026-06-21T22:10:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/deepmind/</loc>
    <lastmod>2026-06-21T22:10:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/enterprise-ai/</loc>
    <lastmod>2026-06-21T22:10:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/feature/</loc>
    <lastmod>2026-06-21T22:10:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/llm-fine-tuning/</loc>
    <lastmod>2026-06-21T22:10:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/machine-learning-infrastructure/</loc>
    <lastmod>2026-06-21T22:10:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/nvidia-nemotron/</loc>
    <lastmod>2026-06-21T22:10:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/open-source-ai/</loc>
    <lastmod>2026-06-21T22:10:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/policy-optimization/</loc>
    <lastmod>2026-06-21T22:10:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/</loc>
    <lastmod>2026-06-21T22:10:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/rlhf/</loc>
    <lastmod>2026-06-21T22:10:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/self-distillation/</loc>
    <lastmod>2026-06-21T22:10:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/</loc>
    <lastmod>2026-06-21T22:10:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/</loc>
    <lastmod>2026-06-21T22:10:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/trajectory.ai/</loc>
    <lastmod>2026-06-21T22:10:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/windsurf/</loc>
    <lastmod>2026-06-21T22:10:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/data-resiliency-3-2-1-backup-rule-extended/</loc>
    <lastmod>2026-06-21T11:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/air-gapped-backups/</loc>
    <lastmod>2026-06-21T11:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/availability-metrics/</loc>
    <lastmod>2026-06-21T11:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cybersecurity/</loc>
    <lastmod>2026-06-21T11:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-backup/</loc>
    <lastmod>2026-06-21T11:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-management/</loc>
    <lastmod>2026-06-21T11:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-resiliency/</loc>
    <lastmod>2026-06-21T11:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/disaster-recovery/</loc>
    <lastmod>2026-06-21T11:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/immutable-backups/</loc>
    <lastmod>2026-06-21T11:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ransomware-protection/</loc>
    <lastmod>2026-06-21T11:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/categories/technology/</loc>
    <lastmod>2026-06-21T11:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-engineering-worlds-fair-2026-overview/</loc>
    <lastmod>2026-06-21T03:46:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agentic-systems/</loc>
    <lastmod>2026-06-21T03:46:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-engineering/</loc>
    <lastmod>2026-06-21T03:46:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-verticals/</loc>
    <lastmod>2026-06-21T03:46:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/conference/</loc>
    <lastmod>2026-06-21T03:46:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-quality/</loc>
    <lastmod>2026-06-21T03:46:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/deep-learning/</loc>
    <lastmod>2026-06-21T03:46:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gpu-optimization/</loc>
    <lastmod>2026-06-21T03:46:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/industry-research-collaboration/</loc>
    <lastmod>2026-06-21T03:46:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/leadership-track/</loc>
    <lastmod>2026-06-21T03:46:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/llms/</loc>
    <lastmod>2026-06-21T03:46:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/machine-learning/</loc>
    <lastmod>2026-06-21T03:46:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/networking/</loc>
    <lastmod>2026-06-21T03:46:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/tokenomics/</loc>
    <lastmod>2026-06-21T03:46:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/worlds-fair/</loc>
    <lastmod>2026-06-21T03:46:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-research/</loc>
    <lastmod>2026-06-19T17:17:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-scaling-laws/</loc>
    <lastmod>2026-06-19T17:17:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-training/</loc>
    <lastmod>2026-06-19T17:17:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-annotation/</loc>
    <lastmod>2026-06-19T17:17:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-driven-ai/</loc>
    <lastmod>2026-06-19T17:17:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/human-vs-ai-learning/</loc>
    <lastmod>2026-06-19T17:17:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/large-language-models/</loc>
    <lastmod>2026-06-19T17:17:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/reinforcement-learning/</loc>
    <lastmod>2026-06-19T17:17:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sample-efficiency/</loc>
    <lastmod>2026-06-19T17:17:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/the-sample-efficiency-black-hole-ai-data-paradox/</loc>
    <lastmod>2026-06-19T17:17:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/white-collar-automation/</loc>
    <lastmod>2026-06-19T17:17:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai/</loc>
    <lastmod>2026-06-19T14:40:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/authenticity/</loc>
    <lastmod>2026-06-19T14:40:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/content-strategy/</loc>
    <lastmod>2026-06-19T14:40:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/corporate-communication/</loc>
    <lastmod>2026-06-19T14:40:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/crisis-communication/</loc>
    <lastmod>2026-06-19T14:40:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/digital-media/</loc>
    <lastmod>2026-06-19T14:40:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/direct-communication/</loc>
    <lastmod>2026-06-19T14:40:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/founder-as-brand/</loc>
    <lastmod>2026-06-19T14:40:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/media-landscape/</loc>
    <lastmod>2026-06-19T14:40:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ml/</loc>
    <lastmod>2026-06-19T14:40:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/public-relations/</loc>
    <lastmod>2026-06-19T14:40:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/storytelling/</loc>
    <lastmod>2026-06-19T14:40:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/tech-leadership/</loc>
    <lastmod>2026-06-19T14:40:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/new-media-rules-authenticity-founder-as-brand/</loc>
    <lastmod>2026-06-19T14:40:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/venture-capital/</loc>
    <lastmod>2026-06-19T14:40:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agentic-ai/</loc>
    <lastmod>2026-06-19T14:00:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-platform/</loc>
    <lastmod>2026-06-19T14:00:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/bryant-chou/</loc>
    <lastmod>2026-06-19T14:00:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/founder-stories/</loc>
    <lastmod>2026-06-19T14:00:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/marketing-automation/</loc>
    <lastmod>2026-06-19T14:00:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/no-code/</loc>
    <lastmod>2026-06-19T14:00:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/no-code/low-code/</loc>
    <lastmod>2026-06-19T14:00:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/product-development/</loc>
    <lastmod>2026-06-19T14:00:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/seo/</loc>
    <lastmod>2026-06-19T14:00:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/startup-strategy/</loc>
    <lastmod>2026-06-19T14:00:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ploy-ai-website-marketing-platform/</loc>
    <lastmod>2026-06-19T14:00:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/web-design/</loc>
    <lastmod>2026-06-19T14:00:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/webflow/</loc>
    <lastmod>2026-06-19T14:00:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/website-builder/</loc>
    <lastmod>2026-06-19T14:00:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-benchmarks/</loc>
    <lastmod>2026-06-19T11:00:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-policy/</loc>
    <lastmod>2026-06-19T11:00:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-safety/</loc>
    <lastmod>2026-06-19T11:00:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/anthropic/</loc>
    <lastmod>2026-06-19T11:00:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/claude-fable-5/</loc>
    <lastmod>2026-06-19T11:00:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/claude-mythos-5/</loc>
    <lastmod>2026-06-19T11:00:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/code-generation/</loc>
    <lastmod>2026-06-19T11:00:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/dual-use-ai/</loc>
    <lastmod>2026-06-19T11:00:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/export-controls/</loc>
    <lastmod>2026-06-19T11:00:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/anthropic-fable-5-pulled-by-government/</loc>
    <lastmod>2026-06-19T11:00:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/frontier-ai/</loc>
    <lastmod>2026-06-19T11:00:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/long-context-ai/</loc>
    <lastmod>2026-06-19T11:00:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/national-security/</loc>
    <lastmod>2026-06-19T11:00:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/project-glasswing/</loc>
    <lastmod>2026-06-19T11:00:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/vision-ai/</loc>
    <lastmod>2026-06-19T11:00:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-filmmaking/</loc>
    <lastmod>2026-06-19T10:00:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-model-economics/</loc>
    <lastmod>2026-06-19T10:00:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cloudflare-report/</loc>
    <lastmod>2026-06-19T10:00:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-licensing/</loc>
    <lastmod>2026-06-19T10:00:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/digital-content-funding/</loc>
    <lastmod>2026-06-19T10:00:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/generative-ai-art/</loc>
    <lastmod>2026-06-19T10:00:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mai-image-1/</loc>
    <lastmod>2026-06-19T10:00:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mai-thinking-1/</loc>
    <lastmod>2026-06-19T10:00:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/microsoft-ai/</loc>
    <lastmod>2026-06-19T10:00:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-agents-web-traffic-microsoft-models-ai-films-tribeca/</loc>
    <lastmod>2026-06-19T10:00:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mixture-of-experts-models/</loc>
    <lastmod>2026-06-19T10:00:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/tribeca-film-festival/</loc>
    <lastmod>2026-06-19T10:00:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/web-traffic/</loc>
    <lastmod>2026-06-19T10:00:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/abstraction-loss/</loc>
    <lastmod>2026-06-18T17:25:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-culture/</loc>
    <lastmod>2026-06-18T17:25:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-infrastructure/</loc>
    <lastmod>2026-06-18T17:25:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/compute-grid/</loc>
    <lastmod>2026-06-18T17:25:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-center/</loc>
    <lastmod>2026-06-18T17:25:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/end-of-life-prediction/</loc>
    <lastmod>2026-06-18T17:25:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/foundry/</loc>
    <lastmod>2026-06-18T17:25:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/full-stack-alignment/</loc>
    <lastmod>2026-06-18T17:25:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gpu-utilization/</loc>
    <lastmod>2026-06-18T17:25:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/healthcare-ai/</loc>
    <lastmod>2026-06-18T17:25:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/independent-system-operator/</loc>
    <lastmod>2026-06-18T17:25:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mistral/</loc>
    <lastmod>2026-06-18T17:25:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/nvidia-reference-architecture/</loc>
    <lastmod>2026-06-18T17:25:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/output-maxing/</loc>
    <lastmod>2026-06-18T17:25:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/periodic-labs/</loc>
    <lastmod>2026-06-18T17:25:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/researcher-ceos/</loc>
    <lastmod>2026-06-18T17:25:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/responsible-ai/</loc>
    <lastmod>2026-06-18T17:25:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/silicon-valley/</loc>
    <lastmod>2026-06-18T17:25:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/superconductors/</loc>
    <lastmod>2026-06-18T17:25:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/systems-co-design/</loc>
    <lastmod>2026-06-18T17:25:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-compute-efficiency-anjney-midha-amp-periodic-labs/</loc>
    <lastmod>2026-06-18T17:25:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-evaluation/</loc>
    <lastmod>2026-06-18T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-governance/</loc>
    <lastmod>2026-06-18T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-observability/</loc>
    <lastmod>2026-06-18T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-production/</loc>
    <lastmod>2026-06-18T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/chatbot-development/</loc>
    <lastmod>2026-06-18T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-foundation/</loc>
    <lastmod>2026-06-18T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/databricks/</loc>
    <lastmod>2026-06-18T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/financial-services-ai/</loc>
    <lastmod>2026-06-18T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/llmops/</loc>
    <lastmod>2026-06-18T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mlops/</loc>
    <lastmod>2026-06-18T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/multi-agent-systems/</loc>
    <lastmod>2026-06-18T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-production-five-pillars-banking-chatbot-case-study/</loc>
    <lastmod>2026-06-18T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/architectural-visualization/</loc>
    <lastmod>2026-06-18T12:00:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/c4-model/</loc>
    <lastmod>2026-06-18T12:00:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/container-diagram/</loc>
    <lastmod>2026-06-18T12:00:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/diagramming/</loc>
    <lastmod>2026-06-18T12:00:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/domain-driven-design/</loc>
    <lastmod>2026-06-18T12:00:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/microservices/</loc>
    <lastmod>2026-06-18T12:00:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/software-architecture/</loc>
    <lastmod>2026-06-18T12:00:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/software-engineering/</loc>
    <lastmod>2026-06-18T12:00:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/structurizr/</loc>
    <lastmod>2026-06-18T12:00:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/system-context/</loc>
    <lastmod>2026-06-18T12:00:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/goto-book-club/c4-model-with-simon-brown/</loc>
    <lastmod>2026-06-18T12:00:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/uml/</loc>
    <lastmod>2026-06-18T12:00:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/advanced-packaging/</loc>
    <lastmod>2026-06-18T10:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-chips/</loc>
    <lastmod>2026-06-18T10:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/chip-manufacturing/</loc>
    <lastmod>2026-06-18T10:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/corporate-culture/</loc>
    <lastmod>2026-06-18T10:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/eda/</loc>
    <lastmod>2026-06-18T10:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/edge-ai/</loc>
    <lastmod>2026-06-18T10:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/intel/</loc>
    <lastmod>2026-06-18T10:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/material-science/</loc>
    <lastmod>2026-06-18T10:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/physical-ai/</loc>
    <lastmod>2026-06-18T10:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/lip-bu-tan-intel-turnaround-ai-semiconductors/</loc>
    <lastmod>2026-06-18T10:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/semiconductors/</loc>
    <lastmod>2026-06-18T10:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/supply-chain/</loc>
    <lastmod>2026-06-18T10:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/radical-ai-self-driving-labs/</loc>
    <lastmod>2026-06-17T17:28:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/active-learning/</loc>
    <lastmod>2026-06-17T17:28:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/aerospace/</loc>
    <lastmod>2026-06-17T17:28:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-scientist/</loc>
    <lastmod>2026-06-17T17:28:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/automation/</loc>
    <lastmod>2026-06-17T17:28:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/experimental-data/</loc>
    <lastmod>2026-06-17T17:28:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/geopolitics/</loc>
    <lastmod>2026-06-17T17:28:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/high-entropy-alloys/</loc>
    <lastmod>2026-06-17T17:28:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/machine-learning-engineering/</loc>
    <lastmod>2026-06-17T17:28:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/materials-science/</loc>
    <lastmod>2026-06-17T17:28:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/microstructure/</loc>
    <lastmod>2026-06-17T17:28:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/robotics/</loc>
    <lastmod>2026-06-17T17:28:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/self-driving-labs/</loc>
    <lastmod>2026-06-17T17:28:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/vision-language-model/</loc>
    <lastmod>2026-06-17T17:28:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-adoption/</loc>
    <lastmod>2026-06-17T16:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-for-business/</loc>
    <lastmod>2026-06-17T16:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-in-creative/</loc>
    <lastmod>2026-06-17T16:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-in-healthcare/</loc>
    <lastmod>2026-06-17T16:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-strategy/</loc>
    <lastmod>2026-06-17T16:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-talent/</loc>
    <lastmod>2026-06-17T16:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/digital-transformation/</loc>
    <lastmod>2026-06-17T16:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/entrepreneurship/</loc>
    <lastmod>2026-06-17T16:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ethical-ai/</loc>
    <lastmod>2026-06-17T16:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/founders-and-builders/</loc>
    <lastmod>2026-06-17T16:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/human-centric-ai/</loc>
    <lastmod>2026-06-17T16:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/medtech/</loc>
    <lastmod>2026-06-17T16:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/process-automation/</loc>
    <lastmod>2026-06-17T16:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/startup-scaling/</loc>
    <lastmod>2026-06-17T16:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/women-in-ai/</loc>
    <lastmod>2026-06-17T16:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/women-leaders-ai-workflow-ethics-scaling-2026/</loc>
    <lastmod>2026-06-17T16:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/workflow-integration/</loc>
    <lastmod>2026-06-17T16:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-startups/</loc>
    <lastmod>2026-06-17T14:00:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ambitious-ideas/</loc>
    <lastmod>2026-06-17T14:00:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/customer-discovery/</loc>
    <lastmod>2026-06-17T14:00:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/deep-dive/</loc>
    <lastmod>2026-06-17T14:00:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/founder-advice/</loc>
    <lastmod>2026-06-17T14:00:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/how-to-pick-one-startup-idea-and-go-deep/</loc>
    <lastmod>2026-06-17T14:00:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/idea-validation/</loc>
    <lastmod>2026-06-17T14:00:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/product-market-fit/</loc>
    <lastmod>2026-06-17T14:00:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/verticalization/</loc>
    <lastmod>2026-06-17T14:00:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/yc-learnings/</loc>
    <lastmod>2026-06-17T14:00:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/bounded-context/</loc>
    <lastmod>2026-06-17T12:00:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/business-agility/</loc>
    <lastmod>2026-06-17T12:00:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/complexity-management/</loc>
    <lastmod>2026-06-17T12:00:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/categories/computer-science/</loc>
    <lastmod>2026-06-17T12:00:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/context-mapping/</loc>
    <lastmod>2026-06-17T12:00:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/eventstorming/</loc>
    <lastmod>2026-06-17T12:00:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/alberto-brandolini-multi-model-complexity-design-evolution/</loc>
    <lastmod>2026-06-17T12:00:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/organizational-design/</loc>
    <lastmod>2026-06-17T12:00:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/software-evolution/</loc>
    <lastmod>2026-06-17T12:00:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/strategic-design/</loc>
    <lastmod>2026-06-17T12:00:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/system-design/</loc>
    <lastmod>2026-06-17T12:00:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/technical-debt/</loc>
    <lastmod>2026-06-17T12:00:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/security-intelligence-ai-agents-patch-tuesday-cyber-risk/</loc>
    <lastmod>2026-06-17T10:00:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/apple-intelligence/</loc>
    <lastmod>2026-06-17T10:00:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cves/</loc>
    <lastmod>2026-06-17T10:00:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cyber-resilience/</loc>
    <lastmod>2026-06-17T10:00:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cyber-risk/</loc>
    <lastmod>2026-06-17T10:00:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cybersecurity-hygiene/</loc>
    <lastmod>2026-06-17T10:00:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/incident-response/</loc>
    <lastmod>2026-06-17T10:00:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/microsoft/</loc>
    <lastmod>2026-06-17T10:00:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/password-security/</loc>
    <lastmod>2026-06-17T10:00:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/patch-tuesday/</loc>
    <lastmod>2026-06-17T10:00:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/secure-development/</loc>
    <lastmod>2026-06-17T10:00:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/threat-intelligence/</loc>
    <lastmod>2026-06-17T10:00:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/vulnerability-management/</loc>
    <lastmod>2026-06-17T10:00:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agi/</loc>
    <lastmod>2026-06-16T17:00:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-evals/</loc>
    <lastmod>2026-06-16T17:00:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gdpval/</loc>
    <lastmod>2026-06-16T17:00:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/machine-learning-benchmarks/</loc>
    <lastmod>2026-06-16T17:00:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/model-capabilities/</loc>
    <lastmod>2026-06-16T17:00:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/multimodal-ai/</loc>
    <lastmod>2026-06-16T17:00:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/openai-research/</loc>
    <lastmod>2026-06-16T17:00:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/reasoning-models/</loc>
    <lastmod>2026-06-16T17:00:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/scientific-discovery/</loc>
    <lastmod>2026-06-16T17:00:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/podcast/tejal-patwardhan-frontier-evals-benchmarks/</loc>
    <lastmod>2026-06-16T17:00:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-ethics/</loc>
    <lastmod>2026-06-16T16:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-guarantees/</loc>
    <lastmod>2026-06-16T16:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-reliability/</loc>
    <lastmod>2026-06-16T16:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/algorithmic-deception/</loc>
    <lastmod>2026-06-16T16:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/digital-literacy/</loc>
    <lastmod>2026-06-16T16:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/hallucinations/</loc>
    <lastmod>2026-06-16T16:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/dan-klein-on-llm-reliability-and-the-everything-works-problem/</loc>
    <lastmod>2026-06-16T16:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/metacognition/</loc>
    <lastmod>2026-06-16T16:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/model-interpretability/</loc>
    <lastmod>2026-06-16T16:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/natural-language-processing/</loc>
    <lastmod>2026-06-16T16:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/prompt-engineering/</loc>
    <lastmod>2026-06-16T16:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/scaled-cognition/</loc>
    <lastmod>2026-06-16T16:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/semantic-ambiguity/</loc>
    <lastmod>2026-06-16T16:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/system-guarantees/</loc>
    <lastmod>2026-06-16T16:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/verifiability/</loc>
    <lastmod>2026-06-16T16:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-careers/</loc>
    <lastmod>2026-06-16T13:27:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-models/</loc>
    <lastmod>2026-06-16T13:27:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/deepseek/</loc>
    <lastmod>2026-06-16T13:27:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/dpo/</loc>
    <lastmod>2026-06-16T13:27:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/llm-recipes/</loc>
    <lastmod>2026-06-16T13:27:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/model-distillation/</loc>
    <lastmod>2026-06-16T13:27:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mopd/</loc>
    <lastmod>2026-06-16T13:27:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/multi-teacher-on-policy-distillation/</loc>
    <lastmod>2026-06-16T13:27:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/nvidia-nebatron/</loc>
    <lastmod>2026-06-16T13:27:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/olmo/</loc>
    <lastmod>2026-06-16T13:27:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/organizational-capacity/</loc>
    <lastmod>2026-06-16T13:27:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/post-training/</loc>
    <lastmod>2026-06-16T13:27:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sft/</loc>
    <lastmod>2026-06-16T13:27:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/supervised-fine-tuning/</loc>
    <lastmod>2026-06-16T13:27:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/synthetic-data/</loc>
    <lastmod>2026-06-16T13:27:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/frontier-post-training-recipes-mopd-olmo-deepseek/</loc>
    <lastmod>2026-06-16T13:27:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/blackwell-b200/</loc>
    <lastmod>2026-06-16T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/caching/</loc>
    <lastmod>2026-06-16T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/diffusion-models/</loc>
    <lastmod>2026-06-16T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/distillation/</loc>
    <lastmod>2026-06-16T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/latency-reduction/</loc>
    <lastmod>2026-06-16T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/model-optimization/</loc>
    <lastmod>2026-06-16T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/nvidia-fastgen/</loc>
    <lastmod>2026-06-16T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/quantization/</loc>
    <lastmod>2026-06-16T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/real-time-ai/</loc>
    <lastmod>2026-06-16T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/video-generation/</loc>
    <lastmod>2026-06-16T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/nvidia-diffusion-real-time-speedups-quantization-caching-distillation/</loc>
    <lastmod>2026-06-16T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-applications/</loc>
    <lastmod>2026-06-16T12:00:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/behavioral-economics/</loc>
    <lastmod>2026-06-16T12:00:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/computational-social-science/</loc>
    <lastmod>2026-06-16T12:00:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/generative-agents/</loc>
    <lastmod>2026-06-16T12:00:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/human-behavior-simulation/</loc>
    <lastmod>2026-06-16T12:00:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/market-research/</loc>
    <lastmod>2026-06-16T12:00:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/simile/</loc>
    <lastmod>2026-06-16T12:00:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/the-gpu-of-intelligence-simulating-human-society-with-ai/</loc>
    <lastmod>2026-06-16T12:00:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/smallville/</loc>
    <lastmod>2026-06-16T12:00:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/social-computing/</loc>
    <lastmod>2026-06-16T12:00:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/claude/</loc>
    <lastmod>2026-06-15T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/coding-agents/</loc>
    <lastmod>2026-06-15T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/complex-engineering-for-coding-agents-context-memory/</loc>
    <lastmod>2026-06-15T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/context-management/</loc>
    <lastmod>2026-06-15T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/knowledge-management/</loc>
    <lastmod>2026-06-15T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/llm/</loc>
    <lastmod>2026-06-15T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/memory-systems/</loc>
    <lastmod>2026-06-15T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cloud-repatriation/</loc>
    <lastmod>2026-06-15T12:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/cloud-containers-security-ai-whats-now-whats-next-2025/</loc>
    <lastmod>2026-06-15T12:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/configuration-drift/</loc>
    <lastmod>2026-06-15T12:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/container-security/</loc>
    <lastmod>2026-06-15T12:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/generative-ai/</loc>
    <lastmod>2026-06-15T12:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/infrastructure-as-code/</loc>
    <lastmod>2026-06-15T12:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/kubernetes/</loc>
    <lastmod>2026-06-15T12:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mcp/</loc>
    <lastmod>2026-06-15T12:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/nomad/</loc>
    <lastmod>2026-06-15T12:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/platform-engineering/</loc>
    <lastmod>2026-06-15T12:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sbom/</loc>
    <lastmod>2026-06-15T12:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sigstore/</loc>
    <lastmod>2026-06-15T12:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/supply-chain-security/</loc>
    <lastmod>2026-06-15T12:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/tdd/</loc>
    <lastmod>2026-06-15T12:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cfd/</loc>
    <lastmod>2026-06-12T09:09:49+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-augmentation/</loc>
    <lastmod>2026-06-12T09:09:49+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/deep-ensembles/</loc>
    <lastmod>2026-06-12T09:09:49+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/engineering-simulation/</loc>
    <lastmod>2026-06-12T09:09:49+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ffd/</loc>
    <lastmod>2026-06-12T09:09:49+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/generative-design/</loc>
    <lastmod>2026-06-12T09:09:49+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/categories/ml/</loc>
    <lastmod>2026-06-12T09:09:49+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/surrogate-modeling/</loc>
    <lastmod>2026-06-12T09:09:49+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/uncertainty-quantification/</loc>
    <lastmod>2026-06-12T09:09:49+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/uq-guided-geometric-data-augmentation-for-engineering-simulation/</loc>
    <lastmod>2026-06-12T09:09:49+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/evaluation-rubrics/</loc>
    <lastmod>2026-06-10T17:00:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/financial-analysis/</loc>
    <lastmod>2026-06-10T17:00:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/model-efficiency/</loc>
    <lastmod>2026-06-10T17:00:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/rllm/</loc>
    <lastmod>2026-06-10T17:00:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/small-models/</loc>
    <lastmod>2026-06-10T17:00:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/snorkel.ai/</loc>
    <lastmod>2026-06-10T17:00:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/qwen-vs-snorkel-llm-tool-use-efficiency/</loc>
    <lastmod>2026-06-10T17:00:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/tool-use/</loc>
    <lastmod>2026-06-10T17:00:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/uc-berkeley/</loc>
    <lastmod>2026-06-10T17:00:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/apache-2.0/</loc>
    <lastmod>2026-06-10T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gemma-4/</loc>
    <lastmod>2026-06-10T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/lm-studio/</loc>
    <lastmod>2026-06-10T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mixture-of-experts/</loc>
    <lastmod>2026-06-10T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/on-device-ai/</loc>
    <lastmod>2026-06-10T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/open-source-models/</loc>
    <lastmod>2026-06-10T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sovereign-ai/</loc>
    <lastmod>2026-06-10T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/gemma-4-efficiency-ownership-agentic-workloads/</loc>
    <lastmod>2026-06-10T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/audio-generation/</loc>
    <lastmod>2026-06-09T16:33:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/google-deepmind-advances-in-ai-audio-gemini-and-lyria/</loc>
    <lastmod>2026-06-09T16:33:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gemini/</loc>
    <lastmod>2026-06-09T16:33:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/google-deepmind/</loc>
    <lastmod>2026-06-09T16:33:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/lyria/</loc>
    <lastmod>2026-06-09T16:33:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/music-generation/</loc>
    <lastmod>2026-06-09T16:33:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/speech-synthesis/</loc>
    <lastmod>2026-06-09T16:33:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/yow/derek-bingham-developer-not-found-ai-evolution/</loc>
    <lastmod>2026-06-09T12:00:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/context-engineering/</loc>
    <lastmod>2026-06-09T12:00:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/derek-bingham/</loc>
    <lastmod>2026-06-09T12:00:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/developer-evolution/</loc>
    <lastmod>2026-06-09T12:00:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/developer-skills/</loc>
    <lastmod>2026-06-09T12:00:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/dunning-kruger-effect/</loc>
    <lastmod>2026-06-09T12:00:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/jevons-paradox/</loc>
    <lastmod>2026-06-09T12:00:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/kiro/</loc>
    <lastmod>2026-06-09T12:00:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/multi-agent-communication-protocol/</loc>
    <lastmod>2026-06-09T12:00:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sdd/</loc>
    <lastmod>2026-06-09T12:00:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/spec-driven-development/</loc>
    <lastmod>2026-06-09T12:00:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-architecture/</loc>
    <lastmod>2026-06-09T11:00:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-system-design/</loc>
    <lastmod>2026-06-09T11:00:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/scaling-agentic-ai-systems-challenges-and-architecture/</loc>
    <lastmod>2026-06-09T11:00:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/scalability/</loc>
    <lastmod>2026-06-09T11:00:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-mindset/</loc>
    <lastmod>2026-06-08T08:30:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-tools/</loc>
    <lastmod>2026-06-08T08:30:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/chatgpt/</loc>
    <lastmod>2026-06-08T08:30:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/chatgpt-for-excel/</loc>
    <lastmod>2026-06-08T08:30:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/codex/</loc>
    <lastmod>2026-06-08T08:30:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/contract-review/</loc>
    <lastmod>2026-06-08T08:30:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/credit-risk-management/</loc>
    <lastmod>2026-06-08T08:30:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/finance-operations/</loc>
    <lastmod>2026-06-08T08:30:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/financial-reporting/</loc>
    <lastmod>2026-06-08T08:30:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/investor-relations/</loc>
    <lastmod>2026-06-08T08:30:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/lbo-modeling/</loc>
    <lastmod>2026-06-08T08:30:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/marketing-analytics/</loc>
    <lastmod>2026-06-08T08:30:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/openai-finance-ai-transformation/</loc>
    <lastmod>2026-06-08T08:30:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/procurement/</loc>
    <lastmod>2026-06-08T08:30:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/productivity/</loc>
    <lastmod>2026-06-08T08:30:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sales-insights/</loc>
    <lastmod>2026-06-08T08:30:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/vendor-risk-management/</loc>
    <lastmod>2026-06-08T08:30:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agent-to-commerce-protocol/</loc>
    <lastmod>2026-06-06T14:00:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/api-design/</loc>
    <lastmod>2026-06-06T14:00:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/autonomous-agents/</loc>
    <lastmod>2026-06-06T14:00:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/building-safe-payment-infrastructure-for-autonomous-ai-agents/</loc>
    <lastmod>2026-06-06T14:00:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/machine-payments-protocol/</loc>
    <lastmod>2026-06-06T14:00:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/payment-infrastructure/</loc>
    <lastmod>2026-06-06T14:00:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/secure-payments/</loc>
    <lastmod>2026-06-06T14:00:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/shared-payment-tokens/</loc>
    <lastmod>2026-06-06T14:00:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/stripe/</loc>
    <lastmod>2026-06-06T14:00:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/engineering-lessons-for-building-ai-agent-interfaces/</loc>
    <lastmod>2026-06-05T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/developer-tools/</loc>
    <lastmod>2026-06-05T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/security/</loc>
    <lastmod>2026-06-05T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-breakthroughs/</loc>
    <lastmod>2026-06-04T17:00:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-in-science/</loc>
    <lastmod>2026-06-04T17:00:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/combinatorial-geometry/</loc>
    <lastmod>2026-06-04T17:00:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cryptography-ai/</loc>
    <lastmod>2026-06-04T17:00:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/erdos-conjecture/</loc>
    <lastmod>2026-06-04T17:00:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/general-purpose-ai/</loc>
    <lastmod>2026-06-04T17:00:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-disproves-erdos-unit-distance-conjecture/</loc>
    <lastmod>2026-06-04T17:00:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/human-ai-collaboration/</loc>
    <lastmod>2026-06-04T17:00:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/imo-gold/</loc>
    <lastmod>2026-06-04T17:00:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/inference-time-compute/</loc>
    <lastmod>2026-06-04T17:00:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ioi-gold/</loc>
    <lastmod>2026-06-04T17:00:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/llms-in-mathematics/</loc>
    <lastmod>2026-06-04T17:00:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mathematical-reasoning/</loc>
    <lastmod>2026-06-04T17:00:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/p-vs-np/</loc>
    <lastmod>2026-06-04T17:00:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/quantum-computing-ai/</loc>
    <lastmod>2026-06-04T17:00:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/unit-distance-problem/</loc>
    <lastmod>2026-06-04T17:00:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agent-capabilities/</loc>
    <lastmod>2026-06-04T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/autonomy-horizon/</loc>
    <lastmod>2026-06-04T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/benchmark-thesis/</loc>
    <lastmod>2026-06-04T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/distributional-diversity/</loc>
    <lastmod>2026-06-04T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/environment-complexity/</loc>
    <lastmod>2026-06-04T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/evaluation-gap/</loc>
    <lastmod>2026-06-04T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/model-headroom/</loc>
    <lastmod>2026-06-04T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/open-benchmarks-grant/</loc>
    <lastmod>2026-06-04T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/output-complexity/</loc>
    <lastmod>2026-06-04T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/research-roadmaps/</loc>
    <lastmod>2026-06-04T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/researcher-ux/</loc>
    <lastmod>2026-06-04T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/robust-evals/</loc>
    <lastmod>2026-06-04T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/snorkel-ai/</loc>
    <lastmod>2026-06-04T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/task-quality/</loc>
    <lastmod>2026-06-04T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-benchmark-art-and-science/</loc>
    <lastmod>2026-06-04T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/benchmark-contamination/</loc>
    <lastmod>2026-06-04T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/llm-evaluation/</loc>
    <lastmod>2026-06-04T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/reward-hacking/</loc>
    <lastmod>2026-06-04T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/swe-bench/</loc>
    <lastmod>2026-06-04T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/lessons-from-evaluating-coding-agents-on-swe-rebench/</loc>
    <lastmod>2026-06-04T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-ecosystem/</loc>
    <lastmod>2026-06-04T10:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-in-education/</loc>
    <lastmod>2026-06-04T10:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/azure-networking/</loc>
    <lastmod>2026-06-04T10:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-centers/</loc>
    <lastmod>2026-06-04T10:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/frontier-intelligence/</loc>
    <lastmod>2026-06-04T10:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/full-stack-builder/</loc>
    <lastmod>2026-06-04T10:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/github-copilot/</loc>
    <lastmod>2026-06-04T10:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/microsoft-build/</loc>
    <lastmod>2026-06-04T10:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/multi-model/</loc>
    <lastmod>2026-06-04T10:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/private-evals/</loc>
    <lastmod>2026-06-04T10:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/saas-business-models/</loc>
    <lastmod>2026-06-04T10:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/satya-nadella/</loc>
    <lastmod>2026-06-04T10:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/software-development/</loc>
    <lastmod>2026-06-04T10:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/microsoft-build-ai-frontier-satya-nadella-on-ecosystem-and-private-evals/</loc>
    <lastmod>2026-06-04T10:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/token-economy/</loc>
    <lastmod>2026-06-04T10:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/work-iq/</loc>
    <lastmod>2026-06-04T10:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/benchmarking-semantic-code-search-claude-code-turbopuffer/</loc>
    <lastmod>2026-06-03T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/claude-code/</loc>
    <lastmod>2026-06-03T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/code-retrieval/</loc>
    <lastmod>2026-06-03T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/contextbench/</loc>
    <lastmod>2026-06-03T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/llm-agents/</loc>
    <lastmod>2026-06-03T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/precision/</loc>
    <lastmod>2026-06-03T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/recall/</loc>
    <lastmod>2026-06-03T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/semantic-search/</loc>
    <lastmod>2026-06-03T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/turbopuffer/</loc>
    <lastmod>2026-06-03T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/vector-databases/</loc>
    <lastmod>2026-06-03T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/voyage-ai/</loc>
    <lastmod>2026-06-03T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/adr/</loc>
    <lastmod>2026-06-03T13:00:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-agent/</loc>
    <lastmod>2026-06-03T13:00:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/bdd/</loc>
    <lastmod>2026-06-03T13:00:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/capturing-decisions-for-humans-and-ai-alike/</loc>
    <lastmod>2026-06-03T13:00:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ci/cd/</loc>
    <lastmod>2026-06-03T13:00:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cucumber/</loc>
    <lastmod>2026-06-03T13:00:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/design-systems/</loc>
    <lastmod>2026-06-03T13:00:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/git-hooks/</loc>
    <lastmod>2026-06-03T13:00:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/testing/</loc>
    <lastmod>2026-06-03T13:00:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/adam-savage/</loc>
    <lastmod>2026-06-02T17:37:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-future/</loc>
    <lastmod>2026-06-02T17:37:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/alphabet/</loc>
    <lastmod>2026-06-02T17:37:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/astro-teller/</loc>
    <lastmod>2026-06-02T17:37:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/battery-technology/</loc>
    <lastmod>2026-06-02T17:37:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/exponential-growth/</loc>
    <lastmod>2026-06-02T17:37:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/failure-as-learning/</loc>
    <lastmod>2026-06-02T17:37:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/future-of-work/</loc>
    <lastmod>2026-06-02T17:37:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/google-brain/</loc>
    <lastmod>2026-06-02T17:37:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/google-glass/</loc>
    <lastmod>2026-06-02T17:37:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/machine-learning-history/</loc>
    <lastmod>2026-06-02T17:37:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/moonshot-factory/</loc>
    <lastmod>2026-06-02T17:37:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/pressure-testing/</loc>
    <lastmod>2026-06-02T17:37:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/radical-innovation/</loc>
    <lastmod>2026-06-02T17:37:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sergey-brin/</loc>
    <lastmod>2026-06-02T17:37:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/moonshot-factory-innovation-philosophy-ai-future/</loc>
    <lastmod>2026-06-02T17:37:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/waymo/</loc>
    <lastmod>2026-06-02T17:37:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/wing-drone-delivery/</loc>
    <lastmod>2026-06-02T17:37:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/x-development/</loc>
    <lastmod>2026-06-02T17:37:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/benchmarking/</loc>
    <lastmod>2026-06-02T17:00:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/fine-tuning/</loc>
    <lastmod>2026-06-02T17:00:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/the-critical-impact-of-task-quality-on-agentic-model-training/</loc>
    <lastmod>2026-06-02T17:00:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/copilot/</loc>
    <lastmod>2026-06-02T16:28:30+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/devops/</loc>
    <lastmod>2026-06-02T16:28:30+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/github/</loc>
    <lastmod>2026-06-02T16:28:30+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/kyle-daigle-github-ai-agent-era/</loc>
    <lastmod>2026-06-02T16:28:30+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/leadership/</loc>
    <lastmod>2026-06-02T16:28:30+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/open-source/</loc>
    <lastmod>2026-06-02T16:28:30+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/scaling/</loc>
    <lastmod>2026-06-02T16:28:30+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/software-development-lifecycle/</loc>
    <lastmod>2026-06-02T16:28:30+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/automated-reporting/</loc>
    <lastmod>2026-05-27T21:18:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/chatbots/</loc>
    <lastmod>2026-05-27T21:18:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-analysis/</loc>
    <lastmod>2026-05-27T21:18:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/experiment-tracking/</loc>
    <lastmod>2026-05-27T21:18:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/llm-tools/</loc>
    <lastmod>2026-05-27T21:18:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/machine-learning-operations/</loc>
    <lastmod>2026-05-27T21:18:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mistral-ai/</loc>
    <lastmod>2026-05-27T21:18:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/model-context-protocol/</loc>
    <lastmod>2026-05-27T21:18:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/model-evaluation/</loc>
    <lastmod>2026-05-27T21:18:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/weights-biases-mcp-ai-agents-mlops-tooling/</loc>
    <lastmod>2026-05-27T21:18:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/run-comparison/</loc>
    <lastmod>2026-05-27T21:18:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/self-discovery/</loc>
    <lastmod>2026-05-27T21:18:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/tooling/</loc>
    <lastmod>2026-05-27T21:18:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/weights--biases/</loc>
    <lastmod>2026-05-27T21:18:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-in-medicine/</loc>
    <lastmod>2026-05-27T15:00:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/biotechnology/</loc>
    <lastmod>2026-05-27T15:00:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/clinical-trials/</loc>
    <lastmod>2026-05-27T15:00:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/drug-discovery/</loc>
    <lastmod>2026-05-27T15:00:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/edison-scientific/</loc>
    <lastmod>2026-05-27T15:00:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/samuel-rodriques-ai-scientist-kosmos-curing-disease/</loc>
    <lastmod>2026-05-27T15:00:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/kosmos/</loc>
    <lastmod>2026-05-27T15:00:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/nonprofit/</loc>
    <lastmod>2026-05-27T15:00:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/scientific-research/</loc>
    <lastmod>2026-05-27T15:00:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/apple-silicon/</loc>
    <lastmod>2026-05-26T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/exo-labs/</loc>
    <lastmod>2026-05-26T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/local-llm-inference-full-stack-optimization-100x-potential/</loc>
    <lastmod>2026-05-26T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/glm-5.1/</loc>
    <lastmod>2026-05-26T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/heterogeneous-computing/</loc>
    <lastmod>2026-05-26T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/inference-optimization/</loc>
    <lastmod>2026-05-26T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/local-llm/</loc>
    <lastmod>2026-05-26T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/rdma/</loc>
    <lastmod>2026-05-26T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/tensor-parallelism/</loc>
    <lastmod>2026-05-26T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/action-chunking/</loc>
    <lastmod>2026-05-26T12:37:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/continuous-flow-models/</loc>
    <lastmod>2026-05-26T12:37:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/denoising/</loc>
    <lastmod>2026-05-26T12:37:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/diffusion-policies/</loc>
    <lastmod>2026-05-26T12:37:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/flow-matching/</loc>
    <lastmod>2026-05-26T12:37:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/generalization/</loc>
    <lastmod>2026-05-26T12:37:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/generative-models/</loc>
    <lastmod>2026-05-26T12:37:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/imitation-learning/</loc>
    <lastmod>2026-05-26T12:37:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/interpretable-ai/</loc>
    <lastmod>2026-05-26T12:37:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/memorization/</loc>
    <lastmod>2026-05-26T12:37:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/q-learning/</loc>
    <lastmod>2026-05-26T12:37:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/q-learning-with-flow-matching-policies/</loc>
    <lastmod>2026-05-26T12:37:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/quantum-computing/</loc>
    <lastmod>2026-05-26T12:37:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/quantum-simulation/</loc>
    <lastmod>2026-05-26T12:37:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/robot-learning/</loc>
    <lastmod>2026-05-26T12:37:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/schr%C3%B6dinger-equation/</loc>
    <lastmod>2026-05-26T12:37:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/score-based-models/</loc>
    <lastmod>2026-05-26T12:37:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/wave-function-flows-quantum-simulation-of-continuous-flow-models/</loc>
    <lastmod>2026-05-26T12:37:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/wavelets/</loc>
    <lastmod>2026-05-26T12:37:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/diffusion-models-generalization-wavelet-score/</loc>
    <lastmod>2026-05-26T12:37:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/distributed-training/</loc>
    <lastmod>2026-05-26T12:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/foundation-models/</loc>
    <lastmod>2026-05-26T12:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/building-composer-2-specialized-ai-model-for-coding/</loc>
    <lastmod>2026-05-26T12:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/model-specialization/</loc>
    <lastmod>2026-05-26T12:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/end-to-end-foundation-models-for-energy-industry/</loc>
    <lastmod>2026-05-26T11:00:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/energy-sector/</loc>
    <lastmod>2026-05-26T11:00:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/coala-framework/</loc>
    <lastmod>2026-05-26T11:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/context-window/</loc>
    <lastmod>2026-05-26T11:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/memory-architecture/</loc>
    <lastmod>2026-05-26T11:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-agent-memory-types/</loc>
    <lastmod>2026-05-26T11:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/community-driven-ai-evaluations-at-scale-kaggle/</loc>
    <lastmod>2026-05-25T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/community-benchmarks/</loc>
    <lastmod>2026-05-25T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/kaggle/</loc>
    <lastmod>2026-05-25T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/pvp-benchmark/</loc>
    <lastmod>2026-05-25T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/content-moderation/</loc>
    <lastmod>2026-05-25T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/meta-multi-agent-system-for-short-form-video/</loc>
    <lastmod>2026-05-25T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/system-architecture/</loc>
    <lastmod>2026-05-25T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/video-processing/</loc>
    <lastmod>2026-05-25T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/vision-language-models/</loc>
    <lastmod>2026-05-25T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gat/</loc>
    <lastmod>2026-05-25T11:00:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gcn/</loc>
    <lastmod>2026-05-25T11:00:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gin/</loc>
    <lastmod>2026-05-25T11:00:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gnn/</loc>
    <lastmod>2026-05-25T11:00:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/graph-neural-networks/</loc>
    <lastmod>2026-05-25T11:00:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/a-deep-dive-into-graph-neural-networks/</loc>
    <lastmod>2026-05-25T11:00:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/graph-transformers/</loc>
    <lastmod>2026-05-25T11:00:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/graphsage/</loc>
    <lastmod>2026-05-25T11:00:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/message-passing/</loc>
    <lastmod>2026-05-25T11:00:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/antigravity/</loc>
    <lastmod>2026-05-24T18:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/deepmind-internal-strategies-for-scaling-agentic-ai/</loc>
    <lastmod>2026-05-24T18:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/quota-management/</loc>
    <lastmod>2026-05-24T18:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/gemma-4-on-device-ai-transformer-architecture/</loc>
    <lastmod>2026-05-24T17:42:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/developer-experience/</loc>
    <lastmod>2026-05-24T17:42:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gemma/</loc>
    <lastmod>2026-05-24T17:42:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/model-fine-tuning/</loc>
    <lastmod>2026-05-24T17:42:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/multimodality/</loc>
    <lastmod>2026-05-24T17:42:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/transformer-architecture/</loc>
    <lastmod>2026-05-24T17:42:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/sunil-pai-cloudflare-ai-agent-architecture-open-source/</loc>
    <lastmod>2026-05-24T17:31:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cloudflare/</loc>
    <lastmod>2026-05-24T17:31:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/durable-objects/</loc>
    <lastmod>2026-05-24T17:31:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/serverless/</loc>
    <lastmod>2026-05-24T17:31:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cerebras/</loc>
    <lastmod>2026-05-24T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cost-optimization/</loc>
    <lastmod>2026-05-24T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/model-orchestration/</loc>
    <lastmod>2026-05-24T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sambanova/</loc>
    <lastmod>2026-05-24T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/the-end-of-monolithic-ai-scaling-with-heterogeneous-intelligence/</loc>
    <lastmod>2026-05-24T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/video-web-arena/</loc>
    <lastmod>2026-05-24T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-security/</loc>
    <lastmod>2026-05-24T11:00:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-leakage/</loc>
    <lastmod>2026-05-24T11:00:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-risks-in-the-workplace/</loc>
    <lastmod>2026-05-24T11:00:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/prompt-injection/</loc>
    <lastmod>2026-05-24T11:00:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/shadow-ai/</loc>
    <lastmod>2026-05-24T11:00:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agentic-ui/</loc>
    <lastmod>2026-05-23T18:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agents/</loc>
    <lastmod>2026-05-23T18:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/user-experience/</loc>
    <lastmod>2026-05-23T18:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/webmcp/</loc>
    <lastmod>2026-05-23T18:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/the-web-as-an-infinite-canvas-for-ai-agents/</loc>
    <lastmod>2026-05-23T18:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agent-coordination/</loc>
    <lastmod>2026-05-23T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agent-swarms/</loc>
    <lastmod>2026-05-23T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/llm-infrastructure/</loc>
    <lastmod>2026-05-23T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sdlc-automation/</loc>
    <lastmod>2026-05-23T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/software-factory/</loc>
    <lastmod>2026-05-23T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/the-missing-primitive-for-agent-swarms/</loc>
    <lastmod>2026-05-23T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-studio/</loc>
    <lastmod>2026-05-23T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gemini-1.5/</loc>
    <lastmod>2026-05-23T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/generative-media/</loc>
    <lastmod>2026-05-23T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/google-deepmind-gemini-gemma-generative-media-on-device-ai/</loc>
    <lastmod>2026-05-23T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/world-models/</loc>
    <lastmod>2026-05-23T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/containers/</loc>
    <lastmod>2026-05-22T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/running-ai-agents-in-containers-with-podman-and-kubernetes/</loc>
    <lastmod>2026-05-22T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/openclaw/</loc>
    <lastmod>2026-05-22T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/podman/</loc>
    <lastmod>2026-05-22T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/secrets-management/</loc>
    <lastmod>2026-05-22T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/corporate-law/</loc>
    <lastmod>2026-05-22T14:00:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/eric-ries/</loc>
    <lastmod>2026-05-22T14:00:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/governance/</loc>
    <lastmod>2026-05-22T14:00:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/startups/</loc>
    <lastmod>2026-05-22T14:00:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/eric-ries-incorruptible-corporate-governance/</loc>
    <lastmod>2026-05-22T14:00:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-core/</loc>
    <lastmod>2026-05-22T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/android-on-device-ai-gemini-nano-ai-core/</loc>
    <lastmod>2026-05-22T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/android/</loc>
    <lastmod>2026-05-22T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/firebase/</loc>
    <lastmod>2026-05-22T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gemini-nano/</loc>
    <lastmod>2026-05-22T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/hybrid-inference/</loc>
    <lastmod>2026-05-22T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/litert/</loc>
    <lastmod>2026-05-22T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ml-kit/</loc>
    <lastmod>2026-05-22T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/code-quality/</loc>
    <lastmod>2026-05-22T12:01:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/critical-thinking/</loc>
    <lastmod>2026-05-22T12:01:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/environmental-impact/</loc>
    <lastmod>2026-05-22T12:01:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/a-trilogy-in-four-parts-the-hidden-price-and-real-value-of-ai/</loc>
    <lastmod>2026-05-22T12:01:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-sentiment-data-corruption-anthropic-claude-fix/</loc>
    <lastmod>2026-05-22T10:00:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/daytona-composable-computers-for-ai-agents/</loc>
    <lastmod>2026-05-21T20:50:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cloud-compute/</loc>
    <lastmod>2026-05-21T20:50:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/daytona/</loc>
    <lastmod>2026-05-21T20:50:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/dev-environments/</loc>
    <lastmod>2026-05-21T20:50:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/infrastructure/</loc>
    <lastmod>2026-05-21T20:50:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/rl/</loc>
    <lastmod>2026-05-21T20:50:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sandboxes/</loc>
    <lastmod>2026-05-21T20:50:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/cooking-with-ai-agents-in-vscode/</loc>
    <lastmod>2026-05-21T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/developer-workflow/</loc>
    <lastmod>2026-05-21T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/github-actions/</loc>
    <lastmod>2026-05-21T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/vs-code/</loc>
    <lastmod>2026-05-21T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/acp/</loc>
    <lastmod>2026-05-21T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agent-client-protocol/</loc>
    <lastmod>2026-05-21T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/discord/</loc>
    <lastmod>2026-05-21T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/go/</loc>
    <lastmod>2026-05-21T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai/automating-pr-triage-with-acpx-and-disposable-kubernetes-agents/</loc>
    <lastmod>2026-05-21T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-native-companies/</loc>
    <lastmod>2026-05-21T14:00:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/building-a-self-improving-company-with-ai-loops/</loc>
    <lastmod>2026-05-21T14:00:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/organizational-structure/</loc>
    <lastmod>2026-05-21T14:00:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/self-improving-systems/</loc>
    <lastmod>2026-05-21T14:00:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/y-combinator/</loc>
    <lastmod>2026-05-21T14:00:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/autolab/</loc>
    <lastmod>2026-05-21T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cuda/</loc>
    <lastmod>2026-05-21T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/hugging-face/</loc>
    <lastmod>2026-05-21T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/llm-optimization/</loc>
    <lastmod>2026-05-21T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/systems-engineering/</loc>
    <lastmod>2026-05-21T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/coding-agents-for-ai-systems-engineering/</loc>
    <lastmod>2026-05-21T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/garbage-to-gold-predictive-robustness/</loc>
    <lastmod>2026-05-21T11:00:34+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-centric-ai/</loc>
    <lastmod>2026-05-21T11:00:34+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/explainability/</loc>
    <lastmod>2026-05-21T11:00:34+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/latent-variables/</loc>
    <lastmod>2026-05-21T11:00:34+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/noisy-data/</loc>
    <lastmod>2026-05-21T11:00:34+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/predictive-robustness/</loc>
    <lastmod>2026-05-21T11:00:34+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/tabular-data/</loc>
    <lastmod>2026-05-21T11:00:34+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cag/</loc>
    <lastmod>2026-05-21T11:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai/long-context-vs-cag-kv-cache/</loc>
    <lastmod>2026-05-21T11:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/kv-cache/</loc>
    <lastmod>2026-05-21T11:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/long-context/</loc>
    <lastmod>2026-05-21T11:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/prompt-caching/</loc>
    <lastmod>2026-05-21T11:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-hardware/</loc>
    <lastmod>2026-05-21T10:00:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/company-scaling/</loc>
    <lastmod>2026-05-21T10:00:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/inference/</loc>
    <lastmod>2026-05-21T10:00:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/openai/</loc>
    <lastmod>2026-05-21T10:00:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/cerebras-andrew-feldman-wafer-scale-ai-openai-deal/</loc>
    <lastmod>2026-05-21T10:00:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/wafer-scale-computing/</loc>
    <lastmod>2026-05-21T10:00:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/engineering/</loc>
    <lastmod>2026-05-20T20:04:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/matlab/</loc>
    <lastmod>2026-05-20T20:04:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/simulink/</loc>
    <lastmod>2026-05-20T20:04:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/agentic-ai-in-engineering-workflows-with-matlab-and-simulink/</loc>
    <lastmod>2026-05-20T20:04:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/building-native-multimodal-agents-with-gemini/</loc>
    <lastmod>2026-05-20T17:00:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/function-calling/</loc>
    <lastmod>2026-05-20T17:00:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gemini-api/</loc>
    <lastmod>2026-05-20T17:00:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-native/</loc>
    <lastmod>2026-05-20T14:30:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/enterprise-software/</loc>
    <lastmod>2026-05-20T14:30:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/erp/</loc>
    <lastmod>2026-05-20T14:30:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/fintech/</loc>
    <lastmod>2026-05-20T14:30:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/founder-story/</loc>
    <lastmod>2026-05-20T14:30:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/go-to-market/</loc>
    <lastmod>2026-05-20T14:30:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/campfire-founder-story-disrupting-erp-with-ai/</loc>
    <lastmod>2026-05-20T14:30:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/yc/</loc>
    <lastmod>2026-05-20T14:30:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/conversational-ai/</loc>
    <lastmod>2026-05-20T14:00:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ifood/</loc>
    <lastmod>2026-05-20T14:00:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/latency/</loc>
    <lastmod>2026-05-20T14:00:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/product-management/</loc>
    <lastmod>2026-05-20T14:00:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/recommendation-systems/</loc>
    <lastmod>2026-05-20T14:00:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ifood-ilo-agent-latency-goldilocks-zone/</loc>
    <lastmod>2026-05-20T14:00:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/despegar-sofia-agent-architecture-pre-mcp/</loc>
    <lastmod>2026-05-20T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/multi-agent/</loc>
    <lastmod>2026-05-20T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/orchestration/</loc>
    <lastmod>2026-05-20T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/production-ai/</loc>
    <lastmod>2026-05-20T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/tool-calling/</loc>
    <lastmod>2026-05-20T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/travel-tech/</loc>
    <lastmod>2026-05-20T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/nvidia/</loc>
    <lastmod>2026-05-20T12:00:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/reasoning/</loc>
    <lastmod>2026-05-20T12:00:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/scaling-laws/</loc>
    <lastmod>2026-05-20T12:00:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/speculative-decoding/</loc>
    <lastmod>2026-05-20T12:00:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/future-of-ai-key-trends-agentic-systems-model-optimization/</loc>
    <lastmod>2026-05-20T12:00:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/microsoft-mdash/</loc>
    <lastmod>2026-05-20T10:01:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mythos/</loc>
    <lastmod>2026-05-20T10:01:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/offensive-ai/</loc>
    <lastmod>2026-05-20T10:01:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/openai-daybreak/</loc>
    <lastmod>2026-05-20T10:01:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-vulnerability-scanners-daybreak-mdash-mythos-shai-hulud-open-source/</loc>
    <lastmod>2026-05-20T10:01:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/shai-hulud/</loc>
    <lastmod>2026-05-20T10:01:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/supply-chain-attack/</loc>
    <lastmod>2026-05-20T10:01:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/economics/</loc>
    <lastmod>2026-05-20T08:26:23+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/michael-jordan-collectivist-economic-perspective-on-ai/</loc>
    <lastmod>2026-05-20T08:26:23+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/michael-i.-jordan/</loc>
    <lastmod>2026-05-20T08:26:23+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/systems-thinking/</loc>
    <lastmod>2026-05-20T08:26:23+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agentic-workflows/</loc>
    <lastmod>2026-05-19T18:23:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/building-a-self-improving-company-with-ai/</loc>
    <lastmod>2026-05-19T18:23:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gdpr/</loc>
    <lastmod>2026-05-19T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/haystack/</loc>
    <lastmod>2026-05-19T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/on-premise/</loc>
    <lastmod>2026-05-19T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/vendor-lock-in/</loc>
    <lastmod>2026-05-19T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/four-pillars-of-sovereign-ai/</loc>
    <lastmod>2026-05-19T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/embeddings/</loc>
    <lastmod>2026-05-19T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/personalization/</loc>
    <lastmod>2026-05-19T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/spotify-llm-personalization-semantic-ids/</loc>
    <lastmod>2026-05-19T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/recommender-systems/</loc>
    <lastmod>2026-05-19T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/spotify/</loc>
    <lastmod>2026-05-19T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/vector-quantization/</loc>
    <lastmod>2026-05-19T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/amazon-bedrock/</loc>
    <lastmod>2026-05-19T12:00:54+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/aws-amplify/</loc>
    <lastmod>2026-05-19T12:00:54+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/aws-cdk/</loc>
    <lastmod>2026-05-19T12:00:54+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/curo/</loc>
    <lastmod>2026-05-19T12:00:54+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/full-stack/</loc>
    <lastmod>2026-05-19T12:00:54+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/building-full-stack-typescript-apps-with-aws-amplify-gen-2-and-ai/</loc>
    <lastmod>2026-05-19T12:00:54+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/typescript/</loc>
    <lastmod>2026-05-19T12:00:54+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-product-development/</loc>
    <lastmod>2026-05-19T11:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/architected-intelligence-principles-miller-mumford/</loc>
    <lastmod>2026-05-19T11:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/imagen/</loc>
    <lastmod>2026-05-18T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/gemini-generative-media-orchestrator/</loc>
    <lastmod>2026-05-18T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/text-to-image/</loc>
    <lastmod>2026-05-18T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/text-to-music/</loc>
    <lastmod>2026-05-18T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/text-to-video/</loc>
    <lastmod>2026-05-18T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/tts/</loc>
    <lastmod>2026-05-18T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/veo/</loc>
    <lastmod>2026-05-18T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/building-long-running-ai-agents-harness-design/</loc>
    <lastmod>2026-05-18T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/evaluation/</loc>
    <lastmod>2026-05-18T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agile/</loc>
    <lastmod>2026-05-18T12:01:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/augmented-development/</loc>
    <lastmod>2026-05-18T12:01:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/extreme-programming/</loc>
    <lastmod>2026-05-18T12:01:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/genai/</loc>
    <lastmod>2026-05-18T12:01:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/kent-beck/</loc>
    <lastmod>2026-05-18T12:01:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/martin-fowler/</loc>
    <lastmod>2026-05-18T12:01:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/fowler-beck-reunite-on-ai-agile-and-the-future-of-software/</loc>
    <lastmod>2026-05-18T12:01:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/vibe-coding/</loc>
    <lastmod>2026-05-18T12:01:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/adk/</loc>
    <lastmod>2026-05-18T11:00:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-agents-mcp-vs-adk-connectivity-vs-orchestration/</loc>
    <lastmod>2026-05-18T11:00:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/tool-integration/</loc>
    <lastmod>2026-05-18T11:00:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/browser-automation/</loc>
    <lastmod>2026-05-17T17:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gpt-3.5/</loc>
    <lastmod>2026-05-17T17:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/guardrails/</loc>
    <lastmod>2026-05-17T17:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/harness/</loc>
    <lastmod>2026-05-17T17:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-harness-grounding-agents-in-reality/</loc>
    <lastmod>2026-05-17T17:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/reliability/</loc>
    <lastmod>2026-05-17T17:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/aiops/</loc>
    <lastmod>2026-05-17T16:30:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/debugging/</loc>
    <lastmod>2026-05-17T16:30:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/using-ai-to-debug-ai-systems/</loc>
    <lastmod>2026-05-17T16:30:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sre/</loc>
    <lastmod>2026-05-17T16:30:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ably/</loc>
    <lastmod>2026-05-17T15:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/durable-sessions/</loc>
    <lastmod>2026-05-17T15:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/real-time/</loc>
    <lastmod>2026-05-17T15:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sse/</loc>
    <lastmod>2026-05-17T15:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/streaming/</loc>
    <lastmod>2026-05-17T15:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/websockets/</loc>
    <lastmod>2026-05-17T15:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/durable-sessions-for-resilient-ai-experiences/</loc>
    <lastmod>2026-05-17T15:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/identity-management/</loc>
    <lastmod>2026-05-17T11:00:40+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-agentic-last-mile-identity-problem/</loc>
    <lastmod>2026-05-17T11:00:40+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/zero-trust/</loc>
    <lastmod>2026-05-17T11:00:40+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-products/</loc>
    <lastmod>2026-05-16T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/case-study/</loc>
    <lastmod>2026-05-16T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/domain-expertise/</loc>
    <lastmod>2026-05-16T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/domain-native-ai-organization-framework/</loc>
    <lastmod>2026-05-16T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/vertical-ai/</loc>
    <lastmod>2026-05-16T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-memory/</loc>
    <lastmod>2026-05-16T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/connecting-dots-with-context-graphs/</loc>
    <lastmod>2026-05-16T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/context-graphs/</loc>
    <lastmod>2026-05-16T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/explainable-ai/</loc>
    <lastmod>2026-05-16T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/knowledge-graphs/</loc>
    <lastmod>2026-05-16T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/neo4j/</loc>
    <lastmod>2026-05-16T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/rag/</loc>
    <lastmod>2026-05-16T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/retrieval-augmented-generation/</loc>
    <lastmod>2026-05-16T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/pff-case-study-ai-agents-over-agile/</loc>
    <lastmod>2026-05-15T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/engineering-management/</loc>
    <lastmod>2026-05-15T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/building-reliable-ai-agents-supabase-skill-lessons/</loc>
    <lastmod>2026-05-15T15:00:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/llm-evals/</loc>
    <lastmod>2026-05-15T15:00:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/postgres/</loc>
    <lastmod>2026-05-15T15:00:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/skills/</loc>
    <lastmod>2026-05-15T15:00:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/supabase/</loc>
    <lastmod>2026-05-15T15:00:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/developer-productivity/</loc>
    <lastmod>2026-05-15T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/intercom-doubling-engineering-throughput-with-ai-agents/</loc>
    <lastmod>2026-05-15T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ruby-on-rails/</loc>
    <lastmod>2026-05-15T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/software-development-life-cycle/</loc>
    <lastmod>2026-05-15T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cap-theorem/</loc>
    <lastmod>2026-05-15T12:01:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/consistency/</loc>
    <lastmod>2026-05-15T12:01:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/distributed-systems/</loc>
    <lastmod>2026-05-15T12:01:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/leslie-lamport/</loc>
    <lastmod>2026-05-15T12:01:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/metaphors/</loc>
    <lastmod>2026-05-15T12:01:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/physics/</loc>
    <lastmod>2026-05-15T12:01:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/time/</loc>
    <lastmod>2026-05-15T12:01:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/you-cannot-change-the-laws-of-physics-kevlin-henney/</loc>
    <lastmod>2026-05-15T12:01:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gpu-shortage/</loc>
    <lastmod>2026-05-15T11:00:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/high-bandwidth-memory/</loc>
    <lastmod>2026-05-15T11:00:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/tokenmaxxing-and-the-ai-hardware-bottleneck/</loc>
    <lastmod>2026-05-15T11:00:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/tsmc/</loc>
    <lastmod>2026-05-15T11:00:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-consulting/</loc>
    <lastmod>2026-05-15T10:01:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-agent-security-openai-consulting-cybersecurity-arms-race/</loc>
    <lastmod>2026-05-15T10:01:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/generative-computing/</loc>
    <lastmod>2026-05-15T10:01:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mellea/</loc>
    <lastmod>2026-05-15T10:01:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/red-hat-summit/</loc>
    <lastmod>2026-05-15T10:01:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/skills-compiler/</loc>
    <lastmod>2026-05-15T10:01:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/zero-day/</loc>
    <lastmod>2026-05-15T10:01:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/codex-beyond-software-engineering/</loc>
    <lastmod>2026-05-14T20:28:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/knowledge-work/</loc>
    <lastmod>2026-05-14T20:28:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/creative-ai/</loc>
    <lastmod>2026-05-14T17:31:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/dall-e/</loc>
    <lastmod>2026-05-14T17:31:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/image-generation/</loc>
    <lastmod>2026-05-14T17:31:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/images-2-the-renaissance-of-ai-image-generation/</loc>
    <lastmod>2026-05-14T17:31:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/photorealism/</loc>
    <lastmod>2026-05-14T17:31:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/fara-1.5/</loc>
    <lastmod>2026-05-14T17:00:21+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/magentic-orchestrator/</loc>
    <lastmod>2026-05-14T17:00:21+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/magenticlite/</loc>
    <lastmod>2026-05-14T17:00:21+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/magentic-lite-small-language-model-agents/</loc>
    <lastmod>2026-05-14T17:00:21+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/microsoft-research/</loc>
    <lastmod>2026-05-14T17:00:21+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/small-language-models/</loc>
    <lastmod>2026-05-14T17:00:21+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agent-architecture/</loc>
    <lastmod>2026-05-14T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/designing-production-ai-agents-that-fail-cheaply/</loc>
    <lastmod>2026-05-14T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/composability/</loc>
    <lastmod>2026-05-14T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/durable-execution/</loc>
    <lastmod>2026-05-14T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/event-sourcing/</loc>
    <lastmod>2026-05-14T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/flyte/</loc>
    <lastmod>2026-05-14T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/event-sourced-architecture-for-composable-ai-agents/</loc>
    <lastmod>2026-05-14T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/devtools/</loc>
    <lastmod>2026-05-14T11:00:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/pull-request/</loc>
    <lastmod>2026-05-14T11:00:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/qa/</loc>
    <lastmod>2026-05-14T11:00:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/software-testing/</loc>
    <lastmod>2026-05-14T11:00:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-qa-bottleneck-evan-marshall-ito-ai/</loc>
    <lastmod>2026-05-14T11:00:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-systems/</loc>
    <lastmod>2026-05-14T11:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/failure-modes/</loc>
    <lastmod>2026-05-14T11:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/agentic-ai-common-failure-modes/</loc>
    <lastmod>2026-05-14T11:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-supply-chain/</loc>
    <lastmod>2026-05-14T10:01:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/economic-security/</loc>
    <lastmod>2026-05-14T10:01:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/pax-silica/</loc>
    <lastmod>2026-05-14T10:01:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/pax-silica-securing-the-global-ai-supply-chain/</loc>
    <lastmod>2026-05-14T10:01:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/building-production-voice-agents-with-gpt-realtime-2/</loc>
    <lastmod>2026-05-13T23:13:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gpt-realtime-2/</loc>
    <lastmod>2026-05-13T23:13:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/low-latency/</loc>
    <lastmod>2026-05-13T23:13:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sierra/</loc>
    <lastmod>2026-05-13T23:13:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/voice-ai/</loc>
    <lastmod>2026-05-13T23:13:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/hugging-face-hub/</loc>
    <lastmod>2026-05-13T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/hugging-face-skills/</loc>
    <lastmod>2026-05-13T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/vlm/</loc>
    <lastmod>2026-05-13T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/hugging-face-open-agent-ecosystem/</loc>
    <lastmod>2026-05-13T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/computer-vision/</loc>
    <lastmod>2026-05-13T17:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/s2-e15-new-moat-playbook-physical-ai-builders-forum/</loc>
    <lastmod>2026-05-13T17:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/scene-ai/</loc>
    <lastmod>2026-05-13T17:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/critical-minerals/</loc>
    <lastmod>2026-05-13T14:39:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/grid-modernization/</loc>
    <lastmod>2026-05-13T14:39:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/industrial-policy/</loc>
    <lastmod>2026-05-13T14:39:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/onshoring/</loc>
    <lastmod>2026-05-13T14:39:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/tesla/</loc>
    <lastmod>2026-05-13T14:39:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-physical-infrastructure-minerals-grid/</loc>
    <lastmod>2026-05-13T14:39:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/paul-graham/</loc>
    <lastmod>2026-05-13T14:30:29+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/paul-graham-stockholm-startups-silicon-valley/</loc>
    <lastmod>2026-05-13T14:30:29+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/stockholm/</loc>
    <lastmod>2026-05-13T14:30:29+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/from-cicd-to-continuous-compute-for-ai-agents/</loc>
    <lastmod>2026-05-13T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/continuous-compute/</loc>
    <lastmod>2026-05-13T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/merge-queue/</loc>
    <lastmod>2026-05-13T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/building-ai-agents-in-kotlin-with-koog/</loc>
    <lastmod>2026-05-13T12:00:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/jetbrains/</loc>
    <lastmod>2026-05-13T12:00:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/koog/</loc>
    <lastmod>2026-05-13T12:00:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/kotlin/</loc>
    <lastmod>2026-05-13T12:00:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/structured-output/</loc>
    <lastmod>2026-05-13T12:00:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/adversary-simulation/</loc>
    <lastmod>2026-05-13T10:01:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/api-security/</loc>
    <lastmod>2026-05-13T10:01:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/devsecops/</loc>
    <lastmod>2026-05-13T10:01:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/llmjacking/</loc>
    <lastmod>2026-05-13T10:01:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/llmjacking-ai-adversary-simulation-patching-timelines/</loc>
    <lastmod>2026-05-13T10:01:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/patch-management/</loc>
    <lastmod>2026-05-13T10:01:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/red-teaming/</loc>
    <lastmod>2026-05-13T10:01:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/accessibility-apis/</loc>
    <lastmod>2026-05-12T20:44:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/codex-ai-agent-local-apps/</loc>
    <lastmod>2026-05-12T20:44:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/human-computer-interaction/</loc>
    <lastmod>2026-05-12T20:44:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/macos/</loc>
    <lastmod>2026-05-12T20:44:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-sdk/</loc>
    <lastmod>2026-05-12T18:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/building-persistent-ai-agents-with-ai-sdk-and-sandboxes/</loc>
    <lastmod>2026-05-12T18:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/next.js/</loc>
    <lastmod>2026-05-12T18:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/type-safety/</loc>
    <lastmod>2026-05-12T18:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/vercel/</loc>
    <lastmod>2026-05-12T18:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/reinforcement-learning-the-bridge-from-genai-pilot-to-production/</loc>
    <lastmod>2026-05-12T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/production/</loc>
    <lastmod>2026-05-12T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/adaptive-systems/</loc>
    <lastmod>2026-05-12T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/malleable-evals-for-adaptive-ai-systems/</loc>
    <lastmod>2026-05-12T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/intent-engineering/</loc>
    <lastmod>2026-05-12T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/malleable-evals/</loc>
    <lastmod>2026-05-12T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/observability/</loc>
    <lastmod>2026-05-12T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/culture/</loc>
    <lastmod>2026-05-12T14:00:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/finance/</loc>
    <lastmod>2026-05-12T14:00:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/financial-crisis/</loc>
    <lastmod>2026-05-12T14:00:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/goldman-sachs/</loc>
    <lastmod>2026-05-12T14:00:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/lloyd-blankfein-on-leadership-risk-and-ai/</loc>
    <lastmod>2026-05-12T14:00:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/risk-management/</loc>
    <lastmod>2026-05-12T14:00:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/technology/</loc>
    <lastmod>2026-05-12T14:00:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/aws-lambda/</loc>
    <lastmod>2026-05-12T12:01:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/aws-step-functions/</loc>
    <lastmod>2026-05-12T12:01:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/devex/</loc>
    <lastmod>2026-05-12T12:01:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/evolution-of-serverless-devex-and-observability-with-aws-lambda/</loc>
    <lastmod>2026-05-12T12:01:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agent-skills/</loc>
    <lastmod>2026-05-12T11:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/anywidget/</loc>
    <lastmod>2026-05-12T11:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/interactive-visualization/</loc>
    <lastmod>2026-05-12T11:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/marimo/</loc>
    <lastmod>2026-05-12T11:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/marimo-pair-agent-driven-python-notebooks/</loc>
    <lastmod>2026-05-12T11:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/python-notebooks/</loc>
    <lastmod>2026-05-12T11:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/recursive-language-models/</loc>
    <lastmod>2026-05-12T11:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agent-os/</loc>
    <lastmod>2026-05-12T11:00:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/operating-system/</loc>
    <lastmod>2026-05-12T11:00:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/scalable-ai/</loc>
    <lastmod>2026-05-12T11:00:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/the-operating-system-for-ai-agents/</loc>
    <lastmod>2026-05-12T11:00:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/posts/designing-systems-for-coding-agents-with-pi-sdk/</loc>
    <lastmod>2026-05-11T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/b2b-automation/</loc>
    <lastmod>2026-05-11T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/pi-sdk/</loc>
    <lastmod>2026-05-11T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/slack/</loc>
    <lastmod>2026-05-11T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/scaling-personal-ai-agent-to-company-employee-in-slack/</loc>
    <lastmod>2026-05-11T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/dynamic-pricing/</loc>
    <lastmod>2026-05-11T15:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/grocery-technology/</loc>
    <lastmod>2026-05-11T15:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/inventory-management/</loc>
    <lastmod>2026-05-11T15:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/vori-brandon-hill-ai-grocery-os/</loc>
    <lastmod>2026-05-11T15:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/point-of-sale/</loc>
    <lastmod>2026-05-11T15:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/retail-ai/</loc>
    <lastmod>2026-05-11T15:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/startup/</loc>
    <lastmod>2026-05-11T15:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/vori/</loc>
    <lastmod>2026-05-11T15:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/generational-divide/</loc>
    <lastmod>2026-05-11T14:30:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/institutional-trust/</loc>
    <lastmod>2026-05-11T14:30:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/jobs/</loc>
    <lastmod>2026-05-11T14:30:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/marc-andreessen/</loc>
    <lastmod>2026-05-11T14:30:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/media/</loc>
    <lastmod>2026-05-11T14:30:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/marc-andreessen-ai-vampires-jobs-and-societal-shifts/</loc>
    <lastmod>2026-05-11T14:30:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agent-security/</loc>
    <lastmod>2026-05-11T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/confused-deputy-attack/</loc>
    <lastmod>2026-05-11T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-exfiltration/</loc>
    <lastmod>2026-05-11T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/database-tools/</loc>
    <lastmod>2026-05-11T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sql-injection/</loc>
    <lastmod>2026-05-11T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai/securing-database-ai-agents-zero-trust-architecture/</loc>
    <lastmod>2026-05-11T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/chronon/</loc>
    <lastmod>2026-05-11T14:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/feature-platform/</loc>
    <lastmod>2026-05-11T14:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/high-stakes-ai/</loc>
    <lastmod>2026-05-11T14:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/building-ai-agents-for-high-stakes-ml-systems/</loc>
    <lastmod>2026-05-11T14:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mlx/</loc>
    <lastmod>2026-05-11T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/mlx-on-device-ai-apple-silicon/</loc>
    <lastmod>2026-05-11T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/turbo-quant/</loc>
    <lastmod>2026-05-11T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/vision-models/</loc>
    <lastmod>2026-05-11T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/predictive-ai/</loc>
    <lastmod>2026-05-11T11:01:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai/predictive-vs-generative-ai-explained/</loc>
    <lastmod>2026-05-11T11:01:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-roll-up/</loc>
    <lastmod>2026-05-11T10:01:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-take-private/</loc>
    <lastmod>2026-05-11T10:01:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/amex-gbt/</loc>
    <lastmod>2026-05-11T10:01:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/long-lake-ai-driven-rollups-alexander-taubman/</loc>
    <lastmod>2026-05-11T10:01:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/applied-ai/</loc>
    <lastmod>2026-05-11T10:01:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/business-transformation/</loc>
    <lastmod>2026-05-11T10:01:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/nexus-platform/</loc>
    <lastmod>2026-05-11T10:01:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/private-equity/</loc>
    <lastmod>2026-05-11T10:01:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/backend-architecture/</loc>
    <lastmod>2026-05-10T20:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/durability/</loc>
    <lastmod>2026-05-10T20:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/firecracker/</loc>
    <lastmod>2026-05-10T20:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/microvms/</loc>
    <lastmod>2026-05-10T20:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/restore/</loc>
    <lastmod>2026-05-10T20:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/snapshot/</loc>
    <lastmod>2026-05-10T20:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/stateful-compute/</loc>
    <lastmod>2026-05-10T20:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/durable-ai-agents-from-replay-to-snapshot-restore/</loc>
    <lastmod>2026-05-10T20:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/lessons-from-building-alyx-ai-agent-context-window-management/</loc>
    <lastmod>2026-05-10T19:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/memory-management/</loc>
    <lastmod>2026-05-10T19:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sub-agents/</loc>
    <lastmod>2026-05-10T19:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/summarization/</loc>
    <lastmod>2026-05-10T19:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/truncation/</loc>
    <lastmod>2026-05-10T19:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/electron/</loc>
    <lastmod>2026-05-10T18:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/iteration/</loc>
    <lastmod>2026-05-10T18:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/product-engineering/</loc>
    <lastmod>2026-05-10T18:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/tracing/</loc>
    <lastmod>2026-05-10T18:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/from-playground-to-production-building-iteration-machinery-for-ai-features/</loc>
    <lastmod>2026-05-10T18:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai/governance/defining-agentic-consent-for-autonomous-systems/</loc>
    <lastmod>2026-05-10T11:00:47+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/autonomous-ai/</loc>
    <lastmod>2026-05-10T11:00:47+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/consent/</loc>
    <lastmod>2026-05-10T11:00:47+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/autoregressive-transformer/</loc>
    <lastmod>2026-05-09T17:00:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/neural-audio-codec/</loc>
    <lastmod>2026-05-09T17:00:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/text-to-speech/</loc>
    <lastmod>2026-05-09T17:00:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/voice-agents/</loc>
    <lastmod>2026-05-09T17:00:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai/modern-text-to-speech-architectures-mistral/</loc>
    <lastmod>2026-05-09T17:00:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cascaded-systems/</loc>
    <lastmod>2026-05-09T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/full-duplex/</loc>
    <lastmod>2026-05-09T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/moshi/</loc>
    <lastmod>2026-05-09T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/paralinguistics/</loc>
    <lastmod>2026-05-09T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/speech-to-speech/</loc>
    <lastmod>2026-05-09T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/the-unclosed-gap-to-her-voice-ai/</loc>
    <lastmod>2026-05-09T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/trigger-dev-building-the-os-for-ai-agents/</loc>
    <lastmod>2026-05-09T14:30:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/long-running-workflows/</loc>
    <lastmod>2026-05-09T14:30:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cnn/</loc>
    <lastmod>2026-05-08T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/how-transformers-finally-ate-vision/</loc>
    <lastmod>2026-05-08T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/model-deployment/</loc>
    <lastmod>2026-05-08T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/pre-training/</loc>
    <lastmod>2026-05-08T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sam/</loc>
    <lastmod>2026-05-08T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/vision-transformers/</loc>
    <lastmod>2026-05-08T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/vit/</loc>
    <lastmod>2026-05-08T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agentic-engineering/</loc>
    <lastmod>2026-05-08T14:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gstack/</loc>
    <lastmod>2026-05-08T14:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-agents-solo-developer-tokenmaxxing/</loc>
    <lastmod>2026-05-08T14:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/tokenmaxxing/</loc>
    <lastmod>2026-05-08T14:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agentic-search/</loc>
    <lastmod>2026-05-08T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/agentic-search-for-context-engineering-leonie-monigatti/</loc>
    <lastmod>2026-05-08T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/claude-mythos/</loc>
    <lastmod>2026-05-08T11:01:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/anthropic-claude-mythos-ai-cybersecurity-vulnerability/</loc>
    <lastmod>2026-05-08T11:01:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/vulnerability-discovery/</loc>
    <lastmod>2026-05-08T11:01:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-investment/</loc>
    <lastmod>2026-05-08T10:01:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-trust/</loc>
    <lastmod>2026-05-08T10:01:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ceo-study/</loc>
    <lastmod>2026-05-08T10:01:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/chief-ai-officer/</loc>
    <lastmod>2026-05-08T10:01:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ibm-concert/</loc>
    <lastmod>2026-05-08T10:01:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ibm-think/</loc>
    <lastmod>2026-05-08T10:01:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/podcasts/mixture-of-experts-live-from-think-2026/</loc>
    <lastmod>2026-05-08T10:01:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-labs/</loc>
    <lastmod>2026-05-07T22:11:28+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/bytedance/</loc>
    <lastmod>2026-05-07T22:11:28+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/china/</loc>
    <lastmod>2026-05-07T22:11:28+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/chip-constraints/</loc>
    <lastmod>2026-05-07T22:11:28+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/china-ai-ecosystem-firsthand-reflections/</loc>
    <lastmod>2026-05-07T22:11:28+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/research-culture/</loc>
    <lastmod>2026-05-07T22:11:28+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/zhipu-ai/</loc>
    <lastmod>2026-05-07T22:11:28+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/matt-pocock-on-classic-software-engineering-for-the-ai-era/</loc>
    <lastmod>2026-05-07T20:06:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/matt-pocock/</loc>
    <lastmod>2026-05-07T20:06:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agent-optimization/</loc>
    <lastmod>2026-05-07T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gepa/</loc>
    <lastmod>2026-05-07T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/logfire/</loc>
    <lastmod>2026-05-07T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/improving-live-ai-agents-with-pydantic-and-logfire/</loc>
    <lastmod>2026-05-07T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/pydantic/</loc>
    <lastmod>2026-05-07T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/abstract-interpretation/</loc>
    <lastmod>2026-05-07T16:52:57+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cryptography/</loc>
    <lastmod>2026-05-07T16:52:57+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/formal-verification/</loc>
    <lastmod>2026-05-07T16:52:57+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/finding-zkp-vulnerabilities-with-domain-consistency-model/</loc>
    <lastmod>2026-05-07T16:52:57+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/static-analysis/</loc>
    <lastmod>2026-05-07T16:52:57+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/zero-knowledge-proofs/</loc>
    <lastmod>2026-05-07T16:52:57+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/zkp/</loc>
    <lastmod>2026-05-07T16:52:57+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/effect/</loc>
    <lastmod>2026-05-07T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/cloning-repos-for-llm-coding-agents/</loc>
    <lastmod>2026-05-07T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agent/</loc>
    <lastmod>2026-05-07T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai/a-framework-for-production-agent-observability/</loc>
    <lastmod>2026-05-07T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/monitoring/</loc>
    <lastmod>2026-05-07T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/self-diagnostics/</loc>
    <lastmod>2026-05-07T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/auto-scaling/</loc>
    <lastmod>2026-05-07T12:01:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/scaling-serverless-for-bursty-workloads-with-aws-lambda/</loc>
    <lastmod>2026-05-07T12:01:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/high-traffic-workloads/</loc>
    <lastmod>2026-05-07T12:01:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/provisioned-concurrency/</loc>
    <lastmod>2026-05-07T12:01:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-accelerators/</loc>
    <lastmod>2026-05-06T19:03:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-for-chip-design-and-chip-design-for-ai/</loc>
    <lastmod>2026-05-06T19:03:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/alphachip/</loc>
    <lastmod>2026-05-06T19:03:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/chip-design/</loc>
    <lastmod>2026-05-06T19:03:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/custom-silicon/</loc>
    <lastmod>2026-05-06T19:03:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ricursive-intelligence/</loc>
    <lastmod>2026-05-06T19:03:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/tpu/</loc>
    <lastmod>2026-05-06T19:03:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai/building-skills-at-scale-for-llms/</loc>
    <lastmod>2026-05-06T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/workflow-automation/</loc>
    <lastmod>2026-05-06T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/energy-efficiency/</loc>
    <lastmod>2026-05-06T16:49:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/neuromorphic-computing/</loc>
    <lastmod>2026-05-06T16:49:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/non-von-neumann/</loc>
    <lastmod>2026-05-06T16:49:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/nonlinear-dynamics/</loc>
    <lastmod>2026-05-06T16:49:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/rethinking-ai-compute-from-first-principles-for-energy-efficiency/</loc>
    <lastmod>2026-05-06T16:49:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/thermodynamic-limit/</loc>
    <lastmod>2026-05-06T16:49:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agentic-interfaces/</loc>
    <lastmod>2026-05-06T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/generative-ui/</loc>
    <lastmod>2026-05-06T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mcp-apps/</loc>
    <lastmod>2026-05-06T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/mcp-apps-the-future-of-ui-in-ai-agents/</loc>
    <lastmod>2026-05-06T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ui/ux/</loc>
    <lastmod>2026-05-06T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gpu/</loc>
    <lastmod>2026-05-06T11:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mrc/</loc>
    <lastmod>2026-05-06T11:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/multipath-reliable-connection/</loc>
    <lastmod>2026-05-06T11:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/open-standards/</loc>
    <lastmod>2026-05-06T11:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/supercomputing/</loc>
    <lastmod>2026-05-06T11:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/multipath-reliable-connection-ai-supercomputing/</loc>
    <lastmod>2026-05-06T11:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-identity/</loc>
    <lastmod>2026-05-06T10:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-cybersecurity-y2k-moment-agent-identity-linux-copy-fail/</loc>
    <lastmod>2026-05-06T10:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/copy-fail/</loc>
    <lastmod>2026-05-06T10:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/linux/</loc>
    <lastmod>2026-05-06T10:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/vulnerability-research/</loc>
    <lastmod>2026-05-06T10:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agentic-development/</loc>
    <lastmod>2026-05-05T22:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/superpowers/</loc>
    <lastmod>2026-05-05T22:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/jesse-vincent-superpowers-agentic-engineering/</loc>
    <lastmod>2026-05-05T22:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gluon/</loc>
    <lastmod>2026-05-05T19:37:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gpt/</loc>
    <lastmod>2026-05-05T19:37:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/graviton/</loc>
    <lastmod>2026-05-05T19:37:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/quantum-field-theory/</loc>
    <lastmod>2026-05-05T19:37:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/scattering-amplitudes/</loc>
    <lastmod>2026-05-05T19:37:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/theoretical-physics/</loc>
    <lastmod>2026-05-05T19:37:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-superhuman-physics-gluon-amplitude-discovery/</loc>
    <lastmod>2026-05-05T19:37:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/model-inference/</loc>
    <lastmod>2026-05-05T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/building-an-embedding-inference-engine-for-dynamic-model-loading/</loc>
    <lastmod>2026-05-05T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/google-ai-edge-stack-gemma-4-litert-on-device/</loc>
    <lastmod>2026-05-05T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/hardware-acceleration/</loc>
    <lastmod>2026-05-05T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mobile-ai/</loc>
    <lastmod>2026-05-05T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/tensorflow-lite/</loc>
    <lastmod>2026-05-05T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/building-production-ready-llm-agents-with-mcp-and-aws-lambda/</loc>
    <lastmod>2026-05-05T12:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/strands-sdk/</loc>
    <lastmod>2026-05-05T12:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/anthropic-mythos/</loc>
    <lastmod>2026-05-05T11:01:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/rubrik/</loc>
    <lastmod>2026-05-05T11:01:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-cybersecurity-zero-trust-rubrik/</loc>
    <lastmod>2026-05-05T11:01:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gpt-2/</loc>
    <lastmod>2026-05-04T18:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/model-training/</loc>
    <lastmod>2026-05-04T18:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/nlp/</loc>
    <lastmod>2026-05-04T18:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/pytorch/</loc>
    <lastmod>2026-05-04T18:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/tokenization/</loc>
    <lastmod>2026-05-04T18:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/training-llm-from-scratch-locally/</loc>
    <lastmod>2026-05-04T18:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/transformers/</loc>
    <lastmod>2026-05-04T18:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/boris-cherny-claude-code-future-of-coding/</loc>
    <lastmod>2026-05-04T17:28:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/postgresql/</loc>
    <lastmod>2026-05-04T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/writing-and-evaluating-agent-skills/</loc>
    <lastmod>2026-05-04T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-regulation/</loc>
    <lastmod>2026-05-04T14:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-free-speech-and-public-diplomacy-with-sarah-rogers/</loc>
    <lastmod>2026-05-04T14:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/eu-digital-services-act/</loc>
    <lastmod>2026-05-04T14:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/free-speech/</loc>
    <lastmod>2026-05-04T14:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/public-diplomacy/</loc>
    <lastmod>2026-05-04T14:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cli/</loc>
    <lastmod>2026-05-04T11:01:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-agents-cli-vs-mcp-tradeoffs/</loc>
    <lastmod>2026-05-04T11:01:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/litert-lm/</loc>
    <lastmod>2026-05-03T22:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/tiny-llm/</loc>
    <lastmod>2026-05-03T22:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/gemma-agent-skills-tiny-llms-on-device-ai/</loc>
    <lastmod>2026-05-03T22:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/context-engine/</loc>
    <lastmod>2026-05-03T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/practitioners-guide-to-building-a-context-engine-for-ai-agents/</loc>
    <lastmod>2026-05-03T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/context-is-the-new-code-the-context-development-lifecycle/</loc>
    <lastmod>2026-05-03T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/human-in-the-loop/</loc>
    <lastmod>2026-05-02T23:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/building-observable-human-in-the-loop-ai-agents-n8n/</loc>
    <lastmod>2026-05-02T23:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/n8n/</loc>
    <lastmod>2026-05-02T23:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cron-jobs/</loc>
    <lastmod>2026-05-02T22:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/running-a-personal-ai-agent-24-7-lessons-learned/</loc>
    <lastmod>2026-05-02T22:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/obsidian/</loc>
    <lastmod>2026-05-02T22:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/open-claw/</loc>
    <lastmod>2026-05-02T22:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/the-future-of-software-engineering-is-planning-and-review/</loc>
    <lastmod>2026-05-02T21:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agency/</loc>
    <lastmod>2026-05-02T15:01:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/design/</loc>
    <lastmod>2026-05-02T15:01:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/malleable-software/</loc>
    <lastmod>2026-05-02T15:01:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/notion/</loc>
    <lastmod>2026-05-02T15:01:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/software-quality/</loc>
    <lastmod>2026-05-02T15:01:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/taste/</loc>
    <lastmod>2026-05-02T15:01:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/max-schoening-agency-and-the-future-of-product-in-the-ai-era/</loc>
    <lastmod>2026-05-02T15:01:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/graphrag/</loc>
    <lastmod>2026-05-02T11:01:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/context-engineering-the-new-frontier-in-ai/</loc>
    <lastmod>2026-05-02T11:01:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/precision-retrieval/</loc>
    <lastmod>2026-05-02T11:01:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/chatbase-bootstrapped-10m-arr-yaser-al/</loc>
    <lastmod>2026-05-02T03:45:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/bootstrapping/</loc>
    <lastmod>2026-05-02T03:45:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/chatbase/</loc>
    <lastmod>2026-05-02T03:45:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/customer-service-ai/</loc>
    <lastmod>2026-05-02T03:45:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/product-led-growth/</loc>
    <lastmod>2026-05-02T03:45:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/saas/</loc>
    <lastmod>2026-05-02T03:45:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/hybrid-pricing/</loc>
    <lastmod>2026-05-01T18:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-pricing-strategy-framework-monetization/</loc>
    <lastmod>2026-05-01T18:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/monetization/</loc>
    <lastmod>2026-05-01T18:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/pricing/</loc>
    <lastmod>2026-05-01T18:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/usage-based-billing/</loc>
    <lastmod>2026-05-01T18:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/autonomous-vehicles/</loc>
    <lastmod>2026-05-01T15:42:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/end-to-end-learning/</loc>
    <lastmod>2026-05-01T15:42:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/lidar/</loc>
    <lastmod>2026-05-01T15:42:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/waymo-foundation-model-scaling-autonomous-driving/</loc>
    <lastmod>2026-05-01T15:42:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/baseten/</loc>
    <lastmod>2026-05-01T15:07:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/tuhin-srivastava-baseten-ai-inference-market-gpu-supply-chain/</loc>
    <lastmod>2026-05-01T15:07:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/arc-prize/</loc>
    <lastmod>2026-05-01T14:00:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/recursive-ai-models-hrm-trm-summary/</loc>
    <lastmod>2026-05-01T14:00:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/hrm/</loc>
    <lastmod>2026-05-01T14:00:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/inference-time-computation/</loc>
    <lastmod>2026-05-01T14:00:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/recursive-models/</loc>
    <lastmod>2026-05-01T14:00:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/trm/</loc>
    <lastmod>2026-05-01T14:00:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/broomy/</loc>
    <lastmod>2026-05-01T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/podcast-summary/rob-ennals-broomy-teams-of-agents/</loc>
    <lastmod>2026-05-01T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/visual-regression/</loc>
    <lastmod>2026-05-01T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-agent-memory-10x-engineers-and-ai-in-the-classroom/</loc>
    <lastmod>2026-05-01T11:01:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/career-development/</loc>
    <lastmod>2026-05-01T11:01:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-engineering/</loc>
    <lastmod>2026-05-01T11:01:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/deepseek-v4/</loc>
    <lastmod>2026-05-01T10:01:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/diloco/</loc>
    <lastmod>2026-05-01T10:01:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/granite-4.1/</loc>
    <lastmod>2026-05-01T10:01:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/mixture-of-experts-granite-diloco-deepseek-quantum/</loc>
    <lastmod>2026-05-01T10:01:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/project-bob/</loc>
    <lastmod>2026-05-01T10:01:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/quantum-advantage/</loc>
    <lastmod>2026-05-01T10:01:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agent-experience/</loc>
    <lastmod>2026-05-01T04:10:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cognition/</loc>
    <lastmod>2026-05-01T04:10:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/devin/</loc>
    <lastmod>2026-05-01T04:10:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/running-ai-engineer-with-agents-like-devin/</loc>
    <lastmod>2026-05-01T04:10:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/team-productivity/</loc>
    <lastmod>2026-05-01T04:10:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-infrastructure/</loc>
    <lastmod>2026-04-30T19:00:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/encord-data-infrastructure-for-physical-ai/</loc>
    <lastmod>2026-04-30T19:00:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/compute/</loc>
    <lastmod>2026-04-30T17:27:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/greg-brockman-openai-stack-ai-ascent-2026/</loc>
    <lastmod>2026-04-30T17:27:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-revolution-in-computation-not-communication/</loc>
    <lastmod>2026-04-30T16:42:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cognitive-revolution/</loc>
    <lastmod>2026-04-30T16:42:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sequoia-capital/</loc>
    <lastmod>2026-04-30T16:42:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-collection/</loc>
    <lastmod>2026-04-30T15:26:49+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/robotics-endgame-the-great-parallel/</loc>
    <lastmod>2026-04-30T15:26:49+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/simulation/</loc>
    <lastmod>2026-04-30T15:26:49+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/practical-guide-to-reliable-llm-code-generation/</loc>
    <lastmod>2026-04-30T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/posthog/</loc>
    <lastmod>2026-04-30T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/intrinsic-motivation/</loc>
    <lastmod>2026-04-30T12:01:56+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/management/</loc>
    <lastmod>2026-04-30T12:01:56+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/self-determination-theory/</loc>
    <lastmod>2026-04-30T12:01:56+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/developer-productivity-motivation-autonomy-competence-relatedness/</loc>
    <lastmod>2026-04-30T12:01:56+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cursor/</loc>
    <lastmod>2026-04-30T12:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/git/</loc>
    <lastmod>2026-04-30T12:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/markdown-as-code-replacing-features-with-prompts/</loc>
    <lastmod>2026-04-30T12:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/worktrees/</loc>
    <lastmod>2026-04-30T12:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/post-quantum-cryptography/</loc>
    <lastmod>2026-04-30T11:01:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/q-day/</loc>
    <lastmod>2026-04-30T11:01:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/technology/q-day-post-quantum-cryptography-explained/</loc>
    <lastmod>2026-04-30T11:01:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/shors-algorithm/</loc>
    <lastmod>2026-04-30T11:01:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-for-science/</loc>
    <lastmod>2026-04-30T11:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-markets/</loc>
    <lastmod>2026-04-30T11:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/neurips-2025-key-trends-and-insights-for-industry/</loc>
    <lastmod>2026-04-30T11:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/model-attribution/</loc>
    <lastmod>2026-04-30T11:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/neurips/</loc>
    <lastmod>2026-04-30T11:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/chatgpt-workspace-agents-build-hour/</loc>
    <lastmod>2026-04-29T20:59:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/workspace-agents/</loc>
    <lastmod>2026-04-29T20:59:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-development/</loc>
    <lastmod>2026-04-29T15:21:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/andrej-karpathy/</loc>
    <lastmod>2026-04-29T15:21:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/agentic-engineering-and-llm-ghosts/</loc>
    <lastmod>2026-04-29T15:21:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/software-3.0/</loc>
    <lastmod>2026-04-29T15:21:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/alphafold/</loc>
    <lastmod>2026-04-29T15:20:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/demis-hassabis-path-to-agi-and-beyond/</loc>
    <lastmod>2026-04-29T15:20:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/neuroscience/</loc>
    <lastmod>2026-04-29T15:20:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/computer-chips/</loc>
    <lastmod>2026-04-29T14:00:53+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/inverse-design/</loc>
    <lastmod>2026-04-29T14:00:53+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/moores-law/</loc>
    <lastmod>2026-04-29T14:00:53+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/project-bodger/</loc>
    <lastmod>2026-04-29T14:00:53+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/project-positron/</loc>
    <lastmod>2026-04-29T14:00:53+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai/reinventing-chip-design-from-positron-to-bodger/</loc>
    <lastmod>2026-04-29T14:00:53+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/alphago/</loc>
    <lastmod>2026-04-29T14:00:34+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/demis-hassabis/</loc>
    <lastmod>2026-04-29T14:00:34+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/demis-hassabis-google-deepmind-path-to-agi/</loc>
    <lastmod>2026-04-29T14:00:34+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/rapid-prototyping-with-the-google-deepmind-ai-stack/</loc>
    <lastmod>2026-04-29T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/genie/</loc>
    <lastmod>2026-04-29T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/prototyping/</loc>
    <lastmod>2026-04-29T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/doom-loops/</loc>
    <lastmod>2026-04-29T12:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/post-training-frontier-small-models-lfm2-5/</loc>
    <lastmod>2026-04-29T12:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/lfm2.5/</loc>
    <lastmod>2026-04-29T12:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/model-architecture/</loc>
    <lastmod>2026-04-29T12:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/preference-alignment/</loc>
    <lastmod>2026-04-29T12:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/content-creation/</loc>
    <lastmod>2026-04-29T11:01:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/transferable-skills/</loc>
    <lastmod>2026-04-29T11:01:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/linda-haviv-on-systems-thinking-and-non-linear-careers-in-ai/</loc>
    <lastmod>2026-04-29T11:01:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/open-source-ai-innovation-vs-security-risks/</loc>
    <lastmod>2026-04-29T10:00:42+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/model-access/</loc>
    <lastmod>2026-04-29T10:00:42+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/trustworthy-ai/</loc>
    <lastmod>2026-04-29T10:00:42+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/from-one-agent-to-many-building-a-software-factory/</loc>
    <lastmod>2026-04-28T18:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/erd%C5%91s-problems/</loc>
    <lastmod>2026-04-28T17:01:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gpt-4/</loc>
    <lastmod>2026-04-28T17:01:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mathematics/</loc>
    <lastmod>2026-04-28T17:01:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/open-problems/</loc>
    <lastmod>2026-04-28T17:01:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/research/</loc>
    <lastmod>2026-04-28T17:01:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-progress-in-mathematics-from-olympiads-to-open-problems/</loc>
    <lastmod>2026-04-28T17:01:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/evals/</loc>
    <lastmod>2026-04-28T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/the-evolution-of-ai-evaluation-platforms-from-spreadsheets-to-systems/</loc>
    <lastmod>2026-04-28T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/architectural-shift/</loc>
    <lastmod>2026-04-28T14:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/the-reality-of-ai-inside-enterprises/</loc>
    <lastmod>2026-04-28T14:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/integration/</loc>
    <lastmod>2026-04-28T14:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/aws/</loc>
    <lastmod>2026-04-28T12:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/building-and-operating-a-serverless-platform-as-a-product/</loc>
    <lastmod>2026-04-28T12:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cloud-computing/</loc>
    <lastmod>2026-04-28T12:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/well-architected-framework/</loc>
    <lastmod>2026-04-28T12:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/linda-haviv-on-ai-careers-open-source-and-systems-thinking/</loc>
    <lastmod>2026-04-28T11:00:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/continuous-learning/</loc>
    <lastmod>2026-04-28T11:00:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/developer-advocacy/</loc>
    <lastmod>2026-04-28T11:00:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ray-framework/</loc>
    <lastmod>2026-04-28T11:00:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/grouped-query-attention/</loc>
    <lastmod>2026-04-27T23:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/gemma-4-technical-deep-dive/</loc>
    <lastmod>2026-04-27T23:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/per-layer-embeddings/</loc>
    <lastmod>2026-04-27T23:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-operating-system/</loc>
    <lastmod>2026-04-27T22:56:47+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/applied-intuition/</loc>
    <lastmod>2026-04-27T22:56:47+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/embedded-systems/</loc>
    <lastmod>2026-04-27T22:56:47+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/peter-ludwig/</loc>
    <lastmod>2026-04-27T22:56:47+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/qasar-younis/</loc>
    <lastmod>2026-04-27T22:56:47+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/applied-intuition-physical-ai-beyond-the-screen/</loc>
    <lastmod>2026-04-27T22:56:47+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-product-management/</loc>
    <lastmod>2026-04-27T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cloud-development/</loc>
    <lastmod>2026-04-27T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/failure-analysis/</loc>
    <lastmod>2026-04-27T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/maggie-konstanty-prosus-llm-evaluation-in-production/</loc>
    <lastmod>2026-04-27T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/llm-as-a-judge/</loc>
    <lastmod>2026-04-27T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/oz/</loc>
    <lastmod>2026-04-27T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/production-ml/</loc>
    <lastmod>2026-04-27T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/warp/</loc>
    <lastmod>2026-04-27T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/why-ai-coding-agents-are-moving-to-the-cloud/</loc>
    <lastmod>2026-04-27T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agentic-loop/</loc>
    <lastmod>2026-04-27T11:00:36+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/react-pattern/</loc>
    <lastmod>2026-04-27T11:00:36+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-agents-from-knowing-to-doing/</loc>
    <lastmod>2026-04-27T11:00:36+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/collaboration-tools/</loc>
    <lastmod>2026-04-26T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/the-case-for-collaborative-ai-engineering/</loc>
    <lastmod>2026-04-26T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/team-alignment/</loc>
    <lastmod>2026-04-26T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/api/</loc>
    <lastmod>2026-04-25T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cloudflare-workers/</loc>
    <lastmod>2026-04-25T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/codemode/</loc>
    <lastmod>2026-04-25T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai/making-apis-accessible-to-agents-with-codemode/</loc>
    <lastmod>2026-04-25T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/agentcraft-game-inspired-ai-agent-orchestration/</loc>
    <lastmod>2026-04-25T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/human-agent-collaboration/</loc>
    <lastmod>2026-04-25T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/replit/</loc>
    <lastmod>2026-04-25T14:30:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/amjad-masad-replit-future-of-ai-native-development/</loc>
    <lastmod>2026-04-25T14:30:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-assisted-development-lifecycle-workshop/</loc>
    <lastmod>2026-04-24T15:15:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/codebase-architecture/</loc>
    <lastmod>2026-04-24T15:15:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/test-driven-development/</loc>
    <lastmod>2026-04-24T15:15:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/chatbot-arena/</loc>
    <lastmod>2026-04-24T14:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/model-performance/</loc>
    <lastmod>2026-04-24T14:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/user-feedback/</loc>
    <lastmod>2026-04-24T14:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/what-llms-still-suck-at-peter-gostev/</loc>
    <lastmod>2026-04-24T14:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/building-an-ai-native-company/</loc>
    <lastmod>2026-04-24T14:00:21+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/beam/</loc>
    <lastmod>2026-04-24T12:00:36+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/concurrency/</loc>
    <lastmod>2026-04-24T12:00:36+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/education/</loc>
    <lastmod>2026-04-24T12:00:36+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/erlang/</loc>
    <lastmod>2026-04-24T12:00:36+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/live-coding/</loc>
    <lastmod>2026-04-24T12:00:36+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/music/</loc>
    <lastmod>2026-04-24T12:00:36+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sam-aaron/</loc>
    <lastmod>2026-04-24T12:00:36+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sonic-pi/</loc>
    <lastmod>2026-04-24T12:00:36+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/sam-aaron-sonic-pi-erlang-live-coding/</loc>
    <lastmod>2026-04-24T12:00:36+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agentforce-360/</loc>
    <lastmod>2026-04-24T11:00:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-in-hardware/</loc>
    <lastmod>2026-04-24T11:00:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-in-hardware-product-lifecycle-management-propel-software/</loc>
    <lastmod>2026-04-24T11:00:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/plm/</loc>
    <lastmod>2026-04-24T11:00:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/product-lifecycle-management/</loc>
    <lastmod>2026-04-24T11:00:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/salesforce/</loc>
    <lastmod>2026-04-24T11:00:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/adobe/</loc>
    <lastmod>2026-04-24T10:01:40+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/apple/</loc>
    <lastmod>2026-04-24T10:01:40+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/apple-ai-future-anthropic-aws-deal-claude-mythos-leak/</loc>
    <lastmod>2026-04-24T10:01:40+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/custom-chips/</loc>
    <lastmod>2026-04-24T10:01:40+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/customer-intent/</loc>
    <lastmod>2026-04-24T10:01:40+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/john-ternus/</loc>
    <lastmod>2026-04-24T10:01:40+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-coding-fundamentals-not-specs-to-code/</loc>
    <lastmod>2026-04-23T15:15:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/software-design/</loc>
    <lastmod>2026-04-23T15:15:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-native-products/</loc>
    <lastmod>2026-04-23T15:00:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/cat-wu-anthropic-product-velocity/</loc>
    <lastmod>2026-04-23T15:00:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/team-velocity/</loc>
    <lastmod>2026-04-23T15:00:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/gstack-ai-engineering-team-garry-tan/</loc>
    <lastmod>2026-04-23T14:30:49+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/playwright/</loc>
    <lastmod>2026-04-23T14:30:49+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/event-driven-architecture/</loc>
    <lastmod>2026-04-23T12:00:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/kafka/</loc>
    <lastmod>2026-04-23T12:00:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/kafka-for-architects-event-driven-ai-systems/</loc>
    <lastmod>2026-04-23T12:00:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/kafka-streams/</loc>
    <lastmod>2026-04-23T12:00:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/business-process-automation/</loc>
    <lastmod>2026-04-23T10:00:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/predictive-models/</loc>
    <lastmod>2026-04-23T10:00:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/rpt1/</loc>
    <lastmod>2026-04-23T10:00:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sap/</loc>
    <lastmod>2026-04-23T10:00:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/sap-cto-philipp-herzig-on-enterprise-ai-transformation/</loc>
    <lastmod>2026-04-23T10:00:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/policy-models/</loc>
    <lastmod>2026-04-23T07:00:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/teleoperation/</loc>
    <lastmod>2026-04-23T07:00:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/rhoda-ai-robotics-foundation-models-vision-first/</loc>
    <lastmod>2026-04-23T07:00:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/mikhail-parakhin-shopify-ai-stack-tangle-tangent-simgym-liquid/</loc>
    <lastmod>2026-04-22T19:16:29+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/customer-simulation/</loc>
    <lastmod>2026-04-22T19:16:29+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/liquid-ai/</loc>
    <lastmod>2026-04-22T19:16:29+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mikhail-parakhin/</loc>
    <lastmod>2026-04-22T19:16:29+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/shopify/</loc>
    <lastmod>2026-04-22T19:16:29+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/tangent/</loc>
    <lastmod>2026-04-22T19:16:29+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/tangle/</loc>
    <lastmod>2026-04-22T19:16:29+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/internet-culture/</loc>
    <lastmod>2026-04-22T15:40:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/legacy-media/</loc>
    <lastmod>2026-04-22T15:40:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/marc-andreessen-monitoring-the-situation-internet-media-current-thing/</loc>
    <lastmod>2026-04-22T15:40:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/marshall-mcluhan/</loc>
    <lastmod>2026-04-22T15:40:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/political-polarization/</loc>
    <lastmod>2026-04-22T15:40:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/social-media/</loc>
    <lastmod>2026-04-22T15:40:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/the-current-thing/</loc>
    <lastmod>2026-04-22T15:40:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/vertical-ai-agents-need-more-than-chat/</loc>
    <lastmod>2026-04-22T15:15:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-in-design/</loc>
    <lastmod>2026-04-22T14:01:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/stripe-homepage-redesign-ai-in-design/</loc>
    <lastmod>2026-04-22T14:01:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/product-design/</loc>
    <lastmod>2026-04-22T14:01:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/there-is-more-to-telemetry-than-line-charts/</loc>
    <lastmod>2026-04-22T12:01:47+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-visualization/</loc>
    <lastmod>2026-04-22T12:01:47+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/line-charts/</loc>
    <lastmod>2026-04-22T12:01:47+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/site-reliability-engineering/</loc>
    <lastmod>2026-04-22T12:01:47+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/telemetry/</loc>
    <lastmod>2026-04-22T12:01:47+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/time-series-databases/</loc>
    <lastmod>2026-04-22T12:01:47+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/autonomous-security/</loc>
    <lastmod>2026-04-22T10:00:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ephemeral-software/</loc>
    <lastmod>2026-04-22T10:00:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/penetration-testing/</loc>
    <lastmod>2026-04-22T10:00:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ransomware/</loc>
    <lastmod>2026-04-22T10:00:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/security-spending/</loc>
    <lastmod>2026-04-22T10:00:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-agents-penetration-testing-ephemeral-software-ransomware-spending/</loc>
    <lastmod>2026-04-22T10:00:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/behind-the-scenes-of-large-scale-diffusion-models/</loc>
    <lastmod>2026-04-21T19:33:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/guidance/</loc>
    <lastmod>2026-04-21T19:33:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/latent-space/</loc>
    <lastmod>2026-04-21T19:33:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-productivity/</loc>
    <lastmod>2026-04-21T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/big-tech/</loc>
    <lastmod>2026-04-21T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/engineering-culture/</loc>
    <lastmod>2026-04-21T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/gergely-orosz-pragmatic-engineer-on-token-maxing-and-ai-productivity/</loc>
    <lastmod>2026-04-21T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/token-maxing/</loc>
    <lastmod>2026-04-21T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/linear/</loc>
    <lastmod>2026-04-21T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/the-risk-of-ai-speed-prioritizing-software-quality/</loc>
    <lastmod>2026-04-21T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/api-gateway/</loc>
    <lastmod>2026-04-21T12:01:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/api-governance/</loc>
    <lastmod>2026-04-21T12:01:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/api-lifecycle/</loc>
    <lastmod>2026-04-21T12:01:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-driven-api-lifecycle-management-on-aws/</loc>
    <lastmod>2026-04-21T12:01:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agent-memory/</loc>
    <lastmod>2026-04-21T11:01:09+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agent-stack/</loc>
    <lastmod>2026-04-21T11:01:09+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/oracle-ai/</loc>
    <lastmod>2026-04-21T11:01:09+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/agent-memory-stack-rag-limitations/</loc>
    <lastmod>2026-04-21T11:01:09+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/iphone/</loc>
    <lastmod>2026-04-20T21:53:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/running-gemma-on-iphone-with-mlx/</loc>
    <lastmod>2026-04-20T21:53:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/building-a-deep-research-and-writing-ai-system/</loc>
    <lastmod>2026-04-20T18:45:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-sustainability-optimization-climate-change/</loc>
    <lastmod>2026-04-20T16:24:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/climate-change/</loc>
    <lastmod>2026-04-20T16:24:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/datacenters/</loc>
    <lastmod>2026-04-20T16:24:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/optimization/</loc>
    <lastmod>2026-04-20T16:24:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sustainability/</loc>
    <lastmod>2026-04-20T16:24:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/application-layer/</loc>
    <lastmod>2026-04-20T15:15:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/future-of-ai/</loc>
    <lastmod>2026-04-20T15:15:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/gemma-4-deep-dive-open-models/</loc>
    <lastmod>2026-04-20T15:15:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/multilingual/</loc>
    <lastmod>2026-04-20T15:15:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/multimodal/</loc>
    <lastmod>2026-04-20T15:15:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/open-models/</loc>
    <lastmod>2026-04-20T15:15:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/the-future-of-software-in-a-world-of-ai-agents/</loc>
    <lastmod>2026-04-20T15:15:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/vision-for-ai-agent-marketplaces/</loc>
    <lastmod>2026-04-20T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/e-commerce/</loc>
    <lastmod>2026-04-20T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/marketplaces/</loc>
    <lastmod>2026-04-20T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/olx/</loc>
    <lastmod>2026-04-20T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/team-collaboration/</loc>
    <lastmod>2026-04-20T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/the-modern-software-engineer-in-the-age-of-ai/</loc>
    <lastmod>2026-04-20T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agentic-coding/</loc>
    <lastmod>2026-04-20T14:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/self-hosting-llm-production-tensorrt-latency-gpu-cost-optimization/</loc>
    <lastmod>2026-04-20T14:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/llm-inference/</loc>
    <lastmod>2026-04-20T14:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/self-hosting/</loc>
    <lastmod>2026-04-20T14:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/tensorrt-llm/</loc>
    <lastmod>2026-04-20T14:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cloud-native/</loc>
    <lastmod>2026-04-20T12:01:41+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/java/</loc>
    <lastmod>2026-04-20T12:01:41+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/jvm/</loc>
    <lastmod>2026-04-20T12:01:41+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/performance/</loc>
    <lastmod>2026-04-20T12:01:41+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/project-valhalla/</loc>
    <lastmod>2026-04-20T12:01:41+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/java-state-of-the-art-2026-ben-evans/</loc>
    <lastmod>2026-04-20T12:01:41+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/procedural-knowledge/</loc>
    <lastmod>2026-04-20T11:00:36+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-agents-procedural-knowledge-skills/</loc>
    <lastmod>2026-04-20T11:00:36+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/capability-based-security/</loc>
    <lastmod>2026-04-19T17:19:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/sunil-pai-code-mode-ai-agents/</loc>
    <lastmod>2026-04-19T17:19:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sandboxing/</loc>
    <lastmod>2026-04-19T17:19:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-first/</loc>
    <lastmod>2026-04-19T12:31:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/career-advice/</loc>
    <lastmod>2026-04-19T12:31:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/skill-development/</loc>
    <lastmod>2026-04-19T12:31:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/nikhyl-singhal-product-management-in-the-age-of-ai/</loc>
    <lastmod>2026-04-19T12:31:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/allbirds/</loc>
    <lastmod>2026-04-17T10:01:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/claude-opus/</loc>
    <lastmod>2026-04-17T10:01:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/claude-4-7-mythos-distillate-apple-ai-wearables-workplace-adoption/</loc>
    <lastmod>2026-04-17T10:01:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/wearables/</loc>
    <lastmod>2026-04-17T10:01:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-economics/</loc>
    <lastmod>2026-04-16T20:03:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/consortiums/</loc>
    <lastmod>2026-04-16T20:03:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/open-vs-closed-ai-models-mid-2026-analysis/</loc>
    <lastmod>2026-04-16T20:03:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/autonomous-labs/</loc>
    <lastmod>2026-04-16T19:04:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/biochemistry/</loc>
    <lastmod>2026-04-16T19:04:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/biosecurity/</loc>
    <lastmod>2026-04-16T19:04:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/computational-biology/</loc>
    <lastmod>2026-04-16T19:04:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/openai-for-life-sciences-accelerating-research-and-managing-biorisk/</loc>
    <lastmod>2026-04-16T19:04:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ginkgo-bioworks/</loc>
    <lastmod>2026-04-16T19:04:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/life-sciences/</loc>
    <lastmod>2026-04-16T19:04:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/crypto-agility/</loc>
    <lastmod>2026-04-16T11:01:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/lattice-cryptography/</loc>
    <lastmod>2026-04-16T11:01:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/nist/</loc>
    <lastmod>2026-04-16T11:01:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/quantum-threat-to-cryptography-and-lattice-based-solutions/</loc>
    <lastmod>2026-04-16T11:01:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/bring-your-own-agent/</loc>
    <lastmod>2026-04-15T21:59:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/getting-started-with-paperclip-ai-agent-orchestration/</loc>
    <lastmod>2026-04-15T21:59:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/skill-management/</loc>
    <lastmod>2026-04-15T21:59:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/zero-human-company/</loc>
    <lastmod>2026-04-15T21:59:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/accelerated-computing/</loc>
    <lastmod>2026-04-15T16:42:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cowos/</loc>
    <lastmod>2026-04-15T16:42:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/foundries/</loc>
    <lastmod>2026-04-15T16:42:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/hyperscalers/</loc>
    <lastmod>2026-04-15T16:42:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/jensen-huang/</loc>
    <lastmod>2026-04-15T16:42:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/jensen-huang-on-tpu-competition-china-and-nvidias-moat/</loc>
    <lastmod>2026-04-15T16:42:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/alex-kendall/</loc>
    <lastmod>2026-04-15T16:01:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/autonomous-driving/</loc>
    <lastmod>2026-04-15T16:01:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/embodied-ai/</loc>
    <lastmod>2026-04-15T16:01:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/wayve/</loc>
    <lastmod>2026-04-15T16:01:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/alex-kendall-wayve-ai-driver/</loc>
    <lastmod>2026-04-15T16:01:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/api-first/</loc>
    <lastmod>2026-04-15T12:00:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/capability-economy/</loc>
    <lastmod>2026-04-15T12:00:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cloud-economics/</loc>
    <lastmod>2026-04-15T12:00:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/developer-mindset/</loc>
    <lastmod>2026-04-15T12:00:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/from-renting-machines-by-the-hour-to-renting-capabilities-by-the-millisecond/</loc>
    <lastmod>2026-04-15T12:00:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-assisted-programming/</loc>
    <lastmod>2026-04-14T12:00:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/apl/</loc>
    <lastmod>2026-04-14T12:00:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/array-programming/</loc>
    <lastmod>2026-04-14T12:00:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/bqn/</loc>
    <lastmod>2026-04-14T12:00:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/dsl/</loc>
    <lastmod>2026-04-14T12:00:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/enter-the-matrix-ai-array-gpu-programming-conor-hoekstra/</loc>
    <lastmod>2026-04-14T12:00:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/high-performance-computing/</loc>
    <lastmod>2026-04-14T12:00:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/nvidia-parrot/</loc>
    <lastmod>2026-04-14T12:00:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agenta-ai/</loc>
    <lastmod>2026-04-10T10:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/calibrated-evaluations/</loc>
    <lastmod>2026-04-10T10:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/error-analysis/</loc>
    <lastmod>2026-04-10T10:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gapa-algorithm/</loc>
    <lastmod>2026-04-10T10:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/human-annotation/</loc>
    <lastmod>2026-04-10T10:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/posts/calibrated-llm-as-a-judge/</loc>
    <lastmod>2026-04-10T10:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/machine-learning-workflow/</loc>
    <lastmod>2026-04-10T10:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/prompt-optimization/</loc>
    <lastmod>2026-04-10T10:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-literacy/</loc>
    <lastmod>2026-04-09T16:10:21+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ideas-steering-ai-toward-the-work-future-we-want/</loc>
    <lastmod>2026-04-09T16:10:21+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/organizational-behavior/</loc>
    <lastmod>2026-04-09T16:10:21+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/aws-bedrock/</loc>
    <lastmod>2026-04-09T12:00:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/building-agentic-applications-with-spring-ai/</loc>
    <lastmod>2026-04-09T12:00:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/spring-ai/</loc>
    <lastmod>2026-04-09T12:00:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agentic-economy/</loc>
    <lastmod>2026-04-09T10:01:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/arc-blockchain/</loc>
    <lastmod>2026-04-09T10:01:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/blockchain/</loc>
    <lastmod>2026-04-09T10:01:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/circle/</loc>
    <lastmod>2026-04-09T10:01:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/digital-dollars/</loc>
    <lastmod>2026-04-09T10:01:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/economic-operating-system/</loc>
    <lastmod>2026-04-09T10:01:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/financial-systems/</loc>
    <lastmod>2026-04-09T10:01:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/full-reserve-banking/</loc>
    <lastmod>2026-04-09T10:01:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/future-of-finance/</loc>
    <lastmod>2026-04-09T10:01:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gdp-growth/</loc>
    <lastmod>2026-04-09T10:01:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gpu-inference/</loc>
    <lastmod>2026-04-09T10:01:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/circle-arc-blockchain-for-ai-agent-economy/</loc>
    <lastmod>2026-04-09T10:01:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/jeremy-allaire/</loc>
    <lastmod>2026-04-09T10:01:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/programmable-money/</loc>
    <lastmod>2026-04-09T10:01:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/real-world-assets/</loc>
    <lastmod>2026-04-09T10:01:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/stablecoins/</loc>
    <lastmod>2026-04-09T10:01:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/usdc/</loc>
    <lastmod>2026-04-09T10:01:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/biologically-inspired-ai/</loc>
    <lastmod>2026-04-08T12:00:49+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/digital-brains/</loc>
    <lastmod>2026-04-08T12:00:49+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/digital-brains-biologically-accurate-ai/</loc>
    <lastmod>2026-04-08T12:00:49+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/neuromorphic-ai/</loc>
    <lastmod>2026-04-08T12:00:49+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/time-series-forecasting/</loc>
    <lastmod>2026-04-08T12:00:49+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/choreography/</loc>
    <lastmod>2026-04-08T10:23:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/circuit-breaker-pattern/</loc>
    <lastmod>2026-04-08T10:23:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-contracts/</loc>
    <lastmod>2026-04-08T10:23:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/failure-recovery/</loc>
    <lastmod>2026-04-08T10:23:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/scaling-multi-agent-ai-systems-distributed-systems-patterns/</loc>
    <lastmod>2026-04-08T10:23:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/langgraph/</loc>
    <lastmod>2026-04-08T10:23:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/saga-pattern/</loc>
    <lastmod>2026-04-08T10:23:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/state-management/</loc>
    <lastmod>2026-04-08T10:23:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cognitive-exhaust/</loc>
    <lastmod>2026-04-08T09:45:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/read-only-personal-ai-and-cognitive-exhaust-analysis/</loc>
    <lastmod>2026-04-08T09:45:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-privacy/</loc>
    <lastmod>2026-04-08T09:45:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/personal-ai/</loc>
    <lastmod>2026-04-08T09:45:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/read-only-ai/</loc>
    <lastmod>2026-04-08T09:45:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/dora-metrics/</loc>
    <lastmod>2026-04-08T09:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/internal-developer-platform-idp/</loc>
    <lastmod>2026-04-08T09:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/local-first-development/</loc>
    <lastmod>2026-04-08T09:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/machine-composable-platform-mcp/</loc>
    <lastmod>2026-04-08T09:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/platforms-for-humans-and-machines-engineering-for-the-age-of-agents/</loc>
    <lastmod>2026-04-08T09:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/self-service/</loc>
    <lastmod>2026-04-08T09:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/client-id-metadata-document/</loc>
    <lastmod>2026-04-08T07:31:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-security/</loc>
    <lastmod>2026-04-08T07:31:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/dynamic-client-registration/</loc>
    <lastmod>2026-04-08T07:31:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/lenses.io/</loc>
    <lastmod>2026-04-08T07:31:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/oauth-2.1/</loc>
    <lastmod>2026-04-08T07:31:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/owasp/</loc>
    <lastmod>2026-04-08T07:31:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/security-cliff/</loc>
    <lastmod>2026-04-08T07:31:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/mcp-server-security-production-ready/</loc>
    <lastmod>2026-04-08T07:31:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/agentic-ai-and-pins-in-simulation-workflows/</loc>
    <lastmod>2026-04-08T05:37:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cad/</loc>
    <lastmod>2026-04-08T05:37:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/engineering-workflows/</loc>
    <lastmod>2026-04-08T05:37:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/fea/</loc>
    <lastmod>2026-04-08T05:37:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/job-market/</loc>
    <lastmod>2026-04-08T05:37:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mechanical-engineering/</loc>
    <lastmod>2026-04-08T05:37:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/physics-informed-neural-networks/</loc>
    <lastmod>2026-04-08T05:37:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/pins/</loc>
    <lastmod>2026-04-08T05:37:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agentic-tools/</loc>
    <lastmod>2026-04-08T00:45:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/bending-mcp-server-for-production-ai/</loc>
    <lastmod>2026-04-08T00:45:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/deterministic-guardrails/</loc>
    <lastmod>2026-04-08T00:45:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mcp-servers/</loc>
    <lastmod>2026-04-08T00:45:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/tool-orchestration/</loc>
    <lastmod>2026-04-08T00:45:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agent-legible-code/</loc>
    <lastmod>2026-04-07T17:13:57+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/autonomous-coding/</loc>
    <lastmod>2026-04-07T17:13:57+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/harness-engineering-openai-frontier-symphony/</loc>
    <lastmod>2026-04-07T17:13:57+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/harness-engineering/</loc>
    <lastmod>2026-04-07T17:13:57+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/openai-frontier/</loc>
    <lastmod>2026-04-07T17:13:57+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/symphony/</loc>
    <lastmod>2026-04-07T17:13:57+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-economy/</loc>
    <lastmod>2026-04-07T14:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/balaji-srinivasan-ai-ceo-trusted-tribe-economy/</loc>
    <lastmod>2026-04-07T14:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/decentralization/</loc>
    <lastmod>2026-04-07T14:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/human-ai-interaction/</loc>
    <lastmod>2026-04-07T14:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/trusted-tribe/</loc>
    <lastmod>2026-04-07T14:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/verification/</loc>
    <lastmod>2026-04-07T14:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/zcash/</loc>
    <lastmod>2026-04-07T14:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/bluesky/</loc>
    <lastmod>2026-04-03T10:15:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cognitive-offloading/</loc>
    <lastmod>2026-04-03T10:15:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/space/</loc>
    <lastmod>2026-04-03T10:15:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-data-centers-in-space-cognitive-surrender/</loc>
    <lastmod>2026-04-03T10:15:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-benchmarking/</loc>
    <lastmod>2026-04-02T16:51:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/game-engines/</loc>
    <lastmod>2026-04-02T16:51:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/human-in-the-loop-ai/</loc>
    <lastmod>2026-04-02T16:51:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/interactive-ai/</loc>
    <lastmod>2026-04-02T16:51:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/world-models-moonlake-ai-interactive-simulation/</loc>
    <lastmod>2026-04-02T16:51:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/programmable-rendering/</loc>
    <lastmod>2026-04-02T16:51:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/spatial-audio/</loc>
    <lastmod>2026-04-02T16:51:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/symbolic-ai/</loc>
    <lastmod>2026-04-02T16:51:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-impact/</loc>
    <lastmod>2026-04-02T16:26:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/alex-blania/</loc>
    <lastmod>2026-04-02T16:26:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/biometrics/</loc>
    <lastmod>2026-04-02T16:26:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/bot-detection/</loc>
    <lastmod>2026-04-02T16:26:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/deepfakes/</loc>
    <lastmod>2026-04-02T16:26:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/digital-identity/</loc>
    <lastmod>2026-04-02T16:26:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/worldcoin-proof-of-human-ai-era/</loc>
    <lastmod>2026-04-02T16:26:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/iris-recognition/</loc>
    <lastmod>2026-04-02T16:26:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/multi-party-computation/</loc>
    <lastmod>2026-04-02T16:26:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/privacy/</loc>
    <lastmod>2026-04-02T16:26:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/proof-of-human/</loc>
    <lastmod>2026-04-02T16:26:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/worldcoin/</loc>
    <lastmod>2026-04-02T16:26:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/api-styles/</loc>
    <lastmod>2026-04-02T12:01:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/bezos-api-mandate/</loc>
    <lastmod>2026-04-02T12:01:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/documentation/</loc>
    <lastmod>2026-04-02T12:01:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/graphql/</loc>
    <lastmod>2026-04-02T12:01:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/grpc/</loc>
    <lastmod>2026-04-02T12:01:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/learning-api-styles-deep-dive/</loc>
    <lastmod>2026-04-02T12:01:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/osi-model/</loc>
    <lastmod>2026-04-02T12:01:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/quic/</loc>
    <lastmod>2026-04-02T12:01:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/reproducibility/</loc>
    <lastmod>2026-04-02T12:01:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/rest/</loc>
    <lastmod>2026-04-02T12:01:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/tcp/</loc>
    <lastmod>2026-04-02T12:01:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/trade-offs/</loc>
    <lastmod>2026-04-02T12:01:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/udp/</loc>
    <lastmod>2026-04-02T12:01:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/webtransport/</loc>
    <lastmod>2026-04-02T12:01:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/algorithmic-trading/</loc>
    <lastmod>2026-04-01T17:00:41+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/backtesting/</loc>
    <lastmod>2026-04-01T17:00:41+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/hyperparameter-optimization/</loc>
    <lastmod>2026-04-01T17:00:41+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/weights-biases-quant-research-llm-agents-optimization/</loc>
    <lastmod>2026-04-01T17:00:41+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ml-reproducibility/</loc>
    <lastmod>2026-04-01T17:00:41+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/model-debugging/</loc>
    <lastmod>2026-04-01T17:00:41+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/quantitative-finance/</loc>
    <lastmod>2026-04-01T17:00:41+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/strategy-optimization/</loc>
    <lastmod>2026-04-01T17:00:41+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/wb-models/</loc>
    <lastmod>2026-04-01T17:00:41+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/wb-weave/</loc>
    <lastmod>2026-04-01T17:00:41+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/block-ai-restructuring/</loc>
    <lastmod>2026-04-01T14:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/block/</loc>
    <lastmod>2026-04-01T14:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cash-app/</loc>
    <lastmod>2026-04-01T14:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/machine-learning-in-business/</loc>
    <lastmod>2026-04-01T14:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/organizational-transformation/</loc>
    <lastmod>2026-04-01T14:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/square/</loc>
    <lastmod>2026-04-01T14:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/workforce-restructuring/</loc>
    <lastmod>2026-04-01T14:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-in-biology/</loc>
    <lastmod>2026-04-01T14:00:40+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/biomanufacturing/</loc>
    <lastmod>2026-04-01T14:00:40+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/crop-optimization/</loc>
    <lastmod>2026-04-01T14:00:40+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/genomic-engineering/</loc>
    <lastmod>2026-04-01T14:00:40+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/plant-genetics/</loc>
    <lastmod>2026-04-01T14:00:40+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sustainable-agriculture/</loc>
    <lastmod>2026-04-01T14:00:40+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/synthetic-biology/</loc>
    <lastmod>2026-04-01T14:00:40+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/reprogramming-life-with-ai-moonshot-podcast/</loc>
    <lastmod>2026-04-01T14:00:40+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/virtual-cells/</loc>
    <lastmod>2026-04-01T14:00:40+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/compliance/</loc>
    <lastmod>2026-03-31T16:00:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/fraud-detection/</loc>
    <lastmod>2026-03-31T16:00:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gofundme/</loc>
    <lastmod>2026-03-31T16:00:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/identity-verification/</loc>
    <lastmod>2026-03-31T16:00:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/kyb/</loc>
    <lastmod>2026-03-31T16:00:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/stealth-startup/</loc>
    <lastmod>2026-03-31T16:00:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/variance-ai-agents-risk-compliance-stealth-series-a/</loc>
    <lastmod>2026-03-31T16:00:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/trust--safety/</loc>
    <lastmod>2026-03-31T16:00:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-optimization/</loc>
    <lastmod>2026-03-31T11:01:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cost-reduction/</loc>
    <lastmod>2026-03-31T11:01:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/llm-compression-quantization-inference-optimization/</loc>
    <lastmod>2026-03-31T11:01:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/machine-learning-deployment/</loc>
    <lastmod>2026-03-31T11:01:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/model-compression/</loc>
    <lastmod>2026-03-31T11:01:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/throughput-improvement/</loc>
    <lastmod>2026-03-31T11:01:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/acceldata/</loc>
    <lastmod>2026-03-31T11:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/rohit-choudhary-acceldata-ai-ready-enterprise-data-explosion/</loc>
    <lastmod>2026-03-31T11:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-readiness/</loc>
    <lastmod>2026-03-31T11:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-governance/</loc>
    <lastmod>2026-03-31T11:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-observability/</loc>
    <lastmod>2026-03-31T11:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/enterprise-data-management/</loc>
    <lastmod>2026-03-31T11:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/formal-proving/</loc>
    <lastmod>2026-03-30T18:48:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mistral-forge/</loc>
    <lastmod>2026-03-30T18:48:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mistral-small/</loc>
    <lastmod>2026-03-30T18:48:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/mistral-voxtral-tts-flow-matching-enterprise-ai-strategy/</loc>
    <lastmod>2026-03-30T18:48:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/real-time-audio/</loc>
    <lastmod>2026-03-30T18:48:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/specialized-ai/</loc>
    <lastmod>2026-03-30T18:48:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/voxtral-tts/</loc>
    <lastmod>2026-03-30T18:48:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/the-typo-that-broke-production-and-accidentally-created-spring-cloud-contract/</loc>
    <lastmod>2026-03-30T12:00:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/contract-testing/</loc>
    <lastmod>2026-03-30T12:00:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/distributed-tracing/</loc>
    <lastmod>2026-03-30T12:00:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/herodevs/</loc>
    <lastmod>2026-03-30T12:00:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/java-champion/</loc>
    <lastmod>2026-03-30T12:00:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/micrometer/</loc>
    <lastmod>2026-03-30T12:00:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/openapi/</loc>
    <lastmod>2026-03-30T12:00:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/pivotal/</loc>
    <lastmod>2026-03-30T12:00:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/production-incident/</loc>
    <lastmod>2026-03-30T12:00:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/spring-cloud-contract/</loc>
    <lastmod>2026-03-30T12:00:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/company-culture/</loc>
    <lastmod>2026-03-27T14:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/hardware/</loc>
    <lastmod>2026-03-27T14:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/hiring/</loc>
    <lastmod>2026-03-27T14:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/manufacturing/</loc>
    <lastmod>2026-03-27T14:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/project-management/</loc>
    <lastmod>2026-03-27T14:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/spacex/</loc>
    <lastmod>2026-03-27T14:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/vertical-integration/</loc>
    <lastmod>2026-03-27T14:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/lessons-from-tesla-and-spacex-for-hardware-startups/</loc>
    <lastmod>2026-03-27T14:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agentic-intelligence/</loc>
    <lastmod>2026-03-27T14:00:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/benchmarks/</loc>
    <lastmod>2026-03-27T14:00:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/fran%C3%A7ois-chollet/</loc>
    <lastmod>2026-03-27T14:00:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/francois-chollet-arc-prize-a-new-path-to-agi/</loc>
    <lastmod>2026-03-27T14:00:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/keras/</loc>
    <lastmod>2026-03-27T14:00:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ndea/</loc>
    <lastmod>2026-03-27T14:00:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/program-synthesis/</loc>
    <lastmod>2026-03-27T14:00:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/chainguard/</loc>
    <lastmod>2026-03-27T13:30:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/distroless/</loc>
    <lastmod>2026-03-27T13:30:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/docker/</loc>
    <lastmod>2026-03-27T13:30:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/immutable-infrastructure/</loc>
    <lastmod>2026-03-27T13:30:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/software-supply-chain/</loc>
    <lastmod>2026-03-27T13:30:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/container-security-distroless-chainguard-adrian-mouat/</loc>
    <lastmod>2026-03-27T13:30:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/vulnerability-scanning/</loc>
    <lastmod>2026-03-27T13:30:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/wolfi/</loc>
    <lastmod>2026-03-27T13:30:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/xz-utils/</loc>
    <lastmod>2026-03-27T13:30:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-evolution-enterprise-adoption-future-of-work-100-episodes/</loc>
    <lastmod>2026-03-27T10:00:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cultural-transformation/</loc>
    <lastmod>2026-03-27T10:00:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-strategy/</loc>
    <lastmod>2026-03-27T10:00:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/democratization-of-expertise/</loc>
    <lastmod>2026-03-27T10:00:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/professional-displacement/</loc>
    <lastmod>2026-03-27T10:00:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/a-common-sense-guide-to-ai-engineering-jay-wengrow/</loc>
    <lastmod>2026-03-26T13:01:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-frameworks/</loc>
    <lastmod>2026-03-26T13:01:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-workflows/</loc>
    <lastmod>2026-03-26T11:00:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/managing-context-in-agentic-ai-with-context-engineering/</loc>
    <lastmod>2026-03-26T11:00:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/oauth/</loc>
    <lastmod>2026-03-26T11:00:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/task-history/</loc>
    <lastmod>2026-03-26T11:00:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-alignment/</loc>
    <lastmod>2026-03-25T16:55:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/what-is-the-openai-model-spec/</loc>
    <lastmod>2026-03-25T16:55:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/model-behavior/</loc>
    <lastmod>2026-03-25T16:55:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/model-spec/</loc>
    <lastmod>2026-03-25T16:55:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/exoskeleton/</loc>
    <lastmod>2026-03-25T14:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/glucose-monitoring/</loc>
    <lastmod>2026-03-25T14:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/healthcare/</loc>
    <lastmod>2026-03-25T14:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/medical-data/</loc>
    <lastmod>2026-03-25T14:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mobility/</loc>
    <lastmod>2026-03-25T14:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/precision-medicine/</loc>
    <lastmod>2026-03-25T14:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/x-moonshots-transforming-healthcare-skip-iris-verily/</loc>
    <lastmod>2026-03-25T14:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/wearable-technology/</loc>
    <lastmod>2026-03-25T14:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/practical-guide-to-building-ai-agents-from-design-to-deployment/</loc>
    <lastmod>2026-03-25T13:00:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/llm-tooling/</loc>
    <lastmod>2026-03-25T13:00:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/no-code-ai/</loc>
    <lastmod>2026-03-25T13:00:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cloud-security/</loc>
    <lastmod>2026-03-25T10:00:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/kill-chain/</loc>
    <lastmod>2026-03-25T10:00:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ot-security/</loc>
    <lastmod>2026-03-25T10:00:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/podcast-summary/promptware-kill-chain-cloud-ecosystem-attacks-ot-rusting-edge/</loc>
    <lastmod>2026-03-25T10:00:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/xbox/</loc>
    <lastmod>2026-03-25T10:00:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/heather-kulik-ai-materials-science-domain-expertise/</loc>
    <lastmod>2026-03-24T16:51:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/computational-chemistry/</loc>
    <lastmod>2026-03-24T16:51:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/metal-organic-frameworks/</loc>
    <lastmod>2026-03-24T16:51:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/crispr/</loc>
    <lastmod>2026-03-24T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/dexter-horthy-critique-of-rpi-and-introduction-to-crispr-for-ai-coding-agents/</loc>
    <lastmod>2026-03-24T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/kilo/</loc>
    <lastmod>2026-03-24T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/the-developer-as-orchestrator-lessons-from-25-trillion-tokens/</loc>
    <lastmod>2026-03-24T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/rpi/</loc>
    <lastmod>2026-03-24T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-education/</loc>
    <lastmod>2026-03-24T11:01:40+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/attention-mechanism/</loc>
    <lastmod>2026-03-24T11:01:40+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/kyunghyun-cho-next-ai-step-function/</loc>
    <lastmod>2026-03-24T11:01:40+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/kyunghyun-cho/</loc>
    <lastmod>2026-03-24T11:01:40+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-models-as-a-service-private-cloud/</loc>
    <lastmod>2026-03-24T11:00:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/maas/</loc>
    <lastmod>2026-03-24T11:00:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/models-as-a-service/</loc>
    <lastmod>2026-03-24T11:00:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/openshift/</loc>
    <lastmod>2026-03-24T11:00:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/private-ai/</loc>
    <lastmod>2026-03-24T11:00:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ground-infrastructure/</loc>
    <lastmod>2026-03-23T20:00:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/hard-tech/</loc>
    <lastmod>2026-03-23T20:00:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/northwood/</loc>
    <lastmod>2026-03-23T20:00:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/satellites/</loc>
    <lastmod>2026-03-23T20:00:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/space-economy/</loc>
    <lastmod>2026-03-23T20:00:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/bridgit-mendler-northwood-space-ground-infrastructure/</loc>
    <lastmod>2026-03-23T20:00:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/co-design/</loc>
    <lastmod>2026-03-23T15:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/kernel-optimization/</loc>
    <lastmod>2026-03-23T15:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/performance-engineering/</loc>
    <lastmod>2026-03-23T15:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-systems-performance-engineering-pytorch-cuda-gpus/</loc>
    <lastmod>2026-03-23T15:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-efficiency/</loc>
    <lastmod>2026-03-23T15:02:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cortical-columns/</loc>
    <lastmod>2026-03-23T15:02:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/human-brain/</loc>
    <lastmod>2026-03-23T15:02:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/information-theory/</loc>
    <lastmod>2026-03-23T15:02:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/numenta/</loc>
    <lastmod>2026-03-23T15:02:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sensorimotor-intelligence/</loc>
    <lastmod>2026-03-23T15:02:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sparse-representations/</loc>
    <lastmod>2026-03-23T15:02:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/stochastic-parrots/</loc>
    <lastmod>2026-03-23T15:02:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/the-shape-of-things-to-come-are-llms-intelligent/</loc>
    <lastmod>2026-03-23T15:02:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-powered-testing/</loc>
    <lastmod>2026-03-23T14:00:45+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/software-verification/</loc>
    <lastmod>2026-03-23T14:00:45+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/momentic-the-verification-layer-for-ai-generated-code/</loc>
    <lastmod>2026-03-23T14:00:45+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/truth-driven-development/</loc>
    <lastmod>2026-03-23T14:00:45+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/edge-computing/</loc>
    <lastmod>2026-03-23T13:01:45+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/federated-learning/</loc>
    <lastmod>2026-03-23T13:01:45+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/green-software/</loc>
    <lastmod>2026-03-23T13:01:45+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/k8s/</loc>
    <lastmod>2026-03-23T13:01:45+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/kubernetes-at-the-edge-sustainability-ai-ethics-charles-humble/</loc>
    <lastmod>2026-03-23T13:01:45+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/digital-well-being/</loc>
    <lastmod>2026-03-23T11:00:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ethics-of-ai/</loc>
    <lastmod>2026-03-23T11:00:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/human-qualities/</loc>
    <lastmod>2026-03-23T11:00:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/machine-intelligence/</loc>
    <lastmod>2026-03-23T11:00:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/optimism/</loc>
    <lastmod>2026-03-23T11:00:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/personal-growth/</loc>
    <lastmod>2026-03-23T11:00:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/social-impact-of-ai/</loc>
    <lastmod>2026-03-23T11:00:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/zack-kass-thriving-in-age-of-ai/</loc>
    <lastmod>2026-03-23T11:00:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/the-next-renaissance/</loc>
    <lastmod>2026-03-23T11:00:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/zack-kass/</loc>
    <lastmod>2026-03-23T11:00:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/accountability/</loc>
    <lastmod>2026-03-22T11:01:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/alpha-school/</loc>
    <lastmod>2026-03-22T11:01:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/education-reform/</loc>
    <lastmod>2026-03-22T11:01:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/future-of-education/</loc>
    <lastmod>2026-03-22T11:01:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/personalized-learning/</loc>
    <lastmod>2026-03-22T11:01:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/success-academy/</loc>
    <lastmod>2026-03-22T11:01:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/waldorf/</loc>
    <lastmod>2026-03-22T11:01:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/zack-kass-ai-education-reform-next-renaissance/</loc>
    <lastmod>2026-03-22T11:01:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agentic-apps/</loc>
    <lastmod>2026-03-20T17:28:53+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-platforms/</loc>
    <lastmod>2026-03-20T17:28:53+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/david-singleton/</loc>
    <lastmod>2026-03-20T17:28:53+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/dreamer/</loc>
    <lastmod>2026-03-20T17:28:53+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/david-singleton-dreamer-ai-agents/</loc>
    <lastmod>2026-03-20T17:28:53+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/low-code/</loc>
    <lastmod>2026-03-20T17:28:53+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-for-math/</loc>
    <lastmod>2026-03-20T16:29:48+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/kepler/</loc>
    <lastmod>2026-03-20T16:29:48+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/philosophy-of-science/</loc>
    <lastmod>2026-03-20T16:29:48+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/terence-tao/</loc>
    <lastmod>2026-03-20T16:29:48+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/terence-tao-kepler-ai-and-the-future-of-scientific-discovery/</loc>
    <lastmod>2026-03-20T16:29:48+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/defense-tech/</loc>
    <lastmod>2026-03-20T14:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/industrial-base/</loc>
    <lastmod>2026-03-20T14:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/shyam-sankar-mobilize-heretics-ai-saas-apocalypse/</loc>
    <lastmod>2026-03-20T14:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/palantir/</loc>
    <lastmod>2026-03-20T14:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/shyam-sankar/</loc>
    <lastmod>2026-03-20T14:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/andrej-karpathy-on-ai-agents-autoresearch-and-the-future-of-engineering/</loc>
    <lastmod>2026-03-20T13:27:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/autoresearch/</loc>
    <lastmod>2026-03-20T13:27:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/recursive-self-improvement/</loc>
    <lastmod>2026-03-20T13:27:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/book/</loc>
    <lastmod>2026-03-20T13:23:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/c&#43;&#43;/</loc>
    <lastmod>2026-03-20T13:23:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/coroutines/</loc>
    <lastmod>2026-03-20T13:23:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/learn-cpp-by-example-frances-buontempo/</loc>
    <lastmod>2026-03-20T13:23:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/modern-c&#43;&#43;/</loc>
    <lastmod>2026-03-20T13:23:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/programming/</loc>
    <lastmod>2026-03-20T13:23:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/anthropic-institute/</loc>
    <lastmod>2026-03-20T10:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/nemoclaw/</loc>
    <lastmod>2026-03-20T10:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/nvidia-gtc/</loc>
    <lastmod>2026-03-20T10:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/nvidia-gtc-nemoclaw-anthropic-institute-shopify-openai-pivot/</loc>
    <lastmod>2026-03-20T10:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cncf/</loc>
    <lastmod>2026-03-19T13:01:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gpu-orchestration/</loc>
    <lastmod>2026-03-19T13:01:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/maturity-model/</loc>
    <lastmod>2026-03-19T13:01:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/platform-engineering-verticals-ai-infrastructure-2026/</loc>
    <lastmod>2026-03-19T13:01:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/generative-video/</loc>
    <lastmod>2026-03-19T11:01:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/odyssey/</loc>
    <lastmod>2026-03-19T11:01:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/jeff-hawke-odyssey-world-models-gpt2-era/</loc>
    <lastmod>2026-03-19T11:01:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cosine-similarity/</loc>
    <lastmod>2026-03-19T11:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/dimensionality-reduction/</loc>
    <lastmod>2026-03-19T11:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/linear-algebra-foundations-of-machine-learning/</loc>
    <lastmod>2026-03-19T11:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/linear-algebra/</loc>
    <lastmod>2026-03-19T11:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/matrices/</loc>
    <lastmod>2026-03-19T11:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/svd/</loc>
    <lastmod>2026-03-19T11:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/vectors/</loc>
    <lastmod>2026-03-19T11:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/corporate-branding/</loc>
    <lastmod>2026-03-18T14:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/founder-ceo/</loc>
    <lastmod>2026-03-18T14:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/a16z-new-media-offense-vs-defense/</loc>
    <lastmod>2026-03-18T14:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/new-media/</loc>
    <lastmod>2026-03-18T14:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ooda-loop/</loc>
    <lastmod>2026-03-18T14:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/assembly/</loc>
    <lastmod>2026-03-18T13:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/compilers/</loc>
    <lastmod>2026-03-18T13:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/debuggers/</loc>
    <lastmod>2026-03-18T13:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/dwarf/</loc>
    <lastmod>2026-03-18T13:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/how-debuggers-work-internals/</loc>
    <lastmod>2026-03-18T13:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ptrace/</loc>
    <lastmod>2026-03-18T13:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/systems-programming/</loc>
    <lastmod>2026-03-18T13:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/x86-64/</loc>
    <lastmod>2026-03-18T13:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/authentication/</loc>
    <lastmod>2026-03-18T10:15:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/malware-generation/</loc>
    <lastmod>2026-03-18T10:15:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-security-risks-agentic-blabbering-legacy-code-post-auth-perimeter/</loc>
    <lastmod>2026-03-18T10:15:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/shift-left/</loc>
    <lastmod>2026-03-18T10:15:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/temporal/</loc>
    <lastmod>2026-03-17T17:42:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/durable-execution-temporal-for-ai-agents/</loc>
    <lastmod>2026-03-17T17:42:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/the-inevitable-shift-of-ai-compute-to-space/</loc>
    <lastmod>2026-03-17T12:00:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/heat-dissipation/</loc>
    <lastmod>2026-03-17T12:00:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/radiation-hardening/</loc>
    <lastmod>2026-03-17T12:00:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/solar-power/</loc>
    <lastmod>2026-03-17T12:00:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/space-compute/</loc>
    <lastmod>2026-03-17T12:00:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/starcloud/</loc>
    <lastmod>2026-03-17T12:00:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/starship/</loc>
    <lastmod>2026-03-17T12:00:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-workflow/</loc>
    <lastmod>2026-03-17T11:00:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/human-in-the-loop-ai-workflow-rlhf/</loc>
    <lastmod>2026-03-17T11:00:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/transforming-healthcare-with-ai-at-openai/</loc>
    <lastmod>2026-03-16T17:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/clinical-ai/</loc>
    <lastmod>2026-03-16T17:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-hype-cycle/</loc>
    <lastmod>2026-03-16T13:01:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/the-state-of-ai-hype-history-and-developer-productivity/</loc>
    <lastmod>2026-03-16T13:01:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/securing-agentic-ai-with-runtime-security-and-zero-trust/</loc>
    <lastmod>2026-03-15T11:00:34+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/iam/</loc>
    <lastmod>2026-03-15T11:00:34+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/non-human-identity/</loc>
    <lastmod>2026-03-15T11:00:34+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/runtime-security/</loc>
    <lastmod>2026-03-15T11:00:34+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/monty-a-secure-python-interpreter-for-ai-agents/</loc>
    <lastmod>2026-03-14T19:11:47+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/interpreter/</loc>
    <lastmod>2026-03-14T19:11:47+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/python/</loc>
    <lastmod>2026-03-14T19:11:47+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sandbox/</loc>
    <lastmod>2026-03-14T19:11:47+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/evolutionary-algorithms/</loc>
    <lastmod>2026-03-13T21:00:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/map-elites/</loc>
    <lastmod>2026-03-13T21:00:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/open-endedness/</loc>
    <lastmod>2026-03-13T21:00:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sakana-ai/</loc>
    <lastmod>2026-03-13T21:00:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/shinka-evolve/</loc>
    <lastmod>2026-03-13T21:00:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/shinka-evolve-open-ended-program-search-with-robert-lange/</loc>
    <lastmod>2026-03-13T21:00:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ucb-bandit/</loc>
    <lastmod>2026-03-13T21:00:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/defense/</loc>
    <lastmod>2026-03-13T16:42:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/government/</loc>
    <lastmod>2026-03-13T16:42:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/emil-michael-dod-ai-strategy-and-commercial-vendor-lock-in/</loc>
    <lastmod>2026-03-13T16:42:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/architecture-for-flow-kaiser-lewis-interview/</loc>
    <lastmod>2026-03-13T13:30:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/continuous-architecture/</loc>
    <lastmod>2026-03-13T13:30:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/socio-technical-systems/</loc>
    <lastmod>2026-03-13T13:30:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/team-topologies/</loc>
    <lastmod>2026-03-13T13:30:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/wardley-mapping/</loc>
    <lastmod>2026-03-13T13:30:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/database-architecture/</loc>
    <lastmod>2026-03-12T22:55:36+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/full-text-search/</loc>
    <lastmod>2026-03-12T22:55:36+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/nvme/</loc>
    <lastmod>2026-03-12T22:55:36+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/object-storage/</loc>
    <lastmod>2026-03-12T22:55:36+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/turbopuffer-ai-search-engine-simon-eskildsen/</loc>
    <lastmod>2026-03-12T22:55:36+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/vector-search/</loc>
    <lastmod>2026-03-12T22:55:36+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/alex-karp/</loc>
    <lastmod>2026-03-12T14:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/alex-karp-palantir-ai-warfare-neurodiversity/</loc>
    <lastmod>2026-03-12T14:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/neurodiversity/</loc>
    <lastmod>2026-03-12T14:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cognitive-bias/</loc>
    <lastmod>2026-03-12T13:00:59+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ddd/</loc>
    <lastmod>2026-03-12T13:00:59+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/evolutionary-architecture/</loc>
    <lastmod>2026-03-12T13:00:59+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/evolutionary-software-architecture-from-simplicity-to-complexity/</loc>
    <lastmod>2026-03-12T13:00:59+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/monolith/</loc>
    <lastmod>2026-03-12T13:00:59+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/hierarchical-ai-agents/</loc>
    <lastmod>2026-03-12T11:01:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/task-decomposition/</loc>
    <lastmod>2026-03-12T11:01:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai/hierarchical-ai-agents-for-complex-workflows/</loc>
    <lastmod>2026-03-12T11:01:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/notion-ai-from-tool-for-work-to-tool-for-agents/</loc>
    <lastmod>2026-03-12T10:00:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mass-surveillance/</loc>
    <lastmod>2026-03-11T18:57:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/dow-anthropic-ai-surveillance-alignment/</loc>
    <lastmod>2026-03-11T18:57:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/us-government/</loc>
    <lastmod>2026-03-11T18:57:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/bff/</loc>
    <lastmod>2026-03-11T13:01:34+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/why-browser-based-oauth2-is-broken-and-how-to-fix-it-with-bff/</loc>
    <lastmod>2026-03-11T13:01:34+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/oauth-2.0/</loc>
    <lastmod>2026-03-11T13:01:34+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/web-security/</loc>
    <lastmod>2026-03-11T13:01:34+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/xss/</loc>
    <lastmod>2026-03-11T13:01:34+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cybersecurity-burnout/</loc>
    <lastmod>2026-03-11T12:16:34+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/unprompted-conference-zero-day-clock-ai-agent-risks-cybersecurity-burnout/</loc>
    <lastmod>2026-03-11T12:16:34+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mechanical-sympathy/</loc>
    <lastmod>2026-03-11T11:01:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/memory-bandwidth/</loc>
    <lastmod>2026-03-11T11:01:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/profiling/</loc>
    <lastmod>2026-03-11T11:01:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-performance-engineering-mechanical-sympathy-gpu-optimization/</loc>
    <lastmod>2026-03-11T11:01:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/agentic-workflows-codex-harness-engineering/</loc>
    <lastmod>2026-03-10T17:42:29+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gpt-5.4/</loc>
    <lastmod>2026-03-10T17:42:29+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/alphago-legacy-from-games-to-scientific-discovery/</loc>
    <lastmod>2026-03-10T17:28:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/algorithmic-discovery/</loc>
    <lastmod>2026-03-10T17:28:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/alphazero/</loc>
    <lastmod>2026-03-10T17:28:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/lee-sedol/</loc>
    <lastmod>2026-03-10T17:28:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/consumer-apps/</loc>
    <lastmod>2026-03-10T14:30:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gen-ai/</loc>
    <lastmod>2026-03-10T14:30:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sora/</loc>
    <lastmod>2026-03-10T14:30:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/gen-ai-consumer-apps-report-6th-edition-analysis/</loc>
    <lastmod>2026-03-10T14:30:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/hardware-testing/</loc>
    <lastmod>2026-03-10T12:01:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/nominal-physical-ai-hardware-testing/</loc>
    <lastmod>2026-03-10T12:01:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/bci/</loc>
    <lastmod>2026-03-09T14:00:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/bio-hybrid/</loc>
    <lastmod>2026-03-09T14:00:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/max-hodak-science-bci-retinal-implant/</loc>
    <lastmod>2026-03-09T14:00:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/neuralink/</loc>
    <lastmod>2026-03-09T14:00:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/neuroplasticity/</loc>
    <lastmod>2026-03-09T14:00:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/retinal-implant/</loc>
    <lastmod>2026-03-09T14:00:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/decision-making/</loc>
    <lastmod>2026-03-09T13:00:53+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/the-big-questions-of-software-architecture-panel/</loc>
    <lastmod>2026-03-09T13:00:53+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/organizational-dysfunction/</loc>
    <lastmod>2026-03-09T13:00:53+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/technical-leadership/</loc>
    <lastmod>2026-03-09T13:00:53+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/context-injection/</loc>
    <lastmod>2026-03-09T11:00:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/rag-vs-long-context-llms-choosing-the-right-workflow/</loc>
    <lastmod>2026-03-09T11:00:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/vector-database/</loc>
    <lastmod>2026-03-09T11:00:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/supermemory-ai-memory-openclaw-context-infrastructure/</loc>
    <lastmod>2026-03-09T00:39:28+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/qasar-younis-the-under-the-radar-ai-revolution/</loc>
    <lastmod>2026-03-08T12:30:47+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/designing-safe-ai-agentic-systems/</loc>
    <lastmod>2026-03-08T11:01:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-risk-management/</loc>
    <lastmod>2026-03-08T11:01:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/accounting/</loc>
    <lastmod>2026-03-07T15:01:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-disruption/</loc>
    <lastmod>2026-03-07T15:01:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/onshore/</loc>
    <lastmod>2026-03-07T15:01:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-disruption-accounting-future-of-work/</loc>
    <lastmod>2026-03-07T15:01:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-poisoning/</loc>
    <lastmod>2026-03-07T12:01:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/llm-security/</loc>
    <lastmod>2026-03-07T12:01:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/posts/owasp-top-10-llm-vulnerabilities-explained/</loc>
    <lastmod>2026-03-07T12:01:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/adapting-to-ai-new-skills-and-strategies-for-knowledge-workers/</loc>
    <lastmod>2026-03-07T12:00:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/compiler/</loc>
    <lastmod>2026-03-06T15:37:42+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cross/</loc>
    <lastmod>2026-03-06T15:37:42+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/leveraging-ai-asics-tpus-for-homomorphic-encryption-and-cryptography/</loc>
    <lastmod>2026-03-06T15:37:42+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/homomorphic-encryption/</loc>
    <lastmod>2026-03-06T15:37:42+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/morph/</loc>
    <lastmod>2026-03-06T15:37:42+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/privacy-preserving-machine-learning/</loc>
    <lastmod>2026-03-06T15:37:42+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/adamw/</loc>
    <lastmod>2026-03-06T15:16:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/dion2/</loc>
    <lastmod>2026-03-06T15:16:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/posts/orthonormal-optimizers-for-large-scale-ai-training/</loc>
    <lastmod>2026-03-06T15:16:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/large-scale-training/</loc>
    <lastmod>2026-03-06T15:16:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/muon/</loc>
    <lastmod>2026-03-06T15:16:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/orthonormal-optimizers/</loc>
    <lastmod>2026-03-06T15:16:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/training-stability/</loc>
    <lastmod>2026-03-06T15:16:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/anthropic-claude/</loc>
    <lastmod>2026-03-06T11:01:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/perplexity-computer-claude-memory-nullclaw-ai-actor/</loc>
    <lastmod>2026-03-06T11:01:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/llm-memory/</loc>
    <lastmod>2026-03-06T11:01:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/nullclaw/</loc>
    <lastmod>2026-03-06T11:01:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/perplexity/</loc>
    <lastmod>2026-03-06T11:01:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cloud-agents/</loc>
    <lastmod>2026-03-06T02:15:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/cursor-cloud-agents-third-era/</loc>
    <lastmod>2026-03-06T02:15:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/model-swarms/</loc>
    <lastmod>2026-03-06T02:15:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/speech-to-text/</loc>
    <lastmod>2026-03-05T15:00:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/founder-fireside-dylan-fox-assemblyai/</loc>
    <lastmod>2026-03-05T15:00:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/developer-education/</loc>
    <lastmod>2026-03-05T13:01:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/jwt/</loc>
    <lastmod>2026-03-05T13:01:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/pki/</loc>
    <lastmod>2026-03-05T13:01:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/secure-coding/</loc>
    <lastmod>2026-03-05T13:01:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/software-security/</loc>
    <lastmod>2026-03-05T13:01:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/software-security-for-developers-laurentiu-spilca/</loc>
    <lastmod>2026-03-05T13:01:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/adaptation/</loc>
    <lastmod>2026-03-05T12:00:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/enterprise-ai-adaptation-last-mile-reliability/</loc>
    <lastmod>2026-03-05T12:00:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gradient-free-methods/</loc>
    <lastmod>2026-03-05T12:00:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/model-reliability/</loc>
    <lastmod>2026-03-05T12:00:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/c&#43;&#43;26/</loc>
    <lastmod>2026-03-04T13:00:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/contracts/</loc>
    <lastmod>2026-03-04T13:00:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/functional-safety/</loc>
    <lastmod>2026-03-04T13:00:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/memory-safety/</loc>
    <lastmod>2026-03-04T13:00:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/cpp26-evolution-towards-safer-software/</loc>
    <lastmod>2026-03-04T13:00:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/undefined-behavior/</loc>
    <lastmod>2026-03-04T13:00:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ar/</loc>
    <lastmod>2026-03-03T19:54:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/augmented-reality/</loc>
    <lastmod>2026-03-03T19:54:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/brain-computer-interfaces/</loc>
    <lastmod>2026-03-03T19:54:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/brain-computer-interfaces-vr-ar-neuro-adaptive-systems/</loc>
    <lastmod>2026-03-03T19:54:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cybersickness/</loc>
    <lastmod>2026-03-03T19:54:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/eeg/</loc>
    <lastmod>2026-03-03T19:54:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/neuro-adaptive-systems/</loc>
    <lastmod>2026-03-03T19:54:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ssvep/</loc>
    <lastmod>2026-03-03T19:54:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/vection/</loc>
    <lastmod>2026-03-03T19:54:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/virtual-reality/</loc>
    <lastmod>2026-03-03T19:54:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/vr/</loc>
    <lastmod>2026-03-03T19:54:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/jeremy-howard-ai-coding-illusion-and-true-intuition/</loc>
    <lastmod>2026-03-03T14:50:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-risk/</loc>
    <lastmod>2026-03-03T14:50:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-assisted-coding/</loc>
    <lastmod>2026-03-03T14:50:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cognitive-science/</loc>
    <lastmod>2026-03-03T14:50:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/fast.ai/</loc>
    <lastmod>2026-03-03T14:50:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/jeremy-howard/</loc>
    <lastmod>2026-03-03T14:50:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/jupyter-notebooks/</loc>
    <lastmod>2026-03-03T14:50:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ulmfit/</loc>
    <lastmod>2026-03-03T14:50:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/venice-unbundled-database-architecture-chaos-engineering-cap-theorem/</loc>
    <lastmod>2026-03-03T13:28:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/chaos-engineering/</loc>
    <lastmod>2026-03-03T13:28:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/duckdb/</loc>
    <lastmod>2026-03-03T13:28:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/linkedin/</loc>
    <lastmod>2026-03-03T13:28:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/rocksdb/</loc>
    <lastmod>2026-03-03T13:28:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/venicedb/</loc>
    <lastmod>2026-03-03T13:28:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/bantu-languages/</loc>
    <lastmod>2026-03-02T15:53:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/swahili-as-a-pivot-language-for-inclusive-ai-in-africa/</loc>
    <lastmod>2026-03-02T15:53:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/low-resource-languages/</loc>
    <lastmod>2026-03-02T15:53:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/machine-translation/</loc>
    <lastmod>2026-03-02T15:53:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/multilingual-nlp/</loc>
    <lastmod>2026-03-02T15:53:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/pivot-language/</loc>
    <lastmod>2026-03-02T15:53:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/swahili/</loc>
    <lastmod>2026-03-02T15:53:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/backstage/</loc>
    <lastmod>2026-03-02T13:01:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/control-plane/</loc>
    <lastmod>2026-03-02T13:01:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/platform-engineering-product-mindset-control-planes-ai/</loc>
    <lastmod>2026-03-02T13:01:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/a2a/</loc>
    <lastmod>2026-03-02T12:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-agent-protocols-a2a-mcp/</loc>
    <lastmod>2026-03-02T12:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agent-communication/</loc>
    <lastmod>2026-03-02T12:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agent2agent-protocol/</loc>
    <lastmod>2026-03-02T12:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-access/</loc>
    <lastmod>2026-03-02T12:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/http/</loc>
    <lastmod>2026-03-02T12:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/interoperability/</loc>
    <lastmod>2026-03-02T12:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/json-rpc/</loc>
    <lastmod>2026-03-02T12:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agentic-workforce/</loc>
    <lastmod>2026-03-01T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/large-scale-ai/</loc>
    <lastmod>2026-03-01T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/organizational-strategy/</loc>
    <lastmod>2026-03-01T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/prosus/</loc>
    <lastmod>2026-03-01T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/deploying-30000-ai-agents-in-production-prosus-learnings/</loc>
    <lastmod>2026-03-01T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-agents-beyond-chat-interfaces-user-experience/</loc>
    <lastmod>2026-02-28T15:00:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/tool-design/</loc>
    <lastmod>2026-02-28T15:00:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agentic-frameworks/</loc>
    <lastmod>2026-02-28T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/autogen/</loc>
    <lastmod>2026-02-28T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/baml/</loc>
    <lastmod>2026-02-28T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/context-engineering-2-0-unifying-rag-memory-and-structured-data/</loc>
    <lastmod>2026-02-28T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/crew-ai/</loc>
    <lastmod>2026-02-28T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/summaries/enterprise-readiness-for-ai-agents-and-mcps/</loc>
    <lastmod>2026-02-28T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/memory/</loc>
    <lastmod>2026-02-28T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/nvidia-nemo-toolkit/</loc>
    <lastmod>2026-02-28T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/open-source-ml/</loc>
    <lastmod>2026-02-28T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/open-source-community-driven-agentic-stacks-panel/</loc>
    <lastmod>2026-02-28T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/opentelemetry/</loc>
    <lastmod>2026-02-28T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/redis/</loc>
    <lastmod>2026-02-28T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/structured-data/</loc>
    <lastmod>2026-02-28T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ckks/</loc>
    <lastmod>2026-02-28T02:36:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/discrete-ckks/</loc>
    <lastmod>2026-02-28T02:36:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/discrete-ckks-exact-computation-from-approximate-fhe/</loc>
    <lastmod>2026-02-28T02:36:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/fhe/</loc>
    <lastmod>2026-02-28T02:36:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/fully-homomorphic-encryption/</loc>
    <lastmod>2026-02-28T02:36:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/privacy-preserving-systems/</loc>
    <lastmod>2026-02-28T02:36:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/arc-agi/</loc>
    <lastmod>2026-02-27T15:00:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/poetiq-recursive-self-improvement-for-llms/</loc>
    <lastmod>2026-02-27T15:00:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/poetiq/</loc>
    <lastmod>2026-02-27T15:00:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/reasoning-harnesses/</loc>
    <lastmod>2026-02-27T15:00:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/hotmart-ai-agents-as-a-product/</loc>
    <lastmod>2026-02-27T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/product-strategy/</loc>
    <lastmod>2026-02-27T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/architectural-decision-records/</loc>
    <lastmod>2026-02-27T13:27:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/communication/</loc>
    <lastmod>2026-02-27T13:27:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/enterprise-architecture/</loc>
    <lastmod>2026-02-27T13:27:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/software-design-architecture-and-giving-clarity-at-scale/</loc>
    <lastmod>2026-02-27T13:27:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agent-ops/</loc>
    <lastmod>2026-02-27T11:00:30+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cobol/</loc>
    <lastmod>2026-02-27T11:00:30+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mainframe-modernization/</loc>
    <lastmod>2026-02-27T11:00:30+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-mainframe-modernization-adoption-agent-security/</loc>
    <lastmod>2026-02-27T11:00:30+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/slms/</loc>
    <lastmod>2026-02-27T11:00:30+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/capex/</loc>
    <lastmod>2026-02-26T21:15:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/dylan-patel-ai-arms-race-hyperscaler-capex-semiconductor-bottlenecks/</loc>
    <lastmod>2026-02-26T21:15:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/fpga/</loc>
    <lastmod>2026-02-26T20:35:59+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/deep-dive-into-hqc-hardware-implementation-and-security/</loc>
    <lastmod>2026-02-26T20:35:59+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/hqc/</loc>
    <lastmod>2026-02-26T20:35:59+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/nist-standardization/</loc>
    <lastmod>2026-02-26T20:35:59+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/pqc/</loc>
    <lastmod>2026-02-26T20:35:59+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/side-channel-attacks/</loc>
    <lastmod>2026-02-26T20:35:59+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/disaster-response/</loc>
    <lastmod>2026-02-26T18:23:45+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/geomind-multi-agent-framework-for-geospatial-ai/</loc>
    <lastmod>2026-02-26T18:23:45+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/geospatial-ai/</loc>
    <lastmod>2026-02-26T18:23:45+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gis/</loc>
    <lastmod>2026-02-26T18:23:45+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/jeetupatel-cisco-ai-first-strategy-leadership-frameworks/</loc>
    <lastmod>2026-02-26T13:31:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cisco/</loc>
    <lastmod>2026-02-26T13:31:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/docker-compose/</loc>
    <lastmod>2026-02-26T13:00:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/learn-docker-in-the-age-of-kubernetes-elton-stoneman/</loc>
    <lastmod>2026-02-26T13:00:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/botnet/</loc>
    <lastmod>2026-02-26T12:01:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/openclaw-ai-assistant-security-vulnerabilities/</loc>
    <lastmod>2026-02-26T12:01:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/vulnerability/</loc>
    <lastmod>2026-02-26T12:01:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/capital-expenditure/</loc>
    <lastmod>2026-02-26T11:00:54+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/coreweave/</loc>
    <lastmod>2026-02-26T11:00:54+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/debt-financing/</loc>
    <lastmod>2026-02-26T11:00:54+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/energy/</loc>
    <lastmod>2026-02-26T11:00:54+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/financing-the-trillion-dollar-ai-buildout/</loc>
    <lastmod>2026-02-26T11:00:54+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/max-welling-physics-processing-unit-ai-for-materials-discovery/</loc>
    <lastmod>2026-02-25T17:19:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cuspai/</loc>
    <lastmod>2026-02-25T17:19:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/equivariant-neural-networks/</loc>
    <lastmod>2026-02-25T17:19:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/materials-discovery/</loc>
    <lastmod>2026-02-25T17:19:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/physics-processing-unit/</loc>
    <lastmod>2026-02-25T17:19:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/stochastic-thermodynamics/</loc>
    <lastmod>2026-02-25T17:19:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/customer-data/</loc>
    <lastmod>2026-02-25T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/multi-agent-personalization-with-unified-customer-memory/</loc>
    <lastmod>2026-02-25T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/rewriting-sdlc-playbook-with-generative-ai/</loc>
    <lastmod>2026-02-25T13:01:49+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sdlc/</loc>
    <lastmod>2026-02-25T13:01:49+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/2026-threat-intelligence-index-ai-security-landscape/</loc>
    <lastmod>2026-02-25T11:01:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/peter-steinberger-on-building-openclaw-with-codex/</loc>
    <lastmod>2026-02-24T17:03:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/effect-oriented-programming/</loc>
    <lastmod>2026-02-24T13:35:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/effect-oriented-programming-frasure-eckel-ward/</loc>
    <lastmod>2026-02-24T13:35:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/functional-programming/</loc>
    <lastmod>2026-02-24T13:35:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/scala/</loc>
    <lastmod>2026-02-24T13:35:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/type-systems/</loc>
    <lastmod>2026-02-24T13:35:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/zio/</loc>
    <lastmod>2026-02-24T13:35:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/inductive-bias/</loc>
    <lastmod>2026-02-24T12:00:49+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/laws-of-thought/</loc>
    <lastmod>2026-02-24T12:00:49+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/mathematical-theory-of-mind-tom-griffiths/</loc>
    <lastmod>2026-02-24T12:00:49+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/tom-griffiths/</loc>
    <lastmod>2026-02-24T12:00:49+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agentic-architecture/</loc>
    <lastmod>2026-02-23T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/agentic-search-production-systems/</loc>
    <lastmod>2026-02-23T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/alfred-agentic-orchestration-for-ecommerce/</loc>
    <lastmod>2026-02-23T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gcp/</loc>
    <lastmod>2026-02-23T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/information-retrieval/</loc>
    <lastmod>2026-02-23T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/search-systems/</loc>
    <lastmod>2026-02-23T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/the-dark-side-of-ai-agents-a-hackers-paradise/</loc>
    <lastmod>2026-02-23T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/blast-radius/</loc>
    <lastmod>2026-02-23T13:01:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-adoption-business-risks-and-governance/</loc>
    <lastmod>2026-02-23T13:01:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/threat-modeling/</loc>
    <lastmod>2026-02-23T13:01:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/affective-computing/</loc>
    <lastmod>2026-02-22T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/emotional-ai/</loc>
    <lastmod>2026-02-22T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/lessons-from-deploying-a-text-to-sql-agent-in-production/</loc>
    <lastmod>2026-02-22T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/multi-modal-ai/</loc>
    <lastmod>2026-02-22T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/semantic-layer/</loc>
    <lastmod>2026-02-22T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/text-to-sql/</loc>
    <lastmod>2026-02-22T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/affective-agent-ai-architectures-and-ethics/</loc>
    <lastmod>2026-02-22T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/agent-driven-economy-and-the-future-of-dev-tools/</loc>
    <lastmod>2026-02-21T15:00:42+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/moltbook/</loc>
    <lastmod>2026-02-21T15:00:42+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/swarm-intelligence/</loc>
    <lastmod>2026-02-21T15:00:42+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-coding-assistants/</loc>
    <lastmod>2026-02-21T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/mcp-ai-agent-security-threats-and-defense/</loc>
    <lastmod>2026-02-21T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/runlayer/</loc>
    <lastmod>2026-02-21T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/best-practices-for-ai-assisted-development-with-cursor/</loc>
    <lastmod>2026-02-21T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/neptune-to-weights-and-biases-migration-guide/</loc>
    <lastmod>2026-02-20T20:00:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/migration/</loc>
    <lastmod>2026-02-20T20:00:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/model-registry/</loc>
    <lastmod>2026-02-20T20:00:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/neptune/</loc>
    <lastmod>2026-02-20T20:00:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/embabel/</loc>
    <lastmod>2026-02-20T13:44:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/spring-framework/</loc>
    <lastmod>2026-02-20T13:44:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/spring-veterans-on-ai-agents-and-framework-evolution/</loc>
    <lastmod>2026-02-20T13:44:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/virtual-threads/</loc>
    <lastmod>2026-02-20T13:44:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/google/</loc>
    <lastmod>2026-02-20T11:00:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/google-india-deal-claude-compiler-agent-security-ai-roi/</loc>
    <lastmod>2026-02-20T11:00:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/roi/</loc>
    <lastmod>2026-02-20T11:00:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/actor-model/</loc>
    <lastmod>2026-02-19T16:01:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/asya-framework/</loc>
    <lastmod>2026-02-19T16:01:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/asynchronous-processing/</loc>
    <lastmod>2026-02-19T16:01:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/rethinking-genai-infrastructure-with-asynchronous-actors-asya-framework/</loc>
    <lastmod>2026-02-19T16:01:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/deploying-reliable-ai-agents-in-production/</loc>
    <lastmod>2026-02-19T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ground-truth/</loc>
    <lastmod>2026-02-19T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/notebooks/</loc>
    <lastmod>2026-02-19T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/rethinking-python-notebooks-with-ai-and-marimo/</loc>
    <lastmod>2026-02-19T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-inference/</loc>
    <lastmod>2026-02-19T12:01:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/aws-alternative/</loc>
    <lastmod>2026-02-19T12:01:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/umur-cubukcu-ubicloud-open-cloud/</loc>
    <lastmod>2026-02-19T12:01:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-gravity/</loc>
    <lastmod>2026-02-19T12:01:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/egress-fees/</loc>
    <lastmod>2026-02-19T12:01:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/open-cloud/</loc>
    <lastmod>2026-02-19T12:01:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/architecting-secure-ai-agents-guide/</loc>
    <lastmod>2026-02-19T12:00:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/rbac/</loc>
    <lastmod>2026-02-19T12:00:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-transformation/</loc>
    <lastmod>2026-02-19T11:01:09+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/business-strategy/</loc>
    <lastmod>2026-02-19T11:01:09+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/the-end-of-saas-and-the-new-era-of-ai-driven-software/</loc>
    <lastmod>2026-02-19T11:01:09+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/market-dynamics/</loc>
    <lastmod>2026-02-19T11:01:09+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/api-best-practices/</loc>
    <lastmod>2026-02-18T21:25:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/prompt-caching-optimization-best-practices/</loc>
    <lastmod>2026-02-18T21:25:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/model-theft/</loc>
    <lastmod>2026-02-18T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-cybersecurity-for-healthcare-siyethaba-nxumalo/</loc>
    <lastmod>2026-02-18T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/legacy-systems/</loc>
    <lastmod>2026-02-18T15:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sales-ai/</loc>
    <lastmod>2026-02-18T15:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/simple-ai-yc-founder-fireside/</loc>
    <lastmod>2026-02-18T15:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/startup-pivot/</loc>
    <lastmod>2026-02-18T15:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agents.md/</loc>
    <lastmod>2026-02-18T13:01:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/improving-coding-agents-with-integrated-runtimes-and-introspection/</loc>
    <lastmod>2026-02-18T13:01:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/elixir/</loc>
    <lastmod>2026-02-18T13:01:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/introspection/</loc>
    <lastmod>2026-02-18T13:01:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/runtimes/</loc>
    <lastmod>2026-02-18T13:01:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/boris-cherny-claude-code-philosophy/</loc>
    <lastmod>2026-02-17T15:00:42+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/modernization/</loc>
    <lastmod>2026-02-17T13:29:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/serverless/2025/panel-ai-in-software-development/</loc>
    <lastmod>2026-02-17T13:29:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/local-llms/</loc>
    <lastmod>2026-02-17T12:01:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ollama/</loc>
    <lastmod>2026-02-17T12:01:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/vllm/</loc>
    <lastmod>2026-02-17T12:01:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-cybersecurity-local-llms-agent-communication-stack/</loc>
    <lastmod>2026-02-17T12:01:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/agents-in-production-tooling-mcp-governance/</loc>
    <lastmod>2026-02-16T17:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/hybrid-rag/</loc>
    <lastmod>2026-02-16T13:51:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/multimodal-embeddings/</loc>
    <lastmod>2026-02-16T13:51:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/multimodal-rag/</loc>
    <lastmod>2026-02-16T13:51:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai/a-guide-to-multimodal-rag-from-text-proxy-to-cross-modal-retrieval/</loc>
    <lastmod>2026-02-16T13:51:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/the-evolution-of-container-security-with-adrian-mouat/</loc>
    <lastmod>2026-02-16T13:00:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/artificial-life/</loc>
    <lastmod>2026-02-16T07:51:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/complexity-theory/</loc>
    <lastmod>2026-02-16T07:51:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/computational-evolution/</loc>
    <lastmod>2026-02-16T07:51:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/embodied-computation/</loc>
    <lastmod>2026-02-16T07:51:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/emergence/</loc>
    <lastmod>2026-02-16T07:51:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/origin-of-life/</loc>
    <lastmod>2026-02-16T07:51:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/phase-transition/</loc>
    <lastmod>2026-02-16T07:51:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/symbiogenesis/</loc>
    <lastmod>2026-02-16T07:51:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/von-neumann/</loc>
    <lastmod>2026-02-16T07:51:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/blaise-aguera-y-arcas-life-as-embodied-computation-and-symbiogenesis/</loc>
    <lastmod>2026-02-16T07:51:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ceo/</loc>
    <lastmod>2026-02-15T13:30:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/brian-halligan-sequoia-ceo-coach-scaling-frameworks/</loc>
    <lastmod>2026-02-15T13:30:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/hubspot/</loc>
    <lastmod>2026-02-15T13:30:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai/securing-agentic-systems-from-privilege-escalation/</loc>
    <lastmod>2026-02-14T12:01:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/least-privilege/</loc>
    <lastmod>2026-02-14T12:01:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/privilege-escalation/</loc>
    <lastmod>2026-02-14T12:01:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/clean-architecture/</loc>
    <lastmod>2026-02-13T13:26:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/clean-architecture-with-python-sam-keen/</loc>
    <lastmod>2026-02-13T13:26:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/testability/</loc>
    <lastmod>2026-02-13T13:26:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-marketing/</loc>
    <lastmod>2026-02-13T11:05:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/microsoft-copilot-ralph-wiggum-prompting-india-ai-summit-super-bowl-ads/</loc>
    <lastmod>2026-02-13T11:05:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/super-bowl-ads/</loc>
    <lastmod>2026-02-13T11:05:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/change-management/</loc>
    <lastmod>2026-02-12T16:45:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/scaling-ai-agents-productivity-governance/</loc>
    <lastmod>2026-02-12T16:45:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/sherwin-wu-openai-engineers-as-sorcerers/</loc>
    <lastmod>2026-02-12T13:30:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/quantum-computing-q-day-and-beyond/</loc>
    <lastmod>2026-02-12T13:01:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/bqp/</loc>
    <lastmod>2026-02-12T13:01:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/qiskit/</loc>
    <lastmod>2026-02-12T13:01:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/quantum-ai/</loc>
    <lastmod>2026-02-12T13:01:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/digital-in-memory-compute/</loc>
    <lastmod>2026-02-12T12:00:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/dimc/</loc>
    <lastmod>2026-02-12T12:00:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/hbm/</loc>
    <lastmod>2026-02-12T12:00:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/d-matrix-sid-sheth-digital-in-memory-compute-inference/</loc>
    <lastmod>2026-02-12T12:00:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/memory-bottleneck/</loc>
    <lastmod>2026-02-12T12:00:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sram/</loc>
    <lastmod>2026-02-12T12:00:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/neural-networks/</loc>
    <lastmod>2026-02-12T11:00:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/rivian/</loc>
    <lastmod>2026-02-12T11:00:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/rivian-ceo-rj-scaringe-on-ai-and-the-seismic-shift-to-software-defined-vehicles/</loc>
    <lastmod>2026-02-12T11:00:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/software-defined-vehicles/</loc>
    <lastmod>2026-02-12T11:00:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/security-developer-experience-platform-engineering-reconciliation/</loc>
    <lastmod>2026-02-11T13:00:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-agents-shadow-ai-and-the-security-risks-of-moving-too-fast/</loc>
    <lastmod>2026-02-11T11:01:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/netbox/</loc>
    <lastmod>2026-02-10T14:40:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-infrastructure-speed-scale-hypergrowth/</loc>
    <lastmod>2026-02-10T14:40:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-assisted-development/</loc>
    <lastmod>2026-02-10T13:37:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-assisted-development-workflows-security-quality/</loc>
    <lastmod>2026-02-10T13:37:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/provenance/</loc>
    <lastmod>2026-02-10T13:37:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/from-prompting-to-environments-the-future-of-ai-development/</loc>
    <lastmod>2026-02-10T13:00:54+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/environments-hub/</loc>
    <lastmod>2026-02-10T13:00:54+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/model-customization/</loc>
    <lastmod>2026-02-10T13:00:54+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/will-falcon-lightning-ai-full-stack-neo-cloud/</loc>
    <lastmod>2026-02-10T12:00:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gpu-infrastructure/</loc>
    <lastmod>2026-02-10T12:00:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/lightning-ai/</loc>
    <lastmod>2026-02-10T12:00:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/neo-cloud/</loc>
    <lastmod>2026-02-10T12:00:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/pytorch-lightning/</loc>
    <lastmod>2026-02-10T12:00:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/will-falcon/</loc>
    <lastmod>2026-02-10T12:00:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/applying-zero-trust-principles-to-agentic-ai/</loc>
    <lastmod>2026-02-10T05:00:48+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/advertising/</loc>
    <lastmod>2026-02-09T19:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/business-model/</loc>
    <lastmod>2026-02-09T19:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/openai-principled-approach-to-ads-in-chatgpt/</loc>
    <lastmod>2026-02-09T19:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/user-trust/</loc>
    <lastmod>2026-02-09T19:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/post-quantum-cryptography/hqc-hardware-design-optimization-security/</loc>
    <lastmod>2026-02-09T18:07:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/polynomial-multiplication/</loc>
    <lastmod>2026-02-09T18:07:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/state-of-ai-markets-growth-efficiency-model-busters/</loc>
    <lastmod>2026-02-09T15:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/arr/</loc>
    <lastmod>2026-02-09T15:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/market-analysis/</loc>
    <lastmod>2026-02-09T15:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/model-busters/</loc>
    <lastmod>2026-02-09T15:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/product-cycles/</loc>
    <lastmod>2026-02-09T15:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cloud-modernization/</loc>
    <lastmod>2026-02-09T13:01:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/value-flywheel-effect-cloud-modernization-ai-strategy/</loc>
    <lastmod>2026-02-09T13:01:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/value-flywheel/</loc>
    <lastmod>2026-02-09T13:01:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/future-of-software/</loc>
    <lastmod>2026-02-07T15:00:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/local-first-ai/</loc>
    <lastmod>2026-02-07T15:00:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/peter-steinberger-on-openclaw-and-the-future-of-local-first-ai-agents/</loc>
    <lastmod>2026-02-07T15:00:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/personal-ai-agents/</loc>
    <lastmod>2026-02-07T15:00:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/economics-of-ai/</loc>
    <lastmod>2026-02-07T12:00:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/end-to-end-ai/</loc>
    <lastmod>2026-02-07T12:00:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/robotaxis/</loc>
    <lastmod>2026-02-07T12:00:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/robotaxi-economics-and-data-center-rebellion/</loc>
    <lastmod>2026-02-07T12:00:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/anthropic-claude-vs-openai-gpt-enterprise-showdown/</loc>
    <lastmod>2026-02-06T22:05:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gpt-5/</loc>
    <lastmod>2026-02-06T22:05:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/model-comparison/</loc>
    <lastmod>2026-02-06T22:05:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/multi-agent-workflows/</loc>
    <lastmod>2026-02-06T22:05:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/the-elevenlabs-story-building-the-next-fundamental-computer-interface/</loc>
    <lastmod>2026-02-06T16:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/remote-work/</loc>
    <lastmod>2026-02-06T16:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/startup-culture/</loc>
    <lastmod>2026-02-06T16:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-in-software-development/</loc>
    <lastmod>2026-02-06T15:01:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/coding-agents-claude-codex-future-of-work/</loc>
    <lastmod>2026-02-06T15:01:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-in-devops/</loc>
    <lastmod>2026-02-06T13:27:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/cicd-as-the-factory-ai-in-devops/</loc>
    <lastmod>2026-02-06T13:27:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/circleci/</loc>
    <lastmod>2026-02-06T13:27:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/software-delivery/</loc>
    <lastmod>2026-02-06T13:27:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agent-orchestration/</loc>
    <lastmod>2026-02-06T11:00:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-coding-agents-orchestration-vs-development-moltbook/</loc>
    <lastmod>2026-02-06T11:00:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/openai-codex/</loc>
    <lastmod>2026-02-06T11:00:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/game-development/</loc>
    <lastmod>2026-02-05T16:59:59+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/dave-baszucki-roblox-ai-vision-building-the-holodeck/</loc>
    <lastmod>2026-02-05T16:59:59+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/npcs/</loc>
    <lastmod>2026-02-05T16:59:59+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/roblox/</loc>
    <lastmod>2026-02-05T16:59:59+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/virtual-worlds/</loc>
    <lastmod>2026-02-05T16:59:59+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/auto-formalization/</loc>
    <lastmod>2026-02-05T14:00:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/lean/</loc>
    <lastmod>2026-02-05T14:00:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/putnam-exam/</loc>
    <lastmod>2026-02-05T14:00:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/reasoning-engine/</loc>
    <lastmod>2026-02-05T14:00:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/axiom-ai-reasoning-engine-formal-verification/</loc>
    <lastmod>2026-02-05T14:00:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/architecture-for-flow-ddd-wardley-mapping-team-topologies/</loc>
    <lastmod>2026-02-05T13:00:45+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/conways-law/</loc>
    <lastmod>2026-02-05T13:00:45+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/systems-design/</loc>
    <lastmod>2026-02-05T13:00:45+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/value-stream-mapping/</loc>
    <lastmod>2026-02-05T13:00:45+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/megatron/</loc>
    <lastmod>2026-02-04T17:57:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/nemotron/</loc>
    <lastmod>2026-02-04T17:57:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/why-nvidia-builds-open-models-with-bryan-catanzaro/</loc>
    <lastmod>2026-02-04T17:57:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/metrics/</loc>
    <lastmod>2026-02-04T13:00:57+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/software-development-culture/</loc>
    <lastmod>2026-02-04T13:00:57+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/team-dynamics/</loc>
    <lastmod>2026-02-04T13:00:57+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/kent-beck-forest-vs-desert-software-culture/</loc>
    <lastmod>2026-02-04T13:00:57+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/bug-bounty/</loc>
    <lastmod>2026-02-04T11:00:23+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/malware/</loc>
    <lastmod>2026-02-04T11:00:23+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/nvd/</loc>
    <lastmod>2026-02-04T11:00:23+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-agents-cybersecurity-attack-surface-openclaw-nvd/</loc>
    <lastmod>2026-02-04T11:00:23+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/native-compilation/</loc>
    <lastmod>2026-02-03T13:28:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/quarkus/</loc>
    <lastmod>2026-02-03T13:28:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/quarkus-in-action-book-interview/</loc>
    <lastmod>2026-02-03T13:28:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/bpo/</loc>
    <lastmod>2026-02-03T13:00:54+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/forward-deployed-engineering/</loc>
    <lastmod>2026-02-03T13:00:54+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/insurance/</loc>
    <lastmod>2026-02-03T13:00:54+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/regulated-industries/</loc>
    <lastmod>2026-02-03T13:00:54+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/pace-ai-agents-transforming-insurance-bpo/</loc>
    <lastmod>2026-02-03T13:00:54+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/amazon-agi-labs/</loc>
    <lastmod>2026-02-03T12:00:56+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/nova-act/</loc>
    <lastmod>2026-02-03T12:00:56+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/antje-barth-amazon-agi-labs-nova-act-reliable-ai-agents/</loc>
    <lastmod>2026-02-03T12:00:56+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ui-automation/</loc>
    <lastmod>2026-02-03T12:00:56+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/model-security/</loc>
    <lastmod>2026-02-03T12:00:34+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/securing-and-governing-autonomous-ai-agents/</loc>
    <lastmod>2026-02-03T12:00:34+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/a16z/</loc>
    <lastmod>2026-02-02T18:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/financial-services/</loc>
    <lastmod>2026-02-02T18:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/solomon-horowitz-on-ai-macro-and-enterprise-adoption/</loc>
    <lastmod>2026-02-02T18:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/macroeconomics/</loc>
    <lastmod>2026-02-02T18:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/feature-store/</loc>
    <lastmod>2026-02-02T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/chronon-zipline-real-time-feature-compute-platform/</loc>
    <lastmod>2026-02-02T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/real-time-ml/</loc>
    <lastmod>2026-02-02T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/zipline-ai/</loc>
    <lastmod>2026-02-02T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/biological-computing/</loc>
    <lastmod>2026-02-02T13:00:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/finalspark/</loc>
    <lastmod>2026-02-02T13:00:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/organoids/</loc>
    <lastmod>2026-02-02T13:00:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/the-future-of-ai-hardware-biological-computing-with-living-neurons/</loc>
    <lastmod>2026-02-02T13:00:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-in-development/</loc>
    <lastmod>2026-01-30T15:00:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/yc-homepage-redesign-process/</loc>
    <lastmod>2026-01-30T15:00:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/dora/</loc>
    <lastmod>2026-01-30T13:28:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/dora-research-ai-impact-on-software-development/</loc>
    <lastmod>2026-01-30T13:28:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ethan-mollick-on-enterprise-ai-strategy-and-the-future-of-work/</loc>
    <lastmod>2026-01-30T12:00:42+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/co-intelligence/</loc>
    <lastmod>2026-01-30T12:00:42+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ethan-mollick/</loc>
    <lastmod>2026-01-30T12:00:42+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/dario-amodei/</loc>
    <lastmod>2026-01-30T11:00:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/grammy-iq/</loc>
    <lastmod>2026-01-30T11:00:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/maia-200/</loc>
    <lastmod>2026-01-30T11:00:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/moltbot/</loc>
    <lastmod>2026-01-30T11:00:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/moltbot-ai-agents-dario-amodei-adolescence-microsoft-maia-200/</loc>
    <lastmod>2026-01-30T11:00:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ensemble-methods/</loc>
    <lastmod>2026-01-29T15:00:45+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gemini-3/</loc>
    <lastmod>2026-01-29T15:00:45+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/poetic-recursive-self-improvement-gemini-3-arc-agi/</loc>
    <lastmod>2026-01-29T15:00:45+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/flow-engineering/</loc>
    <lastmod>2026-01-29T13:00:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/lean-tech/</loc>
    <lastmod>2026-01-29T13:00:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/organizational-culture/</loc>
    <lastmod>2026-01-29T13:00:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/scaling-agile/</loc>
    <lastmod>2026-01-29T13:00:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/lean-tech-manifesto-scaling-agile-with-fabrice-bernhard/</loc>
    <lastmod>2026-01-29T13:00:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ciso/</loc>
    <lastmod>2026-01-29T12:01:30+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai/security-risks-of-agentic-ai-and-quantum-computing/</loc>
    <lastmod>2026-01-29T12:01:30+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/defensive-ai/</loc>
    <lastmod>2026-01-29T12:01:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/identity-security/</loc>
    <lastmod>2026-01-29T12:01:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/securing-ai-agents-jason-martin/</loc>
    <lastmod>2026-01-29T12:01:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/bioengineering/</loc>
    <lastmod>2026-01-29T11:01:42+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cryopreservation/</loc>
    <lastmod>2026-01-29T11:01:42+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/longevity/</loc>
    <lastmod>2026-01-29T11:01:42+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/medical-hibernation/</loc>
    <lastmod>2026-01-29T11:01:42+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/organ-transplantation/</loc>
    <lastmod>2026-01-29T11:01:42+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/laura-deming-reversible-cryopreservation-until/</loc>
    <lastmod>2026-01-29T11:01:42+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/biometric-authentication/</loc>
    <lastmod>2026-01-28T18:20:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/fuzzy-extractors/</loc>
    <lastmod>2026-01-28T18:20:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/practical-fuzzy-extractors-for-biometric-key-derivation/</loc>
    <lastmod>2026-01-28T18:20:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/key-derivation/</loc>
    <lastmod>2026-01-28T18:20:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/2026-market-outlook/</loc>
    <lastmod>2026-01-28T17:51:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-playbook/</loc>
    <lastmod>2026-01-28T17:51:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/go-to-market-strategy/</loc>
    <lastmod>2026-01-28T17:51:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/2026-ai-market-outlook-and-playbook-for-growth-virality-and-returns/</loc>
    <lastmod>2026-01-28T17:51:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/building-agentic-ai-systems-aws-serverless/</loc>
    <lastmod>2026-01-28T13:01:28+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/step-functions/</loc>
    <lastmod>2026-01-28T13:01:28+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/alphagenome/</loc>
    <lastmod>2026-01-28T12:00:29+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/alphagenome-deepmind-dna-sequence-to-function-model/</loc>
    <lastmod>2026-01-28T12:00:29+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/genomics/</loc>
    <lastmod>2026-01-28T12:00:29+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/non-coding-dna/</loc>
    <lastmod>2026-01-28T12:00:29+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/transformer-models/</loc>
    <lastmod>2026-01-28T12:00:29+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/variant-effect-prediction/</loc>
    <lastmod>2026-01-28T12:00:29+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cisos/</loc>
    <lastmod>2026-01-28T11:01:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cybercrime/</loc>
    <lastmod>2026-01-28T11:01:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/hacker-manifesto/</loc>
    <lastmod>2026-01-28T11:01:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ceos-vs-cisos-ai-malware-resilience-hacker-manifesto/</loc>
    <lastmod>2026-01-28T11:01:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/voidlink/</loc>
    <lastmod>2026-01-28T11:01:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/airoa/</loc>
    <lastmod>2026-01-27T22:00:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/jdla-accelerating-ai-adoption-in-japan-governance-talent-robotics/</loc>
    <lastmod>2026-01-27T22:00:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/e-certificate/</loc>
    <lastmod>2026-01-27T22:00:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/g-certificate/</loc>
    <lastmod>2026-01-27T22:00:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/hiroshima-ai-process/</loc>
    <lastmod>2026-01-27T22:00:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/japanese-government/</loc>
    <lastmod>2026-01-27T22:00:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/jdla/</loc>
    <lastmod>2026-01-27T22:00:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/talent-development/</loc>
    <lastmod>2026-01-27T22:00:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-orchestration/</loc>
    <lastmod>2026-01-27T13:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ide-convergence/</loc>
    <lastmod>2026-01-27T13:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/the-terminal-as-the-workbench-for-ai-powered-development/</loc>
    <lastmod>2026-01-27T13:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/terminal/</loc>
    <lastmod>2026-01-27T13:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/sam-altman-future-of-ai-for-builders/</loc>
    <lastmod>2026-01-27T01:06:09+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sam-altman/</loc>
    <lastmod>2026-01-27T01:06:09+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ci/cd-for-ml/</loc>
    <lastmod>2026-01-26T21:30:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/hyperparameter-tuning/</loc>
    <lastmod>2026-01-26T21:30:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/model-lifecycle-management/</loc>
    <lastmod>2026-01-26T21:30:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/guides/mlops/weights-and-biases-models-deep-dive/</loc>
    <lastmod>2026-01-26T21:30:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/business-models/</loc>
    <lastmod>2026-01-26T16:49:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/growth-investing/</loc>
    <lastmod>2026-01-26T16:49:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-reshaping-late-stage-private-markets/</loc>
    <lastmod>2026-01-26T16:49:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/private-markets/</loc>
    <lastmod>2026-01-26T16:49:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/artie-real-time-data-streaming-startup-journey/</loc>
    <lastmod>2026-01-26T16:00:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cdc/</loc>
    <lastmod>2026-01-26T16:00:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/change-data-capture/</loc>
    <lastmod>2026-01-26T16:00:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/categories/data-science/</loc>
    <lastmod>2026-01-26T16:00:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-streaming/</loc>
    <lastmod>2026-01-26T16:00:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/snowflake/</loc>
    <lastmod>2026-01-26T16:00:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/bi/</loc>
    <lastmod>2026-01-26T15:15:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cube.dev/</loc>
    <lastmod>2026-01-26T15:15:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-modeling/</loc>
    <lastmod>2026-01-26T15:15:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/semantic-layer-ai-agents-data-engineering/</loc>
    <lastmod>2026-01-26T15:15:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/apache-kafka/</loc>
    <lastmod>2026-01-26T13:01:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/venicedb-unbundled-architecture-chaos-engineering-duckdb/</loc>
    <lastmod>2026-01-26T13:01:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-architecture/</loc>
    <lastmod>2026-01-26T13:01:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/energy-based-models/</loc>
    <lastmod>2026-01-25T10:15:49+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/jeff-beck-philosophy-agency-ebm-jepa-ai-safety/</loc>
    <lastmod>2026-01-25T10:15:49+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/inverse-reinforcement-learning/</loc>
    <lastmod>2026-01-25T10:15:49+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/jepa/</loc>
    <lastmod>2026-01-25T10:15:49+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/philosophy-of-ai/</loc>
    <lastmod>2026-01-25T10:15:49+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/self-supervised-learning/</loc>
    <lastmod>2026-01-25T10:15:49+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/architecting-self-healing-ai-operations/</loc>
    <lastmod>2026-01-24T22:00:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cryo-em/</loc>
    <lastmod>2026-01-24T15:01:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/inverse-problems/</loc>
    <lastmod>2026-01-24T15:01:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/protein-dynamics/</loc>
    <lastmod>2026-01-24T15:01:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/structural-biology/</loc>
    <lastmod>2026-01-24T15:01:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-reshaping-structural-biology-with-ellen-zhong/</loc>
    <lastmod>2026-01-24T15:01:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-use-cases/</loc>
    <lastmod>2026-01-24T12:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/frontier-models/</loc>
    <lastmod>2026-01-24T12:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/guides/choosing-ai-model-llm-slm-fm/</loc>
    <lastmod>2026-01-24T12:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/model-selection/</loc>
    <lastmod>2026-01-24T12:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/slm/</loc>
    <lastmod>2026-01-24T12:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/document-ai/</loc>
    <lastmod>2026-01-23T21:00:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/upstage-document-ai-financial-workflow-automation/</loc>
    <lastmod>2026-01-23T21:00:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/information-extraction/</loc>
    <lastmod>2026-01-23T21:00:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ocr/</loc>
    <lastmod>2026-01-23T21:00:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/future-of-enterprise-ai-predictive-devsecops-and-agentic-workflows/</loc>
    <lastmod>2026-01-23T21:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/apps-sdk/</loc>
    <lastmod>2026-01-23T19:34:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/building-realtime-multiplayer-chatgpt-apps-with-codex/</loc>
    <lastmod>2026-01-23T19:34:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/statelessness/</loc>
    <lastmod>2026-01-23T15:00:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/mem0-memory-layer-for-ai-agents/</loc>
    <lastmod>2026-01-23T15:00:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/api-standards/</loc>
    <lastmod>2026-01-23T11:01:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ibm/</loc>
    <lastmod>2026-01-23T11:01:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/openai-ads-claude-code-enterprise-2030-open-responses/</loc>
    <lastmod>2026-01-23T11:01:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/philosophy-of-neuroscience-and-ai-mazviita-chirimuuta/</loc>
    <lastmod>2026-01-23T10:25:09+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/computational-theory-of-mind/</loc>
    <lastmod>2026-01-23T10:25:09+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/embodied-cognition/</loc>
    <lastmod>2026-01-23T10:25:09+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/heidegger/</loc>
    <lastmod>2026-01-23T10:25:09+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/philosophy-of-mind/</loc>
    <lastmod>2026-01-23T10:25:09+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/scientific-realism/</loc>
    <lastmod>2026-01-23T10:25:09+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/understanding-diffusion-models-from-theory-to-code/</loc>
    <lastmod>2026-01-22T15:01:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/effect-oriented-programming-explained/</loc>
    <lastmod>2026-01-22T13:00:54+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/moat/</loc>
    <lastmod>2026-01-22T11:01:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mongodb/</loc>
    <lastmod>2026-01-22T11:01:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/the-future-of-software-platforms-are-forever-with-cj-desai/</loc>
    <lastmod>2026-01-22T11:01:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/platform-strategy/</loc>
    <lastmod>2026-01-22T11:01:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agent-observability/</loc>
    <lastmod>2026-01-22T08:00:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/transition-from-data-observability-to-agent-observability/</loc>
    <lastmod>2026-01-22T08:00:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/the-evolution-of-ai-agents-from-scaffolding-to-self-improving-harnesses/</loc>
    <lastmod>2026-01-21T13:01:56+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/langchain/</loc>
    <lastmod>2026-01-21T13:01:56+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/communication-patterns/</loc>
    <lastmod>2026-01-21T13:01:45+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/decision-records/</loc>
    <lastmod>2026-01-21T13:01:45+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/software-design-architecture-communication-at-scale/</loc>
    <lastmod>2026-01-21T13:01:45+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-threats/</loc>
    <lastmod>2026-01-21T11:01:28+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cyber-range/</loc>
    <lastmod>2026-01-21T11:01:28+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cybersecurity-training/</loc>
    <lastmod>2026-01-21T11:01:28+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-cybersecurity-immersive-training-for-incident-response/</loc>
    <lastmod>2026-01-21T11:01:28+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/social-engineering/</loc>
    <lastmod>2026-01-21T11:01:28+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/overworld-labs-waypoint-1-open-source-world-model/</loc>
    <lastmod>2026-01-21T09:14:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/overworld-labs/</loc>
    <lastmod>2026-01-21T09:14:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/real-time-generation/</loc>
    <lastmod>2026-01-21T09:14:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/waypoint-1/</loc>
    <lastmod>2026-01-21T09:14:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-coding-tools/</loc>
    <lastmod>2026-01-20T14:00:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/atlassian/</loc>
    <lastmod>2026-01-20T14:00:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/teamwork-graph/</loc>
    <lastmod>2026-01-20T14:00:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/atlassian-ceo-on-ai-developer-productivity/</loc>
    <lastmod>2026-01-20T14:00:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/embracing-ai-in-education-to-foster-future-ready-skills/</loc>
    <lastmod>2026-01-20T12:01:21+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-moats/</loc>
    <lastmod>2026-01-19T16:17:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/defensibility/</loc>
    <lastmod>2026-01-19T16:17:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/investment-strategy/</loc>
    <lastmod>2026-01-19T16:17:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/systems-of-record/</loc>
    <lastmod>2026-01-19T16:17:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/a16z-investment-themes-ai-application-cycle/</loc>
    <lastmod>2026-01-19T16:17:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-bubble/</loc>
    <lastmod>2026-01-19T16:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/compute-scaling/</loc>
    <lastmod>2026-01-19T16:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sarah-friar/</loc>
    <lastmod>2026-01-19T16:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/friar-khosla-ai-demand-compute-future/</loc>
    <lastmod>2026-01-19T16:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/vinod-khosla/</loc>
    <lastmod>2026-01-19T16:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/co-engineering/</loc>
    <lastmod>2026-01-19T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/co-engineering-with-ai-agents-in-the-enterprise/</loc>
    <lastmod>2026-01-19T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-capabilities/</loc>
    <lastmod>2026-01-19T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/reconciling-ai-benchmarks-with-real-world-developer-productivity/</loc>
    <lastmod>2026-01-19T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/j-curve/</loc>
    <lastmod>2026-01-19T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/metr/</loc>
    <lastmod>2026-01-19T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/time-horizon/</loc>
    <lastmod>2026-01-19T14:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/serverless-empowering-agentic-ai-revolution/</loc>
    <lastmod>2026-01-19T13:00:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/coding-automation/</loc>
    <lastmod>2026-01-19T02:45:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-coding-agents-automation-and-the-future-of-software-engineering/</loc>
    <lastmod>2026-01-19T02:45:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/non-technical-pm-guide-to-building-with-ai-cursor/</loc>
    <lastmod>2026-01-18T13:30:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/non-technical/</loc>
    <lastmod>2026-01-18T13:30:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/functionalism/</loc>
    <lastmod>2026-01-18T04:38:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/metaphor/</loc>
    <lastmod>2026-01-18T04:38:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ontology/</loc>
    <lastmod>2026-01-18T04:38:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/prediction-vs-understanding/</loc>
    <lastmod>2026-01-18T04:38:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/simplification/</loc>
    <lastmod>2026-01-18T04:38:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/science-of-simplification-brain-metaphors-and-ai/</loc>
    <lastmod>2026-01-18T04:38:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/assume-breach/</loc>
    <lastmod>2026-01-17T12:01:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/c2-attack/</loc>
    <lastmod>2026-01-17T12:01:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ethical-hacking/</loc>
    <lastmod>2026-01-17T12:01:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ethical-hacking-war-story-assume-breach-iam/</loc>
    <lastmod>2026-01-17T12:01:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/lateral-movement/</loc>
    <lastmod>2026-01-17T12:01:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/thomas-wolf-hugging-face-open-source-ai-startups/</loc>
    <lastmod>2026-01-16T15:00:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/augmented-intelligence/</loc>
    <lastmod>2026-01-16T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/commercialization/</loc>
    <lastmod>2026-01-16T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/defect-prevention/</loc>
    <lastmod>2026-01-16T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/manufacturing-ai/</loc>
    <lastmod>2026-01-16T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/future-of-manufacturing-augmented-intelligence-daren-fields/</loc>
    <lastmod>2026-01-16T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/predictive-maintenance/</loc>
    <lastmod>2026-01-16T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/claude-cowork/</loc>
    <lastmod>2026-01-16T11:01:48+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/claude-cowork-apple-google-ai-linus-torvalds-vibe-coding/</loc>
    <lastmod>2026-01-16T11:01:48+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/google-gemini/</loc>
    <lastmod>2026-01-16T11:01:48+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/linus-torvalds/</loc>
    <lastmod>2026-01-16T11:01:48+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/siri/</loc>
    <lastmod>2026-01-16T11:01:48+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/feature-engineering/</loc>
    <lastmod>2026-01-16T06:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/relational-foundation-models-for-enterprise-ai/</loc>
    <lastmod>2026-01-16T06:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/relational-foundation-models/</loc>
    <lastmod>2026-01-16T06:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/a16z-horowitz-andreessen-supply-driven-markets-and-the-ai-era/</loc>
    <lastmod>2026-01-15T17:39:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/founder-psychology/</loc>
    <lastmod>2026-01-15T17:39:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/media-ecosystem/</loc>
    <lastmod>2026-01-15T17:39:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/substack/</loc>
    <lastmod>2026-01-15T17:39:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/supply-driven-markets/</loc>
    <lastmod>2026-01-15T17:39:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/machine-unlearning-as-ai-neuro-surgery/</loc>
    <lastmod>2026-01-15T12:01:54+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/machine-unlearning/</loc>
    <lastmod>2026-01-15T12:01:54+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/model-editing/</loc>
    <lastmod>2026-01-15T12:01:54+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gpu-memory/</loc>
    <lastmod>2026-01-15T12:00:36+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mamba/</loc>
    <lastmod>2026-01-15T12:00:36+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/s4/</loc>
    <lastmod>2026-01-15T12:00:36+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ssm/</loc>
    <lastmod>2026-01-15T12:00:36+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/state-space-models/</loc>
    <lastmod>2026-01-15T12:00:36+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/state-space-models-vs-transformers/</loc>
    <lastmod>2026-01-15T12:00:36+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/emil-michael-transforming-us-military-with-generative-ai-and-defense-tech/</loc>
    <lastmod>2026-01-15T11:01:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/autonomous-systems/</loc>
    <lastmod>2026-01-15T11:01:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/genai.mil/</loc>
    <lastmod>2026-01-15T11:01:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/hypersonics/</loc>
    <lastmod>2026-01-15T11:01:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-for-chip-design-unleashing-recursive-self-improvement/</loc>
    <lastmod>2026-01-14T20:36:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/access-management/</loc>
    <lastmod>2026-01-14T15:03:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/auth0/</loc>
    <lastmod>2026-01-14T15:03:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ciba/</loc>
    <lastmod>2026-01-14T15:03:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/secure-identity-and-access-management-for-ai-agents/</loc>
    <lastmod>2026-01-14T15:03:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/okta/</loc>
    <lastmod>2026-01-14T15:03:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/insider-threats/</loc>
    <lastmod>2026-01-14T11:00:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/passkeys/</loc>
    <lastmod>2026-01-14T11:00:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/state-of-cybersecurity-ransomware-ai-agents-robot-hacking/</loc>
    <lastmod>2026-01-14T11:00:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/food-waste/</loc>
    <lastmod>2026-01-13T16:51:56+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/logistics/</loc>
    <lastmod>2026-01-13T16:51:56+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/x-podcast-deep-dive-food-waste-delta-chorus/</loc>
    <lastmod>2026-01-13T16:51:56+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/moonshot-thinking/</loc>
    <lastmod>2026-01-13T16:51:56+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/project-chorus/</loc>
    <lastmod>2026-01-13T16:51:56+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/andreessen-horowitz/</loc>
    <lastmod>2026-01-13T14:01:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ben-horowitz-a16z-ai-venture-capital-strategy/</loc>
    <lastmod>2026-01-13T14:01:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/firm-management/</loc>
    <lastmod>2026-01-13T14:01:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/market-cycles/</loc>
    <lastmod>2026-01-13T14:01:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/agentic-data-management-and-self-healing-pipelines-with-ashwin-rajeeva/</loc>
    <lastmod>2026-01-13T12:01:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-pipelines/</loc>
    <lastmod>2026-01-13T12:01:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-sprawl/</loc>
    <lastmod>2026-01-13T12:01:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-in-higher-education-student-perspectives/</loc>
    <lastmod>2026-01-12T22:41:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/students/</loc>
    <lastmod>2026-01-12T22:41:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/durable-ai-agents-with-temporal-and-openai-sdk/</loc>
    <lastmod>2026-01-12T19:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sdk/</loc>
    <lastmod>2026-01-12T19:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/domain-specific-llm/</loc>
    <lastmod>2026-01-12T19:00:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/hitachi-domain-specific-llm-for-design-document-review/</loc>
    <lastmod>2026-01-12T19:00:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/lora/</loc>
    <lastmod>2026-01-12T19:00:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/quality-assurance/</loc>
    <lastmod>2026-01-12T19:00:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/system-development/</loc>
    <lastmod>2026-01-12T19:00:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agents-sdk/</loc>
    <lastmod>2026-01-12T16:11:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/code-review/</loc>
    <lastmod>2026-01-12T16:11:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/config.toml/</loc>
    <lastmod>2026-01-12T16:11:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/getting-started-with-openai-codex-onboarding-guide/</loc>
    <lastmod>2026-01-12T16:11:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/getting-started-with-openai-codex/</loc>
    <lastmod>2026-01-12T16:11:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mcp-model-connectable-protocol/</loc>
    <lastmod>2026-01-12T16:11:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/openai-agents-sdk/</loc>
    <lastmod>2026-01-12T16:11:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/vs-code-extension/</loc>
    <lastmod>2026-01-12T16:11:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/llm-reliability/</loc>
    <lastmod>2026-01-12T14:15:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/structured-dissent/</loc>
    <lastmod>2026-01-12T14:15:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/structured-dissent-multi-agent-debate-swarm-for-llm-reliability/</loc>
    <lastmod>2026-01-12T14:15:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/deploying-genai-at-scale-nine-lessons-from-the-trenches/</loc>
    <lastmod>2026-01-12T13:01:53+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cost-management/</loc>
    <lastmod>2026-01-12T13:01:53+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/llm-adoption/</loc>
    <lastmod>2026-01-12T13:01:53+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/audit-trails/</loc>
    <lastmod>2026-01-12T02:45:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/llm-orchestration/</loc>
    <lastmod>2026-01-12T02:45:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/mcp-security-when-ai-agents-talk-to-everything/</loc>
    <lastmod>2026-01-12T02:45:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/misinformation/</loc>
    <lastmod>2026-01-12T02:45:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/multi-agent-system-for-misinformation-lifecycle/</loc>
    <lastmod>2026-01-12T02:45:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/policy-engine/</loc>
    <lastmod>2026-01-12T02:45:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/building-production-ready-ai-voice-agents-in-production/</loc>
    <lastmod>2026-01-12T02:45:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/best-practices-for-building-enterprise-ai-products/</loc>
    <lastmod>2026-01-11T13:31:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ces-2026/</loc>
    <lastmod>2026-01-10T12:01:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/humanoid-robotics/</loc>
    <lastmod>2026-01-10T12:01:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ces-2026-humanoids-sdvs-and-ai-chip-export-controls/</loc>
    <lastmod>2026-01-10T12:01:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/us-china-tech/</loc>
    <lastmod>2026-01-10T12:01:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agent-evals/</loc>
    <lastmod>2026-01-09T23:01:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/evaluating-collaborative-ai-agents-with-graders-and-rft/</loc>
    <lastmod>2026-01-09T23:01:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/graders/</loc>
    <lastmod>2026-01-09T23:01:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/language-models/</loc>
    <lastmod>2026-01-09T23:01:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-architectures/</loc>
    <lastmod>2026-01-09T16:00:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cartesia/</loc>
    <lastmod>2026-01-09T16:00:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/representation-learning/</loc>
    <lastmod>2026-01-09T16:00:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/karan-goel-cartesia-ai-architectures-ssms-multimodality/</loc>
    <lastmod>2026-01-09T16:00:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agentic-ide/</loc>
    <lastmod>2026-01-09T15:15:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/property-based-testing/</loc>
    <lastmod>2026-01-09T15:15:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/spec-driven-development-sharpening-ai-toolbox/</loc>
    <lastmod>2026-01-09T15:15:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/disney-openai-deal-nvidia-neotron-3-claude-soul-document/</loc>
    <lastmod>2026-01-09T14:10:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/disney/</loc>
    <lastmod>2026-01-09T14:10:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/neotron-3/</loc>
    <lastmod>2026-01-09T14:10:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/collections-framework/</loc>
    <lastmod>2026-01-09T13:24:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/design-patterns/</loc>
    <lastmod>2026-01-09T13:24:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/generics/</loc>
    <lastmod>2026-01-09T13:24:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/immutability/</loc>
    <lastmod>2026-01-09T13:24:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/java-generics-collections-evolution-design-retrospective/</loc>
    <lastmod>2026-01-09T13:24:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/disney-openai-deal-nvidia-stack-claude-soul-document/</loc>
    <lastmod>2026-01-09T11:01:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/full-stack-ai/</loc>
    <lastmod>2026-01-09T11:01:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/licensing/</loc>
    <lastmod>2026-01-09T11:01:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/model-alignment/</loc>
    <lastmod>2026-01-09T11:01:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/improving-ai-reasoning-gulwani/</loc>
    <lastmod>2026-01-09T00:57:41+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/dspy/</loc>
    <lastmod>2026-01-08T20:48:21+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/dspy-programming-with-llms/</loc>
    <lastmod>2026-01-08T20:48:21+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/pwc-ai-managed-services-rani-radhakrishnan/</loc>
    <lastmod>2026-01-08T20:07:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/managed-services/</loc>
    <lastmod>2026-01-08T20:07:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/pwc/</loc>
    <lastmod>2026-01-08T20:07:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/optimizing-gpu-usage-adobe-firefly/</loc>
    <lastmod>2026-01-08T20:06:41+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/adobe-firefly/</loc>
    <lastmod>2026-01-08T20:06:41+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/scheduling/</loc>
    <lastmod>2026-01-08T20:06:41+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-generation/</loc>
    <lastmod>2026-01-08T18:00:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/post-training-sft-dpo-rl-overview/</loc>
    <lastmod>2026-01-08T18:00:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/automating-large-scale-refactors-with-ai-agent-swarms/</loc>
    <lastmod>2026-01-08T16:30:23+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/code-refactoring/</loc>
    <lastmod>2026-01-08T16:30:23+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/open-hands/</loc>
    <lastmod>2026-01-08T16:30:23+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/tech-debt/</loc>
    <lastmod>2026-01-08T16:30:23+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/adversarial-ai/</loc>
    <lastmod>2026-01-08T13:01:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/thinking-like-an-adversary-ai-security-katharine-jarmul/</loc>
    <lastmod>2026-01-08T13:01:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/secure-ai/</loc>
    <lastmod>2026-01-08T13:01:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/genesis-computing/</loc>
    <lastmod>2026-01-08T12:00:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/matthew-glickman/</loc>
    <lastmod>2026-01-08T12:00:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-agents-automating-data-engineering-workflows/</loc>
    <lastmod>2026-01-08T12:00:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/digital-biology/</loc>
    <lastmod>2026-01-08T11:01:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/jensen-huang-nvidia-state-of-ai-2026/</loc>
    <lastmod>2026-01-08T11:01:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ma/</loc>
    <lastmod>2026-01-08T10:01:40+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/nikesh-arora-palo-alto-networks-ceo-playbook/</loc>
    <lastmod>2026-01-08T10:01:40+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/arcade-ai/</loc>
    <lastmod>2026-01-07T16:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/building-production-grade-agentic-tools/</loc>
    <lastmod>2026-01-07T16:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/2026-cybersecurity-trends-ai-threats-and-defenses/</loc>
    <lastmod>2026-01-07T12:05:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/clickfix/</loc>
    <lastmod>2026-01-07T12:05:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/lastpass/</loc>
    <lastmod>2026-01-07T12:05:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/password-managers/</loc>
    <lastmod>2026-01-07T12:05:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/building-durable-ai-agents-with-vercel-workflows/</loc>
    <lastmod>2026-01-06T16:00:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/workflows/</loc>
    <lastmod>2026-01-06T16:00:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/anaximander/</loc>
    <lastmod>2026-01-06T15:58:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/interactive-orchestration-geospatial-foundation-models-anaximander/</loc>
    <lastmod>2026-01-06T15:58:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/earth-observation/</loc>
    <lastmod>2026-01-06T15:58:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/geospatial/</loc>
    <lastmod>2026-01-06T15:58:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/qgis/</loc>
    <lastmod>2026-01-06T15:58:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/remote-sensing/</loc>
    <lastmod>2026-01-06T15:58:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/azure/</loc>
    <lastmod>2026-01-06T15:01:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/why-ai-needs-specialized-clouds-corey-sanders/</loc>
    <lastmod>2026-01-06T15:01:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/liquid-cooling/</loc>
    <lastmod>2026-01-06T15:01:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/workload-optimization/</loc>
    <lastmod>2026-01-06T15:01:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/autonomy/</loc>
    <lastmod>2026-01-02T13:23:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/michael-nygard-autonomy-architecture-alignment-at-scale/</loc>
    <lastmod>2026-01-02T13:23:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cloud-migration/</loc>
    <lastmod>2026-01-02T13:23:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/release-it/</loc>
    <lastmod>2026-01-02T13:23:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-impact-on-seo-and-business-scaling-with-julian-goldie/</loc>
    <lastmod>2026-01-02T12:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-automation/</loc>
    <lastmod>2026-01-02T12:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/business-scaling/</loc>
    <lastmod>2026-01-02T12:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/geo/</loc>
    <lastmod>2026-01-02T12:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/google-ai-studio/</loc>
    <lastmod>2026-01-02T12:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/heygen/</loc>
    <lastmod>2026-01-02T12:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/solopreneur/</loc>
    <lastmod>2026-01-02T12:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/2026-predictions/</loc>
    <lastmod>2026-01-02T11:00:30+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-trends/</loc>
    <lastmod>2026-01-02T11:00:30+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2026/ai-trends-2025-review-2026-predictions-agents-open-source-hardware-multimodality/</loc>
    <lastmod>2026-01-02T11:00:30+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/modular-ai/</loc>
    <lastmod>2026-01-02T11:00:30+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/super-agents/</loc>
    <lastmod>2026-01-02T11:00:30+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/active-inference/</loc>
    <lastmod>2025-12-31T19:35:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/bayesian-inference/</loc>
    <lastmod>2025-12-31T19:35:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/causal-models/</loc>
    <lastmod>2025-12-31T19:35:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/computational-neuroscience/</loc>
    <lastmod>2025-12-31T19:35:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/grounding-problem/</loc>
    <lastmod>2025-12-31T19:35:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/object-centered-ai/</loc>
    <lastmod>2025-12-31T19:35:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/jeff-beck-bayesian-brain-object-centered-ai/</loc>
    <lastmod>2025-12-31T19:35:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/crossplane/</loc>
    <lastmod>2025-12-30T13:26:56+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/frameworks/</loc>
    <lastmod>2025-12-30T13:26:56+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/fundamentals-of-devops-and-software-delivery/</loc>
    <lastmod>2025-12-30T13:26:56+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/fundamentals-of-devops-infrastructure-as-code-and-emerging-paradigms-brikman-morris/</loc>
    <lastmod>2025-12-30T13:26:56+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/infrastructure-from-code/</loc>
    <lastmod>2025-12-30T13:26:56+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/interactive-runbooks/</loc>
    <lastmod>2025-12-30T13:26:56+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/system-initiative/</loc>
    <lastmod>2025-12-30T13:26:56+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/terraform/</loc>
    <lastmod>2025-12-30T13:26:56+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/terragrunt/</loc>
    <lastmod>2025-12-30T13:26:56+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/john-roese-dell-cto-ai-predictions-2026/</loc>
    <lastmod>2025-12-30T12:00:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-factory/</loc>
    <lastmod>2025-12-30T12:00:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-roi/</loc>
    <lastmod>2025-12-30T12:00:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/dell-technologies/</loc>
    <lastmod>2025-12-30T12:00:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/john-roese/</loc>
    <lastmod>2025-12-30T12:00:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/knowledge-layer/</loc>
    <lastmod>2025-12-30T12:00:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/catastrophic-forgetting/</loc>
    <lastmod>2025-12-29T19:39:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/injecting-knowledge-into-llm-weights/</loc>
    <lastmod>2025-12-29T19:39:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/parameter-efficient-fine-tuning/</loc>
    <lastmod>2025-12-29T19:39:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/peft/</loc>
    <lastmod>2025-12-29T19:39:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/the-agentic-shift-7-foundational-patterns-for-ai-system-design/</loc>
    <lastmod>2025-12-29T13:00:40+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-patterns/</loc>
    <lastmod>2025-12-29T13:00:40+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/self-correcting-rag/</loc>
    <lastmod>2025-12-29T13:00:40+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cyber-threat-predictions/</loc>
    <lastmod>2025-12-29T12:00:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-agents-quantum-computing-cybersecurity-predictions-2026/</loc>
    <lastmod>2025-12-29T12:00:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-breach/</loc>
    <lastmod>2025-12-29T12:00:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/fido-alliance/</loc>
    <lastmod>2025-12-29T12:00:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/phishing/</loc>
    <lastmod>2025-12-29T12:00:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/polymorphic-malware/</loc>
    <lastmod>2025-12-29T12:00:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/poolside-malibu-agent-demo-vision-for-agi/</loc>
    <lastmod>2025-12-27T23:13:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/code-migration/</loc>
    <lastmod>2025-12-27T23:13:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/malibu-agent/</loc>
    <lastmod>2025-12-27T23:13:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/poolside/</loc>
    <lastmod>2025-12-27T23:13:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/a/b-testing/</loc>
    <lastmod>2025-12-26T22:06:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agent-evaluation/</loc>
    <lastmod>2025-12-26T22:06:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/aipm/</loc>
    <lastmod>2025-12-26T22:06:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/arise/</loc>
    <lastmod>2025-12-26T22:06:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/shipping-ai-that-works-an-evaluation-framework-for-pms/</loc>
    <lastmod>2025-12-26T22:06:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/how-claude-code-works-unofficial-deep-dive/</loc>
    <lastmod>2025-12-26T22:04:34+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/promptlayer/</loc>
    <lastmod>2025-12-26T22:04:34+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sourcegraph-amp/</loc>
    <lastmod>2025-12-26T22:04:34+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agent-layer/</loc>
    <lastmod>2025-12-26T17:00:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agentic-software/</loc>
    <lastmod>2025-12-26T17:00:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/dynamic-agents/</loc>
    <lastmod>2025-12-26T17:00:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/electro-industrial-stack/</loc>
    <lastmod>2025-12-26T17:00:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/big-ideas-2026-systems-agents-industrial-stack/</loc>
    <lastmod>2025-12-26T17:00:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/big-ideas-2026-systems-software-agents/</loc>
    <lastmod>2025-12-26T17:00:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/industrial-automation/</loc>
    <lastmod>2025-12-26T17:00:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/industrial-technology/</loc>
    <lastmod>2025-12-26T17:00:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/itsm/</loc>
    <lastmod>2025-12-26T17:00:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-in-coding/</loc>
    <lastmod>2025-12-26T13:23:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/book-authoring/</loc>
    <lastmod>2025-12-26T13:23:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/coding-challenges/</loc>
    <lastmod>2025-12-26T13:23:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/junior-developers/</loc>
    <lastmod>2025-12-26T13:23:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/the-evolution-of-python-programming-ai-and-mentorship/</loc>
    <lastmod>2025-12-26T13:23:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mentorship/</loc>
    <lastmod>2025-12-26T13:23:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/type-hinting/</loc>
    <lastmod>2025-12-26T13:23:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/future-of-ai-code-generation-barbell-effect-and-open-source-challenges/</loc>
    <lastmod>2025-12-26T11:01:42+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/inference-cost/</loc>
    <lastmod>2025-12-26T11:01:42+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/from-sonic-pi-to-tau5-live-coding-collaboration-and-ai/</loc>
    <lastmod>2025-12-25T13:00:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/phoenix-liveview/</loc>
    <lastmod>2025-12-25T13:00:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/tau5/</loc>
    <lastmod>2025-12-25T13:00:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-timelines/</loc>
    <lastmod>2025-12-23T20:28:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/economic-impact/</loc>
    <lastmod>2025-12-23T20:28:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-progress-critique-on-rl-and-continual-learning/</loc>
    <lastmod>2025-12-23T20:28:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/preparing-for-an-agentic-future-no-regrets-investments/</loc>
    <lastmod>2025-12-23T17:30:28+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/legacy-code/</loc>
    <lastmod>2025-12-23T17:30:28+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/system-prompt-learning-for-coding-agents-llm-evals/</loc>
    <lastmod>2025-12-23T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/evaluations/</loc>
    <lastmod>2025-12-23T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/klein/</loc>
    <lastmod>2025-12-23T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/meta-prompts/</loc>
    <lastmod>2025-12-23T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/prompt-learning/</loc>
    <lastmod>2025-12-23T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/swebench/</loc>
    <lastmod>2025-12-23T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/system-prompts/</loc>
    <lastmod>2025-12-23T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/agent-readiness-unlocking-ai-in-software-engineering/</loc>
    <lastmod>2025-12-22T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/from-chat-to-action-the-future-of-ai-interfaces/</loc>
    <lastmod>2025-12-22T14:01:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-native-crm/</loc>
    <lastmod>2025-12-22T14:01:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/machine-legibility/</loc>
    <lastmod>2025-12-22T14:01:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/proactive-ai/</loc>
    <lastmod>2025-12-22T14:01:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/user-interface/</loc>
    <lastmod>2025-12-22T14:01:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-benchmarking-fails-human-experience-prolific-humaine-leaderboard/</loc>
    <lastmod>2025-12-20T20:41:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/human-preference/</loc>
    <lastmod>2025-12-20T20:41:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/llm-leaderboard/</loc>
    <lastmod>2025-12-20T20:41:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sycophancy/</loc>
    <lastmod>2025-12-20T20:41:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/trueskill/</loc>
    <lastmod>2025-12-20T20:41:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/complexity/</loc>
    <lastmod>2025-12-20T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/fred-brooks/</loc>
    <lastmod>2025-12-20T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/rich-hickey/</loc>
    <lastmod>2025-12-20T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/software-crisis/</loc>
    <lastmod>2025-12-20T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/the-infinite-software-crisis-human-judgment-in-the-age-of-ai/</loc>
    <lastmod>2025-12-20T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/agentic-ai-risks-shadow-ai-and-unified-governance/</loc>
    <lastmod>2025-12-20T12:00:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agile-development/</loc>
    <lastmod>2025-12-19T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/compensation-model/</loc>
    <lastmod>2025-12-19T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/incentive-structures/</loc>
    <lastmod>2025-12-19T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/paying-engineers-like-salespeople-a-story-point-compensation-model/</loc>
    <lastmod>2025-12-19T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/software-engineering-culture/</loc>
    <lastmod>2025-12-19T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/story-points/</loc>
    <lastmod>2025-12-19T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/team-performance/</loc>
    <lastmod>2025-12-19T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/the-evolution-of-ai-security-from-powered-attacks-to-orchestrated-threats/</loc>
    <lastmod>2025-12-19T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/credit-scoring/</loc>
    <lastmod>2025-12-19T14:01:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/digital-finance/</loc>
    <lastmod>2025-12-19T14:01:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/embedded-finance/</loc>
    <lastmod>2025-12-19T14:01:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/plaid/</loc>
    <lastmod>2025-12-19T14:01:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/fintech-seasons-ai-fraud-and-the-future-of-finance/</loc>
    <lastmod>2025-12-19T14:01:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-hype/</loc>
    <lastmod>2025-12-19T11:01:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/disney-openai-nemotron-claude-soul-document/</loc>
    <lastmod>2025-12-19T11:01:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/intellectual-property/</loc>
    <lastmod>2025-12-19T11:01:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/insights-from-consulting-on-ai-implementation/</loc>
    <lastmod>2025-12-18T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/risk-reduction/</loc>
    <lastmod>2025-12-18T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/use-cases/</loc>
    <lastmod>2025-12-18T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/clean-architecture-with-python-a-pragmatic-approach/</loc>
    <lastmod>2025-12-18T13:00:29+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/dependency-management/</loc>
    <lastmod>2025-12-18T13:00:29+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agentic-reasoning/</loc>
    <lastmod>2025-12-17T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/asynchronous-rl/</loc>
    <lastmod>2025-12-17T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/code-world-model/</loc>
    <lastmod>2025-12-17T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/code-world-model-learning-from-program-execution/</loc>
    <lastmod>2025-12-17T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/execution-tracing/</loc>
    <lastmod>2025-12-17T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/halting-problem/</loc>
    <lastmod>2025-12-17T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/neural-debugger/</loc>
    <lastmod>2025-12-17T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/program-execution/</loc>
    <lastmod>2025-12-17T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/measuring-true-intelligence-greg-kamradt-on-the-arc-agi-benchmark/</loc>
    <lastmod>2025-12-17T15:01:40+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/intelligence-measurement/</loc>
    <lastmod>2025-12-17T15:01:40+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-browser/</loc>
    <lastmod>2025-12-17T11:00:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-browser-ban-byovm-attacks-and-vendor-responsibility/</loc>
    <lastmod>2025-12-17T11:00:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-browser-ban-vendor-responsibility-byovm-attacks/</loc>
    <lastmod>2025-12-17T11:00:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-browsers/</loc>
    <lastmod>2025-12-17T11:00:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/byovm/</loc>
    <lastmod>2025-12-17T11:00:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cwe-top-25/</loc>
    <lastmod>2025-12-17T11:00:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/endpoint-security/</loc>
    <lastmod>2025-12-17T11:00:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gartner/</loc>
    <lastmod>2025-12-17T11:00:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mitre/</loc>
    <lastmod>2025-12-17T11:00:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mitre-cwe-top-25/</loc>
    <lastmod>2025-12-17T11:00:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/single-sign-on-sso/</loc>
    <lastmod>2025-12-17T11:00:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/software-vulnerabilities/</loc>
    <lastmod>2025-12-17T11:00:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sso/</loc>
    <lastmod>2025-12-17T11:00:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/virtual-machine-attack/</loc>
    <lastmod>2025-12-17T11:00:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/zero-click-exploit/</loc>
    <lastmod>2025-12-17T11:00:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/context-engineering-redis-featureform/</loc>
    <lastmod>2025-12-16T18:00:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/computational-theory/</loc>
    <lastmod>2025-12-16T17:04:30+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sima/</loc>
    <lastmod>2025-12-16T17:04:30+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/demis-hassabis-on-the-path-to-agi-and-the-next-decade-of-ai/</loc>
    <lastmod>2025-12-16T17:04:30+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-logging/</loc>
    <lastmod>2025-12-16T15:01:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/entity-component-system/</loc>
    <lastmod>2025-12-16T15:01:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/rerun/</loc>
    <lastmod>2025-12-16T15:01:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ros/</loc>
    <lastmod>2025-12-16T15:01:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/rerun-nikolaus-west-physical-ai-data-tooling/</loc>
    <lastmod>2025-12-16T15:01:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/classical-nlp/</loc>
    <lastmod>2025-12-16T13:24:21+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/expertise/</loc>
    <lastmod>2025-12-16T13:24:21+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/fundamentals/</loc>
    <lastmod>2025-12-16T13:24:21+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/posts/fundamentals-data-engineering-ai-impact-joe-reis-matt-housley/</loc>
    <lastmod>2025-12-16T13:24:21+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/junior-engineers/</loc>
    <lastmod>2025-12-16T13:24:21+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/tool-selection/</loc>
    <lastmod>2025-12-16T13:24:21+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/flexible-orchestration/</loc>
    <lastmod>2025-12-16T12:01:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai/unifying-devops-and-ml-with-flexible-workload-orchestration/</loc>
    <lastmod>2025-12-16T12:01:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/workload-orchestration/</loc>
    <lastmod>2025-12-16T12:01:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/alex-sandy-pentland-shared-wisdom-ai-governance/</loc>
    <lastmod>2025-12-16T12:01:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-unions/</loc>
    <lastmod>2025-12-16T12:01:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/digital-twins/</loc>
    <lastmod>2025-12-16T12:01:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/living-labs/</loc>
    <lastmod>2025-12-16T12:01:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/shared-wisdom/</loc>
    <lastmod>2025-12-16T12:01:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/the-software-factory-evolution-of-ci-cd-and-the-future-with-ai/</loc>
    <lastmod>2025-12-15T13:00:09+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/pipeline-architecture/</loc>
    <lastmod>2025-12-15T13:00:09+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/pipeline-optimization/</loc>
    <lastmod>2025-12-15T13:00:09+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/atlas-browser/</loc>
    <lastmod>2025-12-14T13:31:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/alexander-embiricos-codex-ai-teammate/</loc>
    <lastmod>2025-12-14T13:31:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/openai-codex-ai-as-a-software-engineering-teammate/</loc>
    <lastmod>2025-12-14T13:31:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/the-vision-for-codex-an-ai-software-engineering-teammate/</loc>
    <lastmod>2025-12-14T13:31:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-theory/</loc>
    <lastmod>2025-12-13T22:02:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/compression/</loc>
    <lastmod>2025-12-13T22:02:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/crate/</loc>
    <lastmod>2025-12-13T22:02:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/first-principles/</loc>
    <lastmod>2025-12-13T22:02:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/intelligence/</loc>
    <lastmod>2025-12-13T22:02:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/parsimony/</loc>
    <lastmod>2025-12-13T22:02:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/rate-reduction/</loc>
    <lastmod>2025-12-13T22:02:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/self-consistency/</loc>
    <lastmod>2025-12-13T22:02:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/yi-ma-intelligence-as-compression-from-first-principles/</loc>
    <lastmod>2025-12-13T22:02:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/yi-ma-intelligence-compression-first-principles/</loc>
    <lastmod>2025-12-13T22:02:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/yi-ma-parsimony-self-consistency-intelligence/</loc>
    <lastmod>2025-12-13T22:02:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/white-box-ai/</loc>
    <lastmod>2025-12-13T22:02:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/yi-ma/</loc>
    <lastmod>2025-12-13T22:02:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/artificial-general-intelligence/</loc>
    <lastmod>2025-12-11T17:03:41+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/shane-legg/</loc>
    <lastmod>2025-12-11T17:03:41+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/superintelligence/</loc>
    <lastmod>2025-12-11T17:03:41+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/shane-legg-agi-framework-societal-impact/</loc>
    <lastmod>2025-12-11T17:03:41+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/shane-legg-agi-levels-timelines-societal-impact/</loc>
    <lastmod>2025-12-11T17:03:41+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/building-olmo-3-think-full-stack/</loc>
    <lastmod>2025-12-10T19:29:48+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/asynchronous-systems/</loc>
    <lastmod>2025-12-09T15:51:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/efficient-asynchronous-reinforcement-learning-for-llms/</loc>
    <lastmod>2025-12-09T15:51:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/efficient-reinforcement-learning-for-enterprise/</loc>
    <lastmod>2025-12-09T15:51:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/llm-training/</loc>
    <lastmod>2025-12-09T15:51:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/performance-modeling/</loc>
    <lastmod>2025-12-09T15:51:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/systems-for-ml/</loc>
    <lastmod>2025-12-09T15:51:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/systems-modeling/</loc>
    <lastmod>2025-12-09T15:51:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/throughput/</loc>
    <lastmod>2025-12-09T15:51:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/hallucination/</loc>
    <lastmod>2025-12-07T23:59:59+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/master-algorithm/</loc>
    <lastmod>2025-12-07T23:59:59+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/pedro-domingos/</loc>
    <lastmod>2025-12-07T23:59:59+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/programming-languages/</loc>
    <lastmod>2025-12-07T23:59:59+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/tensor-logic/</loc>
    <lastmod>2025-12-07T23:59:59+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/pedro-domingos-tensor-logic-language-for-ai/</loc>
    <lastmod>2025-12-07T23:59:59+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/pedro-domingos-tensor-logic-language-of-ai/</loc>
    <lastmod>2025-12-07T23:59:59+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/pedro-domingos-tensor-logic-unifying-ai/</loc>
    <lastmod>2025-12-07T23:59:59+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/unification/</loc>
    <lastmod>2025-12-07T23:59:59+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/unified-ai/</loc>
    <lastmod>2025-12-07T23:59:59+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/edwin-chen/</loc>
    <lastmod>2025-12-07T13:30:48+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/surge-ai/</loc>
    <lastmod>2025-12-07T13:30:48+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/edwin-chen-surge-ai-on-data-quality-and-the-future-of-ai-training/</loc>
    <lastmod>2025-12-07T13:30:48+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/edwin-chen-surge-ai-quality-data-contrarian-building/</loc>
    <lastmod>2025-12-07T13:30:48+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/the-future-of-ai-coding-from-power-tools-to-cnc-machines/</loc>
    <lastmod>2025-12-06T16:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/future-of-coding/</loc>
    <lastmod>2025-12-06T16:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/organizational-change/</loc>
    <lastmod>2025-12-06T16:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/emotional-intelligence/</loc>
    <lastmod>2025-12-02T18:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gpt-5.1/</loc>
    <lastmod>2025-12-02T18:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/model-personality/</loc>
    <lastmod>2025-12-02T18:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/dissecting-ai-personality-gpt-5-1/</loc>
    <lastmod>2025-12-02T18:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/gpt-5-1-iq-and-eq-model-personality/</loc>
    <lastmod>2025-12-02T18:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/inside-gpt-5-1-balancing-reasoning-eq-and-steerability/</loc>
    <lastmod>2025-12-02T18:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/steerability/</loc>
    <lastmod>2025-12-02T18:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-fairness/</loc>
    <lastmod>2025-12-01T19:19:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/career-path/</loc>
    <lastmod>2025-12-01T19:19:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/community-building/</loc>
    <lastmod>2025-12-01T19:19:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/hanna-wallach/</loc>
    <lastmod>2025-12-01T19:19:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/20-years-of-wiml-jenn-wortman-vaughan-hanna-wallach/</loc>
    <lastmod>2025-12-01T19:19:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/wiml-20-years-responsible-ai-vaughan-wallach/</loc>
    <lastmod>2025-12-01T19:19:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/interpretability/</loc>
    <lastmod>2025-12-01T19:19:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/jenn-wortman-vaughan/</loc>
    <lastmod>2025-12-01T19:19:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/wiml/</loc>
    <lastmod>2025-12-01T19:19:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ad-tech/</loc>
    <lastmod>2025-12-01T18:35:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/behavioral-data/</loc>
    <lastmod>2025-12-01T18:35:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/goodharts-law/</loc>
    <lastmod>2025-12-01T18:35:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/productivity-measurement/</loc>
    <lastmod>2025-12-01T18:35:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/measuring-the-roi-of-enterprise-ai/</loc>
    <lastmod>2025-12-01T18:35:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/adaptive-compute/</loc>
    <lastmod>2025-11-24T20:16:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/agents-are-robots-too/</loc>
    <lastmod>2025-11-24T20:16:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/backlog-md-ai-agent-project-management/</loc>
    <lastmod>2025-11-24T20:16:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/compiling-python-ai-for-hybrid-inference/</loc>
    <lastmod>2025-11-24T20:16:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/dafny/</loc>
    <lastmod>2025-11-24T20:16:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/dagger/</loc>
    <lastmod>2025-11-24T20:16:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/development-workflow/</loc>
    <lastmod>2025-11-24T20:16:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ffi/</loc>
    <lastmod>2025-11-24T20:16:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/formal-methods/</loc>
    <lastmod>2025-11-24T20:16:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/high-assurance-systems/</loc>
    <lastmod>2025-11-24T20:16:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mdps/</loc>
    <lastmod>2025-11-24T20:16:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/meta-optimization/</loc>
    <lastmod>2025-11-24T20:16:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/offline-rl/</loc>
    <lastmod>2025-11-24T20:16:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/software-reliability/</loc>
    <lastmod>2025-11-24T20:16:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/meta-ace-a-framework-for-multi-dimensional-ai-agent-optimization/</loc>
    <lastmod>2025-11-24T20:16:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/tui/</loc>
    <lastmod>2025-11-24T20:16:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/the-vision-of-zero-bug-software-with-agentic-coding/</loc>
    <lastmod>2025-11-24T20:16:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-past-present-future-agents-and-enduring-challenges/</loc>
    <lastmod>2025-11-24T20:00:34+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/fully-connected-london-2025-keynote-biewald-fournier/</loc>
    <lastmod>2025-11-24T14:50:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/swe-agent/</loc>
    <lastmod>2025-11-24T14:50:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/wb/</loc>
    <lastmod>2025-11-24T14:50:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-forecasting/</loc>
    <lastmod>2025-11-24T14:01:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/labor-market/</loc>
    <lastmod>2025-11-24T14:01:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/epoch-ai-gigawatt-data-centers-gdp-growth-superintelligence-bubble/</loc>
    <lastmod>2025-11-24T14:01:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/adaptive-computation/</loc>
    <lastmod>2025-11-23T17:11:59+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/the-transformer-trap-and-the-path-forward-with-continuous-thought-machines/</loc>
    <lastmod>2025-11-23T17:11:59+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/continuous-thought-machine/</loc>
    <lastmod>2025-11-23T17:11:59+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ctm/</loc>
    <lastmod>2025-11-23T17:11:59+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/neural-architecture/</loc>
    <lastmod>2025-11-23T17:11:59+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/transformer/</loc>
    <lastmod>2025-11-23T17:11:59+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/chroma/</loc>
    <lastmod>2025-11-22T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/context-rot-agentic-search-chroma-jeff-huber/</loc>
    <lastmod>2025-11-22T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/glm-4/</loc>
    <lastmod>2025-11-22T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/multimodal-models/</loc>
    <lastmod>2025-11-22T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/search/</loc>
    <lastmod>2025-11-22T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/glm-4-6-training-recipe-and-rl-lessons/</loc>
    <lastmod>2025-11-22T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/alignment-faking/</loc>
    <lastmod>2025-11-21T16:59:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/misalignment/</loc>
    <lastmod>2025-11-21T16:59:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/natural-emergent-misalignment-from-reward-hacking-in-production-rl/</loc>
    <lastmod>2025-11-21T16:59:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sabotage/</loc>
    <lastmod>2025-11-21T16:59:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-in-manufacturing/</loc>
    <lastmod>2025-11-21T16:30:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/engineering-design/</loc>
    <lastmod>2025-11-21T16:30:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-transformation-in-manufacturing-namwoo-kang/</loc>
    <lastmod>2025-11-21T16:30:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/building-secure-ai-agents-with-arcade/</loc>
    <lastmod>2025-11-21T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/apollo-program/</loc>
    <lastmod>2025-11-21T13:25:53+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/clojure/</loc>
    <lastmod>2025-11-21T13:25:53+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/russ-olsen-functional-programming-clojure-and-apollo-inspiration/</loc>
    <lastmod>2025-11-21T13:25:53+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/lisp/</loc>
    <lastmod>2025-11-21T13:25:53+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/teaching/</loc>
    <lastmod>2025-11-21T13:25:53+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/black-holes/</loc>
    <lastmod>2025-11-20T17:00:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/fusion-energy/</loc>
    <lastmod>2025-11-20T17:00:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-accelerating-science-gpt5/</loc>
    <lastmod>2025-11-20T17:00:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/research-acceleration/</loc>
    <lastmod>2025-11-20T17:00:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/stewart-butterfield-product-leadership-frameworks/</loc>
    <lastmod>2025-11-20T14:01:21+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/strategy/</loc>
    <lastmod>2025-11-20T14:01:21+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ux-design/</loc>
    <lastmod>2025-11-20T14:01:21+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/emmanuel-ameisen-anthropic-llm-interpretability/</loc>
    <lastmod>2025-11-20T12:01:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ceo-insights/</loc>
    <lastmod>2025-11-20T12:01:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/channel-partnerships/</loc>
    <lastmod>2025-11-20T12:01:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/corporate-reinvention/</loc>
    <lastmod>2025-11-20T12:01:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/intuit/</loc>
    <lastmod>2025-11-20T12:01:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/sasan-goodarzi-intuit-ceo-smb-ai-platform-strategy/</loc>
    <lastmod>2025-11-20T12:01:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/platform-building/</loc>
    <lastmod>2025-11-20T12:01:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/smb-strategy/</loc>
    <lastmod>2025-11-20T12:01:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/understanding-and-applying-agentic-ai-for-holistic-solutions/</loc>
    <lastmod>2025-11-20T12:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/bolt/</loc>
    <lastmod>2025-11-20T10:01:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/bolt-data-driven-growth-and-counterintuitive-pivots/</loc>
    <lastmod>2025-11-20T10:01:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/crisis-management/</loc>
    <lastmod>2025-11-20T10:01:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-driven-decisions/</loc>
    <lastmod>2025-11-20T10:01:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/emerging-markets/</loc>
    <lastmod>2025-11-20T10:01:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/expansion-strategy/</loc>
    <lastmod>2025-11-20T10:01:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ride-hailing/</loc>
    <lastmod>2025-11-20T10:01:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/designing-humanitarian-aid-systems-with-purpose-limitation/</loc>
    <lastmod>2025-11-19T22:14:42+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/humanitarian-aid/</loc>
    <lastmod>2025-11-19T22:14:42+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/privacy-enhancing-technologies/</loc>
    <lastmod>2025-11-19T22:14:42+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/purpose-limitation/</loc>
    <lastmod>2025-11-19T22:14:42+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/diffusion-policy/</loc>
    <lastmod>2025-11-19T17:00:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/the-gpt-moment-for-ai-robotics/</loc>
    <lastmod>2025-11-19T17:00:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/advanced-manufacturing/</loc>
    <lastmod>2025-11-19T14:00:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/american-dynamism/</loc>
    <lastmod>2025-11-19T14:00:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/american-dynamism-silicon-valley-rebuilds-defense/</loc>
    <lastmod>2025-11-19T14:00:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/procurement-reform/</loc>
    <lastmod>2025-11-19T14:00:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/anthropic-ai-espionage-owasp-ransomware-fragmentation/</loc>
    <lastmod>2025-11-19T11:00:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cyber-insurance/</loc>
    <lastmod>2025-11-19T11:00:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/owasp-top-10/</loc>
    <lastmod>2025-11-19T11:00:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/tuhin-srivastava-baseten-challenges-of-ai-inference/</loc>
    <lastmod>2025-11-18T17:00:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/optimizing-ai-agents-with-contextual-feedback/</loc>
    <lastmod>2025-11-18T15:15:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/metaprompting/</loc>
    <lastmod>2025-11-18T15:15:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/pragmatic-ai-assisted-coding-systems-thinking/</loc>
    <lastmod>2025-11-18T14:01:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/scaffolding/</loc>
    <lastmod>2025-11-18T14:01:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/vijoy-pandey-internet-of-agents-agntcy/</loc>
    <lastmod>2025-11-18T12:00:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agntcy/</loc>
    <lastmod>2025-11-18T12:00:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/emerging-ai-powered-cyber-attack-vectors/</loc>
    <lastmod>2025-11-18T12:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/deepfake/</loc>
    <lastmod>2025-11-18T12:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/alex-kendall-wayve-av-2-0-embodied-ai-foundation-model/</loc>
    <lastmod>2025-11-18T10:00:23+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/emmett-shear/</loc>
    <lastmod>2025-11-17T14:00:49+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/emmett-shear-organic-alignment-vs-steering-paradigm/</loc>
    <lastmod>2025-11-17T14:00:49+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/organic-alignment/</loc>
    <lastmod>2025-11-17T14:00:49+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/softmax/</loc>
    <lastmod>2025-11-17T14:00:49+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/fei-fei-li/</loc>
    <lastmod>2025-11-16T14:00:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/human-centered-ai/</loc>
    <lastmod>2025-11-16T14:00:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/imagenet/</loc>
    <lastmod>2025-11-16T14:00:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/marble/</loc>
    <lastmod>2025-11-16T14:00:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/spatial-intelligence/</loc>
    <lastmod>2025-11-16T14:00:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/fei-fei-li-imagenet-world-models-future-of-ai/</loc>
    <lastmod>2025-11-16T14:00:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-layoffs/</loc>
    <lastmod>2025-11-15T12:01:09+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/finops/</loc>
    <lastmod>2025-11-15T12:01:09+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/rd/</loc>
    <lastmod>2025-11-15T12:01:09+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-layoffs-roi-dilemma/</loc>
    <lastmod>2025-11-15T12:01:09+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-humans/</loc>
    <lastmod>2025-11-14T17:00:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/foundational-models/</loc>
    <lastmod>2025-11-14T17:00:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/perception-models/</loc>
    <lastmod>2025-11-14T17:00:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/tavus-evolution-from-generative-video-to-real-time-ai-humans/</loc>
    <lastmod>2025-11-14T17:00:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-in-drug-discovery/</loc>
    <lastmod>2025-11-14T16:08:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/drug-development/</loc>
    <lastmod>2025-11-14T16:08:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/erooms-law/</loc>
    <lastmod>2025-11-14T16:08:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/glp-1/</loc>
    <lastmod>2025-11-14T16:08:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/dissecting-biotechs-structural-challenges-and-the-path-forward-with-ai/</loc>
    <lastmod>2025-11-14T16:08:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ryan-petersen-flexport-ai-in-logistics/</loc>
    <lastmod>2025-11-14T15:00:47+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/operations/</loc>
    <lastmod>2025-11-14T15:00:47+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cto/</loc>
    <lastmod>2025-11-14T13:30:54+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/diversity-in-tech/</loc>
    <lastmod>2025-11-14T13:30:54+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/meri-williams-insights-on-scaling-teams-and-tech-leadership/</loc>
    <lastmod>2025-11-14T13:30:54+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/onboarding/</loc>
    <lastmod>2025-11-14T13:30:54+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/scaling-teams/</loc>
    <lastmod>2025-11-14T13:30:54+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/gpt-5-1-vs-kimi-k2-and-microsoft-ai-agents/</loc>
    <lastmod>2025-11-14T11:00:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/kimi-k2-thinking/</loc>
    <lastmod>2025-11-14T11:00:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/atlas/</loc>
    <lastmod>2025-11-14T00:16:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/browsers/</loc>
    <lastmod>2025-11-14T00:16:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/chatgpt-atlas-ai-browser-agents/</loc>
    <lastmod>2025-11-14T00:16:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/chromium/</loc>
    <lastmod>2025-11-14T00:16:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/future-of-the-web/</loc>
    <lastmod>2025-11-14T00:16:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/starcloud-orbital-data-centers-h100/</loc>
    <lastmod>2025-11-13T17:08:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/nvidia-h100/</loc>
    <lastmod>2025-11-13T17:08:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/orbital-compute/</loc>
    <lastmod>2025-11-13T17:08:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/connectivity/</loc>
    <lastmod>2025-11-13T13:01:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/dystopian-futures/</loc>
    <lastmod>2025-11-13T13:01:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/futurology/</loc>
    <lastmod>2025-11-13T13:01:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/science-fiction/</loc>
    <lastmod>2025-11-13T13:01:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/social-change/</loc>
    <lastmod>2025-11-13T13:01:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/technological-evolution/</loc>
    <lastmod>2025-11-13T13:01:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/the-evolution-of-the-future-from-utopia-to-reality/</loc>
    <lastmod>2025-11-13T13:01:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/asr/</loc>
    <lastmod>2025-11-13T13:00:23+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/production-voice-ai-agents-deepgram-flux/</loc>
    <lastmod>2025-11-13T13:00:23+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/deepgram/</loc>
    <lastmod>2025-11-13T13:00:23+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/flux/</loc>
    <lastmod>2025-11-13T13:00:23+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/speech-recognition/</loc>
    <lastmod>2025-11-13T13:00:23+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/bauplan/</loc>
    <lastmod>2025-11-13T12:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-lakehouse/</loc>
    <lastmod>2025-11-13T12:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/programmable-infrastructure/</loc>
    <lastmod>2025-11-13T12:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/bauplan-programmable-lakehouse-for-ai-agents/</loc>
    <lastmod>2025-11-13T12:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/transactionality/</loc>
    <lastmod>2025-11-13T12:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/version-control/</loc>
    <lastmod>2025-11-13T12:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/biotech/</loc>
    <lastmod>2025-11-13T11:00:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-agents-for-biotech-sajith-wickramasekara/</loc>
    <lastmod>2025-11-13T11:00:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/pharma/</loc>
    <lastmod>2025-11-13T11:00:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/emir-karabeg-building-the-visual-agent-builder-for-the-ai-era/</loc>
    <lastmod>2025-11-12T18:38:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/datacenter/</loc>
    <lastmod>2025-11-12T17:02:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/hyperscale/</loc>
    <lastmod>2025-11-12T17:02:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mai/</loc>
    <lastmod>2025-11-12T17:02:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/satya-nadella-microsoft-agi-strategy/</loc>
    <lastmod>2025-11-12T17:02:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-design-tools/</loc>
    <lastmod>2025-11-12T15:00:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/magic-patterns-founder-story-ai-design-tool/</loc>
    <lastmod>2025-11-12T15:00:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/startup-journey/</loc>
    <lastmod>2025-11-12T15:00:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/alex-rampell/</loc>
    <lastmod>2025-11-12T14:01:36+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/asset-inflation/</loc>
    <lastmod>2025-11-12T14:01:36+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mortgage/</loc>
    <lastmod>2025-11-12T14:01:36+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/proptech/</loc>
    <lastmod>2025-11-12T14:01:36+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/real-estate/</loc>
    <lastmod>2025-11-12T14:01:36+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/posts/the-endgame-of-fintech-is-housing/</loc>
    <lastmod>2025-11-12T14:01:36+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/rocket-mortgage/</loc>
    <lastmod>2025-11-12T14:01:36+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/varun-krishna/</loc>
    <lastmod>2025-11-12T14:01:36+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-malware/</loc>
    <lastmod>2025-11-12T11:00:45+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/podcasts/cybersecurity-it-ot-gap-ai-malware-physical-threats/</loc>
    <lastmod>2025-11-12T11:00:45+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/gpu-uptime-battle-mlops-vast-data/</loc>
    <lastmod>2025-11-11T17:59:56+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/vast-data/</loc>
    <lastmod>2025-11-11T17:59:56+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/the-role-of-ai-and-agentic-aiops-in-data-storage-observability/</loc>
    <lastmod>2025-11-11T15:00:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/anomaly-detection/</loc>
    <lastmod>2025-11-11T15:00:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/capacity-planning/</loc>
    <lastmod>2025-11-11T15:00:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-storage/</loc>
    <lastmod>2025-11-11T15:00:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/predictive-analytics/</loc>
    <lastmod>2025-11-11T15:00:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/company-building/</loc>
    <lastmod>2025-11-11T14:32:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gamma/</loc>
    <lastmod>2025-11-11T14:32:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/grant-lee-gamma-building-ai-native-challenger/</loc>
    <lastmod>2025-11-11T14:32:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/growth-marketing/</loc>
    <lastmod>2025-11-11T14:32:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/presentation-software/</loc>
    <lastmod>2025-11-11T14:32:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/character-consistency/</loc>
    <lastmod>2025-11-11T10:00:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/the-story-of-nano-banana-achieving-character-consistency-in-ai/</loc>
    <lastmod>2025-11-11T10:00:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/human-evaluation/</loc>
    <lastmod>2025-11-11T10:00:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/code-editor/</loc>
    <lastmod>2025-11-10T15:30:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/cursor-ceo-michael-truell-on-strategy-focus-and-hyperscale/</loc>
    <lastmod>2025-11-10T15:30:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/recruiting/</loc>
    <lastmod>2025-11-10T15:30:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agent-rft/</loc>
    <lastmod>2025-11-10T14:00:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/build-hour-summary-agentic-rft/</loc>
    <lastmod>2025-11-10T14:00:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/llm-workflows/</loc>
    <lastmod>2025-11-10T12:01:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/pdl/</loc>
    <lastmod>2025-11-10T12:01:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/prompt-engineering-from-art-to-engineering-with-langchain-and-pdl/</loc>
    <lastmod>2025-11-10T12:01:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/automated-repair/</loc>
    <lastmod>2025-11-09T22:47:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/automated-testing/</loc>
    <lastmod>2025-11-09T22:47:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/delta-debugging/</loc>
    <lastmod>2025-11-09T22:47:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/jupyter-notebook/</loc>
    <lastmod>2025-11-09T22:47:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/the-debugging-book-andreas-zeller/</loc>
    <lastmod>2025-11-09T22:47:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agentic-insights/</loc>
    <lastmod>2025-11-07T15:45:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-quality/</loc>
    <lastmod>2025-11-07T15:45:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/mlflow-3-agentic-insights-automated-ai-quality/</loc>
    <lastmod>2025-11-07T15:45:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mlflow/</loc>
    <lastmod>2025-11-07T15:45:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/adam-dangelo/</loc>
    <lastmod>2025-11-07T14:00:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/amjad-masad/</loc>
    <lastmod>2025-11-07T14:00:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/adam-dangelo-amjad-masad-ai-disagreement/</loc>
    <lastmod>2025-11-07T14:00:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/poe/</loc>
    <lastmod>2025-11-07T14:00:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sovereign-individual/</loc>
    <lastmod>2025-11-07T14:00:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/1x-neo/</loc>
    <lastmod>2025-11-07T11:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/1x-neo-sora-copyright-openai-aws-partnership/</loc>
    <lastmod>2025-11-07T11:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/copyright/</loc>
    <lastmod>2025-11-07T11:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/humanoid-robots/</loc>
    <lastmod>2025-11-07T11:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/multi-cloud/</loc>
    <lastmod>2025-11-07T11:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/safety/</loc>
    <lastmod>2025-11-06T18:57:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sensor-fusion/</loc>
    <lastmod>2025-11-06T18:57:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/waymo-vincent-vanhoucke-autonomous-driving-ai/</loc>
    <lastmod>2025-11-06T18:57:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/customer-support/</loc>
    <lastmod>2025-11-06T15:15:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/giga-ai-reimagining-enterprise-support/</loc>
    <lastmod>2025-11-06T15:15:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/biohub/</loc>
    <lastmod>2025-11-06T14:45:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/czi/</loc>
    <lastmod>2025-11-06T14:45:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/llms-in-science/</loc>
    <lastmod>2025-11-06T14:45:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/czi-biohub-ai-virtual-cell-accelerating-biology/</loc>
    <lastmod>2025-11-06T14:45:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/virtual-cell/</loc>
    <lastmod>2025-11-06T14:45:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/diffusion-transformers/</loc>
    <lastmod>2025-11-06T12:01:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/sora-diffusion-transformers-world-simulators/</loc>
    <lastmod>2025-11-06T12:01:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/space-time-tokens/</loc>
    <lastmod>2025-11-06T12:01:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/world-simulators/</loc>
    <lastmod>2025-11-06T12:01:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-platform/</loc>
    <lastmod>2025-11-06T11:00:56+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/sridhar-ramaswamy-snowflake-intelligence-ai-first/</loc>
    <lastmod>2025-11-06T11:00:56+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sridhar-ramaswamy/</loc>
    <lastmod>2025-11-06T11:00:56+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/david-krakauer/</loc>
    <lastmod>2025-11-06T10:41:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/evolution/</loc>
    <lastmod>2025-11-06T10:41:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/david-krakauer-intelligence-less-is-more/</loc>
    <lastmod>2025-11-06T10:41:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/soma-cube/</loc>
    <lastmod>2025-11-06T10:41:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/claude-code-origin-story-siddharth-bidasaria/</loc>
    <lastmod>2025-11-05T17:01:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-interfaces/</loc>
    <lastmod>2025-11-05T17:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/creator-economy/</loc>
    <lastmod>2025-11-05T17:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/eugenia-kuyda/</loc>
    <lastmod>2025-11-05T17:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/personalized-ai/</loc>
    <lastmod>2025-11-05T17:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/replika/</loc>
    <lastmod>2025-11-05T17:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/eugenia-kuyda-wabi-ai-personal-software/</loc>
    <lastmod>2025-11-05T17:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/wabi/</loc>
    <lastmod>2025-11-05T17:00:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agent-frameworks/</loc>
    <lastmod>2025-11-05T13:02:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/building-the-future-of-agent-frameworks-at-embabel/</loc>
    <lastmod>2025-11-05T13:02:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/immersion-cooling/</loc>
    <lastmod>2025-11-05T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/six-sigma/</loc>
    <lastmod>2025-11-05T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sustainable-ai/</loc>
    <lastmod>2025-11-05T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/thermal-management/</loc>
    <lastmod>2025-11-05T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/the-future-of-ai-infrastructure-liquid-cooling-and-sustainable-design/</loc>
    <lastmod>2025-11-05T13:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-agents-governance-humanized-malware-security-podcast/</loc>
    <lastmod>2025-11-05T10:01:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/smishing/</loc>
    <lastmod>2025-11-05T10:01:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/openai-sora-2-vision-world-simulators-creator-economy/</loc>
    <lastmod>2025-11-05T10:00:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/world-simulator/</loc>
    <lastmod>2025-11-05T10:00:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/domain-driven-refactoring-legacy-code/</loc>
    <lastmod>2025-11-04T13:31:48+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/modular-monolith/</loc>
    <lastmod>2025-11-04T13:31:48+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/refactoring/</loc>
    <lastmod>2025-11-04T13:31:48+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-tools-elevate-data-scientists-not-replace/</loc>
    <lastmod>2025-11-04T12:01:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/business-intelligence/</loc>
    <lastmod>2025-11-04T12:01:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/dashboards/</loc>
    <lastmod>2025-11-04T12:01:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-science/</loc>
    <lastmod>2025-11-04T12:01:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/elevenlabs-shipping-research-ai-at-speed/</loc>
    <lastmod>2025-11-04T11:01:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/fine-tuning-vs-rag-for-personalized-ai-agents/</loc>
    <lastmod>2025-11-03T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/crypto-regulation/</loc>
    <lastmod>2025-11-03T14:15:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/permissionless-innovation/</loc>
    <lastmod>2025-11-03T14:15:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/regulatory-capture/</loc>
    <lastmod>2025-11-03T14:15:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/david-sacks-trump-ai-crypto-strategy-regulatory-capture-open-source/</loc>
    <lastmod>2025-11-03T14:15:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/us-vs-china/</loc>
    <lastmod>2025-11-03T14:15:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/alignment/</loc>
    <lastmod>2025-11-03T13:00:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/nygard-autonomy-architecture-alignment-at-scale/</loc>
    <lastmod>2025-11-03T13:00:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/legacy-modernization/</loc>
    <lastmod>2025-11-03T13:00:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/reinforcement-learning-from-human-feedback/</loc>
    <lastmod>2025-11-03T00:41:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/the-dirty-secret-of-ai-human-intelligence-as-a-service/</loc>
    <lastmod>2025-11-03T00:41:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/canva/</loc>
    <lastmod>2025-11-02T13:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/fundraising/</loc>
    <lastmod>2025-11-02T13:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/melanie-perkins-canva-vision-and-strategy/</loc>
    <lastmod>2025-11-02T13:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/vision/</loc>
    <lastmod>2025-11-02T13:30:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/dan-north-kevlin-henney-software-past-and-future/</loc>
    <lastmod>2025-10-31T13:44:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/behavior-driven-development/</loc>
    <lastmod>2025-10-31T13:44:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/future-of-tech/</loc>
    <lastmod>2025-10-31T13:44:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/creativity/</loc>
    <lastmod>2025-10-31T13:32:48+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/andreessen-horowitz-ai-creativity-bubble-geopolitics/</loc>
    <lastmod>2025-10-31T13:32:48+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/platform-shift/</loc>
    <lastmod>2025-10-31T13:32:48+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/us-china/</loc>
    <lastmod>2025-10-31T13:32:48+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/enterprise-search/</loc>
    <lastmod>2025-10-31T12:30:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/2025-ai-advances-no-priors-recap/</loc>
    <lastmod>2025-10-31T12:30:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agi-safety/</loc>
    <lastmod>2025-10-31T10:00:40+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-insurance/</loc>
    <lastmod>2025-10-31T10:00:40+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/mixture-of-experts-anthropic-tpu-ai-insurance-space-data-centers/</loc>
    <lastmod>2025-10-31T10:00:40+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/google-cloud/</loc>
    <lastmod>2025-10-31T10:00:40+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/why-enterprise-ai-fails-and-startups-win/</loc>
    <lastmod>2025-10-30T14:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mit-report/</loc>
    <lastmod>2025-10-30T14:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/gavin-baker-david-george-macro-view-of-ai/</loc>
    <lastmod>2025-10-30T13:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/google-tpu/</loc>
    <lastmod>2025-10-30T13:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gross-margins/</loc>
    <lastmod>2025-10-30T13:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/granite-4.0/</loc>
    <lastmod>2025-10-30T11:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/granite-4-0-hybrid-architecture-mamba-moe/</loc>
    <lastmod>2025-10-30T11:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/llm-architecture/</loc>
    <lastmod>2025-10-30T11:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/moe/</loc>
    <lastmod>2025-10-30T11:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/compass/</loc>
    <lastmod>2025-10-30T07:00:45+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/dagster/</loc>
    <lastmod>2025-10-30T07:00:45+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/exploratory-data-analysis/</loc>
    <lastmod>2025-10-30T07:00:45+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/nick-schrock-dagster-compass-context-engineering/</loc>
    <lastmod>2025-10-30T07:00:45+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agent-builder/</loc>
    <lastmod>2025-10-29T20:21:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agentkit/</loc>
    <lastmod>2025-10-29T20:21:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/openai-agentkit-build-deploy-optimize-workflows/</loc>
    <lastmod>2025-10-29T20:21:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/chatkit/</loc>
    <lastmod>2025-10-29T20:21:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/compute-infrastructure/</loc>
    <lastmod>2025-10-29T16:41:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/openai-update-agi-research-platform-infrastructure/</loc>
    <lastmod>2025-10-29T16:41:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ambient-scribe/</loc>
    <lastmod>2025-10-29T14:01:40+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/tanay-tandon-commure-ai-operating-system-for-healthcare/</loc>
    <lastmod>2025-10-29T14:01:40+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/medical-devices/</loc>
    <lastmod>2025-10-29T14:01:40+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/revenue-cycle-management/</loc>
    <lastmod>2025-10-29T14:01:40+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-industrial-revolution-reinventing-infrastructure/</loc>
    <lastmod>2025-10-29T13:58:56+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/power-consumption/</loc>
    <lastmod>2025-10-29T13:58:56+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/specialized-hardware/</loc>
    <lastmod>2025-10-29T13:58:56+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/connection-is-everything-ken-hughes/</loc>
    <lastmod>2025-10-29T13:02:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/consumer-behavior/</loc>
    <lastmod>2025-10-29T13:02:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/customer-experience/</loc>
    <lastmod>2025-10-29T13:02:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/aws-outage/</loc>
    <lastmod>2025-10-29T10:01:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/glassworm/</loc>
    <lastmod>2025-10-29T10:01:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-browser-risks-youtube-ghost-network-aws-outage-lessons/</loc>
    <lastmod>2025-10-29T10:01:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mobile-security/</loc>
    <lastmod>2025-10-29T10:01:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/post-infrastructure-malware/</loc>
    <lastmod>2025-10-29T10:01:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/resiliency/</loc>
    <lastmod>2025-10-29T10:01:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-in-art/</loc>
    <lastmod>2025-10-28T17:00:23+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/nano-banana-image-model-future-of-creativity/</loc>
    <lastmod>2025-10-28T17:00:23+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/nano-banana/</loc>
    <lastmod>2025-10-28T17:00:23+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/posts/building-multi-agent-ai-contact-centers-with-weights-and-biases/</loc>
    <lastmod>2025-10-28T16:00:41+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/contact-center/</loc>
    <lastmod>2025-10-28T16:00:41+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/jake-heller-casetext-building-650m-ai-startup/</loc>
    <lastmod>2025-10-28T14:01:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/decision-management/</loc>
    <lastmod>2025-10-28T11:00:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/multi-method-agentic-ai-for-complex-problem-solving/</loc>
    <lastmod>2025-10-28T11:00:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/multi-method-ai/</loc>
    <lastmod>2025-10-28T11:00:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/hippocratic-oath-for-ai-stephanie-hare/</loc>
    <lastmod>2025-10-28T09:59:54+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/technology-ethics/</loc>
    <lastmod>2025-10-28T09:59:54+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mellanox/</loc>
    <lastmod>2025-10-28T09:00:29+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/nvidia-mellanox-ai-data-center-scaling/</loc>
    <lastmod>2025-10-28T09:00:29+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/training/</loc>
    <lastmod>2025-10-28T09:00:29+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/claude-for-financial-services-agentic-ai-workflows/</loc>
    <lastmod>2025-10-27T15:55:49+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/apis/</loc>
    <lastmod>2025-10-27T13:00:57+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/software-architecture-workflows-microservices-devrel/</loc>
    <lastmod>2025-10-27T13:00:57+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/future-proofing-ai-career-skills-hierarchy/</loc>
    <lastmod>2025-10-27T11:00:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/lifelong-learning/</loc>
    <lastmod>2025-10-27T11:00:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/skill-hierarchy/</loc>
    <lastmod>2025-10-27T11:00:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/goose/</loc>
    <lastmod>2025-10-26T11:00:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/how-block-is-becoming-ai-native/</loc>
    <lastmod>2025-10-26T11:00:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/llm-applications/</loc>
    <lastmod>2025-10-26T11:00:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-bubble-enterprise-adoption-china-tech-race/</loc>
    <lastmod>2025-10-25T11:01:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/us-china-tech-race/</loc>
    <lastmod>2025-10-25T11:01:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/use-case-matrix/</loc>
    <lastmod>2025-10-25T11:01:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/valuation/</loc>
    <lastmod>2025-10-25T11:01:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/assembly-theory/</loc>
    <lastmod>2025-10-25T10:50:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/astrobiology/</loc>
    <lastmod>2025-10-25T10:50:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/chris-kempes/</loc>
    <lastmod>2025-10-25T10:50:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/evolutionary-dynamics/</loc>
    <lastmod>2025-10-25T10:50:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/santa-fe-institute/</loc>
    <lastmod>2025-10-25T10:50:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/universal-theory-of-life/</loc>
    <lastmod>2025-10-25T10:50:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/a-universal-theory-of-life-chris-kempes/</loc>
    <lastmod>2025-10-25T10:50:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/practical-guide-to-serverless-reinforcement-learning/</loc>
    <lastmod>2025-10-24T17:01:21+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ruler/</loc>
    <lastmod>2025-10-24T17:01:21+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/serverless-rl/</loc>
    <lastmod>2025-10-24T17:01:21+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/aleph-ai-native-fpa-platform/</loc>
    <lastmod>2025-10-24T14:01:28+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/fpa/</loc>
    <lastmod>2025-10-24T14:01:28+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/spreadsheets/</loc>
    <lastmod>2025-10-24T14:01:28+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/compiler-design/</loc>
    <lastmod>2025-10-24T12:26:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/elm/</loc>
    <lastmod>2025-10-24T12:26:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/evan-czaplicki-elm-open-source-economics-and-the-future-of-functional-programming/</loc>
    <lastmod>2025-10-24T12:26:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/evan-czaplicki/</loc>
    <lastmod>2025-10-24T12:26:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/chatgpt-atlas/</loc>
    <lastmod>2025-10-24T10:01:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/openai-atlas-karpathy-agents-deepseek-ocr-ai-brain-rot/</loc>
    <lastmod>2025-10-24T10:01:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/deepseek-ocr/</loc>
    <lastmod>2025-10-24T10:01:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/replit-ai-agents-future-of-programming/</loc>
    <lastmod>2025-10-23T15:02:28+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/pragmatic-devops-iac-frameworks-and-the-future/</loc>
    <lastmod>2025-10-23T12:01:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-engineering-101-with-chip-huyen/</loc>
    <lastmod>2025-10-23T11:01:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/system-thinking/</loc>
    <lastmod>2025-10-23T11:01:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agentdb/</loc>
    <lastmod>2025-10-23T11:00:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/database/</loc>
    <lastmod>2025-10-23T11:00:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/agentdb-paradigm-shift-in-ai-development/</loc>
    <lastmod>2025-10-23T11:00:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-agents-vs-llms-reasoning-and-action/</loc>
    <lastmod>2025-10-23T11:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/react-prompting/</loc>
    <lastmod>2025-10-23T11:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/consciousness/</loc>
    <lastmod>2025-10-23T10:00:09+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/zach-lloyd-warp-agentic-terminal-future-of-coding/</loc>
    <lastmod>2025-10-23T10:00:09+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-companionship/</loc>
    <lastmod>2025-10-22T13:57:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/consumer-ai/</loc>
    <lastmod>2025-10-22T13:57:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/emotional-interfaces/</loc>
    <lastmod>2025-10-22T13:57:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/founder-mindset/</loc>
    <lastmod>2025-10-22T13:57:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/social-norms/</loc>
    <lastmod>2025-10-22T13:57:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/v0/</loc>
    <lastmod>2025-10-22T13:57:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-consumer-renaissance-emotional-interfaces-solo-development/</loc>
    <lastmod>2025-10-22T13:57:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/code-repair/</loc>
    <lastmod>2025-10-22T10:01:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mfa/</loc>
    <lastmod>2025-10-22T10:01:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-in-cybersecurity-soc-transformation-code-repair-threats/</loc>
    <lastmod>2025-10-22T10:01:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/soc/</loc>
    <lastmod>2025-10-22T10:01:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/windows-10/</loc>
    <lastmod>2025-10-22T10:01:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/introducing-chatgpt-atlas-ai-browser/</loc>
    <lastmod>2025-10-21T17:52:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/web-browser/</loc>
    <lastmod>2025-10-21T17:52:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/collective-intelligence/</loc>
    <lastmod>2025-10-21T17:01:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/computation/</loc>
    <lastmod>2025-10-21T17:01:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/blaise-aguera-y-arcas-life-intelligence-computation/</loc>
    <lastmod>2025-10-21T17:01:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/pivoting/</loc>
    <lastmod>2025-10-21T14:01:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-startup-strategy-go-to-market-pivoting-hiring/</loc>
    <lastmod>2025-10-21T14:01:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/api-economy/</loc>
    <lastmod>2025-10-21T13:51:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/kong-founder-story-from-near-death-to-ai-connectivity-leader/</loc>
    <lastmod>2025-10-21T13:51:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/kong/</loc>
    <lastmod>2025-10-21T13:51:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/platform-engineering-evolution-from-sre-and-devops/</loc>
    <lastmod>2025-10-21T12:24:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sociotechnical-systems/</loc>
    <lastmod>2025-10-21T12:24:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/emergent-behavior/</loc>
    <lastmod>2025-10-21T09:00:49+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/frontier-ai-security-autonomous-agents-dan-lahav/</loc>
    <lastmod>2025-10-21T09:00:49+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/bioinformatics/</loc>
    <lastmod>2025-10-20T16:10:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/biology/</loc>
    <lastmod>2025-10-20T16:10:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/claude-for-life-sciences-anthropic-vision/</loc>
    <lastmod>2025-10-20T16:10:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/research-assistant/</loc>
    <lastmod>2025-10-20T16:10:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/abbvie/</loc>
    <lastmod>2025-10-20T16:09:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/abbvie-anthropic-ai-in-pharma-strategy/</loc>
    <lastmod>2025-10-20T16:09:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/pharmaceuticals/</loc>
    <lastmod>2025-10-20T16:09:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-investing/</loc>
    <lastmod>2025-10-20T15:09:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/network-effects/</loc>
    <lastmod>2025-10-20T15:09:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/reid-hoffman/</loc>
    <lastmod>2025-10-20T15:09:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/reid-hoffman-ai-blind-spots-and-the-future-of-humanity/</loc>
    <lastmod>2025-10-20T15:09:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/guides/what-is-machine-learning-paradigms-explained/</loc>
    <lastmod>2025-10-20T11:01:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/supervised-learning/</loc>
    <lastmod>2025-10-20T11:01:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/unsupervised-learning/</loc>
    <lastmod>2025-10-20T11:01:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-in-engineering/</loc>
    <lastmod>2025-10-19T11:00:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cognitive-load/</loc>
    <lastmod>2025-10-19T11:00:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/engineering-metrics/</loc>
    <lastmod>2025-10-19T11:00:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/flow-state/</loc>
    <lastmod>2025-10-19T11:00:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/nicole-forsgren-measuring-ai-developer-productivity/</loc>
    <lastmod>2025-10-19T11:00:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/nicole-forsgren/</loc>
    <lastmod>2025-10-19T11:00:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agentic-misalignment/</loc>
    <lastmod>2025-10-18T14:01:42+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/constitutional-ai/</loc>
    <lastmod>2025-10-18T14:01:42+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/prolific/</loc>
    <lastmod>2025-10-18T14:01:42+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/the-critical-role-of-human-evaluation-in-ai-alignment/</loc>
    <lastmod>2025-10-18T14:01:42+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/chime-challenge/</loc>
    <lastmod>2025-10-17T16:51:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/distant-asr/</loc>
    <lastmod>2025-10-17T16:51:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/advances-in-distant-conversational-speech-recognition/</loc>
    <lastmod>2025-10-17T16:51:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/end-to-end-models/</loc>
    <lastmod>2025-10-17T16:51:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/speaker-diarization/</loc>
    <lastmod>2025-10-17T16:51:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/synthetic-data-generation/</loc>
    <lastmod>2025-10-17T16:51:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/auditing/</loc>
    <lastmod>2025-10-17T15:49:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/irondict-transparent-dictionaries-from-polynomial-commitment-schemes/</loc>
    <lastmod>2025-10-17T15:49:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/key-transparency/</loc>
    <lastmod>2025-10-17T15:49:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/kzh/</loc>
    <lastmod>2025-10-17T15:49:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/polynomial-commitment-scheme/</loc>
    <lastmod>2025-10-17T15:49:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/transparent-dictionary/</loc>
    <lastmod>2025-10-17T15:49:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/accumulators/</loc>
    <lastmod>2025-10-17T15:45:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/anonymous-credentials/</loc>
    <lastmod>2025-10-17T15:45:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/communication-efficient-lattice-based-accumulator-for-anonymous-credentials/</loc>
    <lastmod>2025-10-17T15:45:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/lattice-based-cryptography/</loc>
    <lastmod>2025-10-17T15:45:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/revocation/</loc>
    <lastmod>2025-10-17T15:45:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai/tacita-secure-aggregation-for-federated-learning/</loc>
    <lastmod>2025-10-17T15:34:59+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mpc/</loc>
    <lastmod>2025-10-17T15:34:59+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/secure-aggregation/</loc>
    <lastmod>2025-10-17T15:34:59+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/tacita-protocol/</loc>
    <lastmod>2025-10-17T15:34:59+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/threshold-signatures/</loc>
    <lastmod>2025-10-17T15:34:59+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cortex/</loc>
    <lastmod>2025-10-17T15:00:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/human-inspired-ai-memory-cortex/</loc>
    <lastmod>2025-10-17T15:00:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/coinbase/</loc>
    <lastmod>2025-10-17T14:00:29+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/contrarian-bets/</loc>
    <lastmod>2025-10-17T14:00:29+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/flock-safety/</loc>
    <lastmod>2025-10-17T14:00:29+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/the-power-of-contrarian-bets-in-ai/</loc>
    <lastmod>2025-10-17T14:00:29+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/market-competition/</loc>
    <lastmod>2025-10-17T14:00:29+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/uber/</loc>
    <lastmod>2025-10-17T14:00:29+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/abstraction/</loc>
    <lastmod>2025-10-17T12:21:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cloud-architecture/</loc>
    <lastmod>2025-10-17T12:21:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/kief-morris-abby-bangser-infrastructure-as-code-evolution/</loc>
    <lastmod>2025-10-17T12:21:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/amd/</loc>
    <lastmod>2025-10-17T10:00:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/caisi/</loc>
    <lastmod>2025-10-17T10:00:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/oracle-amd-challenge-nvidia-deepseek-report-reflection-ai/</loc>
    <lastmod>2025-10-17T10:00:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/oracle/</loc>
    <lastmod>2025-10-17T10:00:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/reflection-ai/</loc>
    <lastmod>2025-10-17T10:00:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-cybersecurity-human-element-autonomous-agents/</loc>
    <lastmod>2025-10-16T16:08:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/project-zero/</loc>
    <lastmod>2025-10-16T16:08:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/risk-based-authentication/</loc>
    <lastmod>2025-10-16T16:08:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/app-builder/</loc>
    <lastmod>2025-10-16T14:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/emergent-ai-app-builder-15m-arr/</loc>
    <lastmod>2025-10-16T14:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/economic-growth/</loc>
    <lastmod>2025-10-16T13:00:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gdp/</loc>
    <lastmod>2025-10-16T13:00:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/keith-rabois-ai-economic-boom-sovereign-tech/</loc>
    <lastmod>2025-10-16T13:00:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/opendoor/</loc>
    <lastmod>2025-10-16T13:00:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/biometrics-security-privacy-deepfakes/</loc>
    <lastmod>2025-10-16T11:01:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/multi-factor-authentication/</loc>
    <lastmod>2025-10-16T11:01:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/a2a-protocol/</loc>
    <lastmod>2025-10-16T11:01:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/agent-to-agent-a2a-protocol-for-ai-collaboration/</loc>
    <lastmod>2025-10-16T11:01:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/navigating-the-waves-of-ai-adoption-lessons-from-surfing/</loc>
    <lastmod>2025-10-15T15:30:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/technological-waves/</loc>
    <lastmod>2025-10-15T15:30:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/acquisitions/</loc>
    <lastmod>2025-10-15T14:41:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ali-ghodsi/</loc>
    <lastmod>2025-10-15T14:41:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ben-horowitz/</loc>
    <lastmod>2025-10-15T14:41:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ben-horowitz-ali-ghodsi-databricks-ceo-lessons/</loc>
    <lastmod>2025-10-15T14:41:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/base-power/</loc>
    <lastmod>2025-10-15T10:00:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/battery-storage/</loc>
    <lastmod>2025-10-15T10:00:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/zach-dell-base-power-ai-energy-grid/</loc>
    <lastmod>2025-10-15T10:00:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-progress/</loc>
    <lastmod>2025-10-14T15:29:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/nathan-labenz-ai-progress-slowdown-or-acceleration/</loc>
    <lastmod>2025-10-14T15:29:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/nathan-labenz-ai-progress-slowdown-or-breakthrough/</loc>
    <lastmod>2025-10-14T15:29:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/job-automation/</loc>
    <lastmod>2025-10-14T15:29:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/nathan-labenz/</loc>
    <lastmod>2025-10-14T15:29:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/api-migration/</loc>
    <lastmod>2025-10-14T13:08:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/openai-build-hour-responses-api-gpt-5/</loc>
    <lastmod>2025-10-14T13:08:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/responses-api/</loc>
    <lastmod>2025-10-14T13:08:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/financial-times/</loc>
    <lastmod>2025-10-14T12:27:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/stakeholder-management/</loc>
    <lastmod>2025-10-14T12:27:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/alice-bartlett-financial-times-engineering-leadership-technical-debt-ai/</loc>
    <lastmod>2025-10-14T12:27:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-agents-orchestration-vs-rpa/</loc>
    <lastmod>2025-10-14T11:00:45+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/rpa/</loc>
    <lastmod>2025-10-14T11:00:45+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-predictions-and-mathematical-optimization-jerry-yurchisin/</loc>
    <lastmod>2025-10-14T11:00:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/decision-intelligence/</loc>
    <lastmod>2025-10-14T11:00:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gurobi/</loc>
    <lastmod>2025-10-14T11:00:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mathematical-optimization/</loc>
    <lastmod>2025-10-14T11:00:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/operations-research/</loc>
    <lastmod>2025-10-14T11:00:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agent-assist/</loc>
    <lastmod>2025-10-14T09:00:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/contact-center-ai/</loc>
    <lastmod>2025-10-14T09:00:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/transforming-contact-centers-with-ai-from-scarcity-to-abundance/</loc>
    <lastmod>2025-10-14T09:00:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agent-authorization/</loc>
    <lastmod>2025-10-13T14:45:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/building-production-ready-ai-agents-that-take-action/</loc>
    <lastmod>2025-10-13T14:45:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/broadcom/</loc>
    <lastmod>2025-10-13T13:00:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/openai-broadcom-custom-ai-chips-partnership/</loc>
    <lastmod>2025-10-13T13:00:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/vishal-misra-llm-reasoning-manifolds-entropy-agi/</loc>
    <lastmod>2025-10-13T12:24:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/entropy/</loc>
    <lastmod>2025-10-13T12:24:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/manifolds/</loc>
    <lastmod>2025-10-13T12:24:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/vishal-misra/</loc>
    <lastmod>2025-10-13T12:24:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/mcp-vs-grpc-for-ai-agents/</loc>
    <lastmod>2025-10-13T11:00:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/protocols/</loc>
    <lastmod>2025-10-13T11:00:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/google-glass-origin-story-design-challenges/</loc>
    <lastmod>2025-10-13T07:01:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/innovation/</loc>
    <lastmod>2025-10-13T07:01:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cognitive-ai/</loc>
    <lastmod>2025-10-11T11:01:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/pathway/</loc>
    <lastmod>2025-10-11T11:01:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sparse-activation/</loc>
    <lastmod>2025-10-11T11:01:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/pathway-sparse-activation-brain-inspired-ai/</loc>
    <lastmod>2025-10-11T11:01:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-mode/</loc>
    <lastmod>2025-10-10T23:28:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/google-search/</loc>
    <lastmod>2025-10-10T23:28:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/robby-stein-google-ai-mode-product-principles/</loc>
    <lastmod>2025-10-10T23:28:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/instagram-stories/</loc>
    <lastmod>2025-10-10T23:28:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/large-scale-products/</loc>
    <lastmod>2025-10-10T23:28:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/product-principles/</loc>
    <lastmod>2025-10-10T23:28:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/bioenergetics/</loc>
    <lastmod>2025-10-10T17:11:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/eukaryotes/</loc>
    <lastmod>2025-10-10T17:11:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/great-filter/</loc>
    <lastmod>2025-10-10T17:11:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mitochondria/</loc>
    <lastmod>2025-10-10T17:11:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/nick-lane/</loc>
    <lastmod>2025-10-10T17:11:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/nick-lane-life-geochemistry-great-filter/</loc>
    <lastmod>2025-10-10T17:11:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/craftsmanship/</loc>
    <lastmod>2025-10-10T12:25:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/feedback-loops/</loc>
    <lastmod>2025-10-10T12:25:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/pragmatic-programmer/</loc>
    <lastmod>2025-10-10T12:25:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/simplicity/</loc>
    <lastmod>2025-10-10T12:25:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/dave-thomas-pragmatic-simplicity-post-agile/</loc>
    <lastmod>2025-10-10T12:25:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agent-development-lifecycle/</loc>
    <lastmod>2025-10-10T10:01:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/openai-agentkit-anthropic-partnership-modular-manifolds-ai-radiology/</loc>
    <lastmod>2025-10-10T10:01:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/llm-engineering/</loc>
    <lastmod>2025-10-10T10:01:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/modular-manifolds/</loc>
    <lastmod>2025-10-10T10:01:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/evaluating-ai-agents-beyond-the-hype/</loc>
    <lastmod>2025-10-10T02:45:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/model-context-protocol-origins-best-practices-future/</loc>
    <lastmod>2025-10-09T19:09:40+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/four-flynn-operation-aurora-ai-cybersecurity/</loc>
    <lastmod>2025-10-09T18:27:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/four-flynn/</loc>
    <lastmod>2025-10-09T18:27:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/operation-aurora/</loc>
    <lastmod>2025-10-09T18:27:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/.net/</loc>
    <lastmod>2025-10-09T12:00:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/asp.net/</loc>
    <lastmod>2025-10-09T12:00:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/asp-net-core-9-essentials-full-lifecycle-development/</loc>
    <lastmod>2025-10-09T12:00:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-labeling/</loc>
    <lastmod>2025-10-09T11:01:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/jason-droege/</loc>
    <lastmod>2025-10-09T11:01:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/scale-ai/</loc>
    <lastmod>2025-10-09T11:01:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/jason-droege-scale-ai-expert-data-uber-eats-lessons/</loc>
    <lastmod>2025-10-09T11:01:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/uber-eats/</loc>
    <lastmod>2025-10-09T11:01:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-reasoning/</loc>
    <lastmod>2025-10-09T07:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/eric-zelikman-humans-and-ai-eq/</loc>
    <lastmod>2025-10-09T07:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/runpod/</loc>
    <lastmod>2025-10-09T07:00:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/building-the-ai-first-cloud-with-runpod/</loc>
    <lastmod>2025-10-09T07:00:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agent-kit/</loc>
    <lastmod>2025-10-08T17:01:48+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/openai/dev-day-2024-developer-state-of-the-union/</loc>
    <lastmod>2025-10-08T17:01:48+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sora-2/</loc>
    <lastmod>2025-10-08T17:01:48+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/jony-ive-sam-altman-building-in-age-of-ai/</loc>
    <lastmod>2025-10-08T17:01:45+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/creative-process/</loc>
    <lastmod>2025-10-08T17:01:45+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/design-philosophy/</loc>
    <lastmod>2025-10-08T17:01:45+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/jony-ive/</loc>
    <lastmod>2025-10-08T17:01:45+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/openai-frontier-ai-evaluation-gdp-val-and-tooling/</loc>
    <lastmod>2025-10-08T17:01:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gdp-val/</loc>
    <lastmod>2025-10-08T17:01:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/creative-workflow/</loc>
    <lastmod>2025-10-08T17:01:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/film-production/</loc>
    <lastmod>2025-10-08T17:01:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/building-custom-creative-tools-with-ai/</loc>
    <lastmod>2025-10-08T17:01:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/asyncio/</loc>
    <lastmod>2025-10-08T14:45:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/posts/run-llms-locally-python-two-lines-code/</loc>
    <lastmod>2025-10-08T14:45:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/sam-altman-openai-vision-agi-sora/</loc>
    <lastmod>2025-10-08T14:14:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/bias/</loc>
    <lastmod>2025-10-07T14:18:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cultural-relevance/</loc>
    <lastmod>2025-10-07T14:18:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/evaluating-cultural-relevance-ai-models-yux/</loc>
    <lastmod>2025-10-07T14:18:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/hci/</loc>
    <lastmod>2025-10-07T14:18:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/user-testing/</loc>
    <lastmod>2025-10-07T14:18:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/wolof/</loc>
    <lastmod>2025-10-07T14:18:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ccpa/</loc>
    <lastmod>2025-10-07T14:01:28+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/evaluating-modern-privacy-policies-at-scale-with-llms/</loc>
    <lastmod>2025-10-07T14:01:28+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/large-scale-measurement/</loc>
    <lastmod>2025-10-07T14:01:28+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/legal-tech/</loc>
    <lastmod>2025-10-07T14:01:28+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/privacy-policies/</loc>
    <lastmod>2025-10-07T14:01:28+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/jordan-fisher-startup-questions-age-of-agi/</loc>
    <lastmod>2025-10-07T14:00:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/trust/</loc>
    <lastmod>2025-10-07T14:00:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/blogging/</loc>
    <lastmod>2025-10-07T12:29:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/technical-writing/</loc>
    <lastmod>2025-10-07T12:29:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/piotr-sarna-writing-for-developers-technical-blogging-patterns/</loc>
    <lastmod>2025-10-07T12:29:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-evolution/</loc>
    <lastmod>2025-10-07T11:01:28+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-limits/</loc>
    <lastmod>2025-10-07T11:01:28+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/evolution-and-limits-of-artificial-intelligence/</loc>
    <lastmod>2025-10-07T11:01:28+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/pathway-bdh-neuroscience-inspired-transformer-architecture/</loc>
    <lastmod>2025-10-07T11:01:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/bdh/</loc>
    <lastmod>2025-10-07T11:01:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/hebbian-learning/</loc>
    <lastmod>2025-10-07T11:01:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sparse-models/</loc>
    <lastmod>2025-10-07T11:01:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/abridge/</loc>
    <lastmod>2025-10-06T19:42:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/devday/</loc>
    <lastmod>2025-10-06T19:42:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/education-ai/</loc>
    <lastmod>2025-10-06T19:42:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/jam.dev/</loc>
    <lastmod>2025-10-06T19:42:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/openai-podcast-live-from-dev-day-startups/</loc>
    <lastmod>2025-10-06T19:42:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/schoolai/</loc>
    <lastmod>2025-10-06T19:42:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/openai-devday-2025-keynote-summary/</loc>
    <lastmod>2025-10-06T18:27:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/paraphrase-project-ai-resilient-biosecurity/</loc>
    <lastmod>2025-10-06T14:04:45+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/protein-design/</loc>
    <lastmod>2025-10-06T14:04:45+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/responsible-disclosure/</loc>
    <lastmod>2025-10-06T14:04:45+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/economic-competition/</loc>
    <lastmod>2025-10-06T13:01:53+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/us-vs-china-engineers-vs-lawyers-dan-wang/</loc>
    <lastmod>2025-10-06T13:01:53+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/us-china-relations/</loc>
    <lastmod>2025-10-06T13:01:53+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/experimentation/</loc>
    <lastmod>2025-10-05T11:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/how-to-find-hidden-growth-opportunities-albert-cheng/</loc>
    <lastmod>2025-10-05T11:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/freemium/</loc>
    <lastmod>2025-10-05T11:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gamification/</loc>
    <lastmod>2025-10-05T11:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/growth/</loc>
    <lastmod>2025-10-05T11:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/retention/</loc>
    <lastmod>2025-10-05T11:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/bitter-lesson/</loc>
    <lastmod>2025-10-04T17:49:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/richard-sutton/</loc>
    <lastmod>2025-10-04T17:49:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/thoughts-on-sutton-bitter-lesson-llms/</loc>
    <lastmod>2025-10-04T17:49:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/architectural-backdoors/</loc>
    <lastmod>2025-10-04T06:47:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/caml/</loc>
    <lastmod>2025-10-04T06:47:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ilia-shumailov-ai-agent-security-paradigm/</loc>
    <lastmod>2025-10-04T06:47:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/biocomputing/</loc>
    <lastmod>2025-10-03T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/deep-tech/</loc>
    <lastmod>2025-10-03T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/human-neurons/</loc>
    <lastmod>2025-10-03T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/the-future-of-ai-biocomputing-with-living-human-neurons/</loc>
    <lastmod>2025-10-03T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-workloads/</loc>
    <lastmod>2025-10-03T15:00:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/lessons-in-building-gpu-cloud-infrastructure-for-ai/</loc>
    <lastmod>2025-10-03T15:00:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cloud-infrastructure/</loc>
    <lastmod>2025-10-03T15:00:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/moats/</loc>
    <lastmod>2025-10-03T14:01:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/seven-powers/</loc>
    <lastmod>2025-10-03T14:01:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/seven-powers-ai-startup-moats/</loc>
    <lastmod>2025-10-03T14:01:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/outcome-based-pricing/</loc>
    <lastmod>2025-10-03T13:01:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/software-eats-labor/</loc>
    <lastmod>2025-10-03T13:01:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-cybersecurity/</loc>
    <lastmod>2025-10-03T10:00:28+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/claude-4.5/</loc>
    <lastmod>2025-10-03T10:00:28+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-model-updates-granite-claude-sora-and-cybersecurity/</loc>
    <lastmod>2025-10-03T10:00:28+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/building-ai-agents-with-claude-platform/</loc>
    <lastmod>2025-10-02T16:00:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/developer-platform/</loc>
    <lastmod>2025-10-02T16:00:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cybersecurity-certifications/</loc>
    <lastmod>2025-10-02T13:11:23+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/how-to-become-an-ethical-hacker-career-path-certifications/</loc>
    <lastmod>2025-10-02T13:11:23+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/learning-python-programming-author-interview-fabrizio-romano-ai-evolution/</loc>
    <lastmod>2025-10-02T12:01:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/typing/</loc>
    <lastmod>2025-10-02T12:01:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-for-bi/</loc>
    <lastmod>2025-10-02T11:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-warehouse/</loc>
    <lastmod>2025-10-02T11:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/the-critical-role-of-the-semantic-layer-for-text-to-sql/</loc>
    <lastmod>2025-10-02T11:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/nikesh-arora-ai-cybersecurity-agentic-future/</loc>
    <lastmod>2025-10-02T10:01:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/palo-alto-networks/</loc>
    <lastmod>2025-10-02T10:01:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/casper/</loc>
    <lastmod>2025-10-01T17:34:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/deception-technology/</loc>
    <lastmod>2025-10-01T17:34:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/casper-detecting-passkey-compromise-from-cloud-storage/</loc>
    <lastmod>2025-10-01T17:34:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/fido2/</loc>
    <lastmod>2025-10-01T17:34:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/access-logging/</loc>
    <lastmod>2025-10-01T15:45:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/account-security/</loc>
    <lastmod>2025-10-01T15:45:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/applied-cryptography/</loc>
    <lastmod>2025-10-01T15:45:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/client-side-encrypted-access-logging-for-online-accounts/</loc>
    <lastmod>2025-10-01T15:45:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/tech-abuse/</loc>
    <lastmod>2025-10-01T15:45:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/webauthn/</loc>
    <lastmod>2025-10-01T15:45:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/in-app-purchases/</loc>
    <lastmod>2025-10-01T14:01:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mobile-development/</loc>
    <lastmod>2025-10-01T14:01:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/revenuecat-founder-story-scaling-developer-tools/</loc>
    <lastmod>2025-10-01T14:01:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/future-of-compute/</loc>
    <lastmod>2025-10-01T12:00:21+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/the-future-of-serverless-is-agentic-ai/</loc>
    <lastmod>2025-10-01T12:00:21+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ddos/</loc>
    <lastmod>2025-10-01T11:01:34+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/tricking-ai-agents-and-cybersecurity-myths/</loc>
    <lastmod>2025-10-01T11:01:34+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cameo/</loc>
    <lastmod>2025-09-30T17:38:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/sora-2-and-sora-app-launch/</loc>
    <lastmod>2025-09-30T17:38:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/world-simulation/</loc>
    <lastmod>2025-09-30T17:38:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/periodic-labs-ai-physicist-llms-for-science/</loc>
    <lastmod>2025-09-30T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/superconductivity/</loc>
    <lastmod>2025-09-30T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/engineering-challenges-of-training-claude-anthropic/</loc>
    <lastmod>2025-09-30T14:00:56+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/business-value/</loc>
    <lastmod>2025-09-30T12:53:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/composable-architecture/</loc>
    <lastmod>2025-09-30T12:53:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/internal-developer-platform/</loc>
    <lastmod>2025-09-30T12:53:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/optionality/</loc>
    <lastmod>2025-09-30T12:53:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/platform-engineering-blind-spots-apis-business-value/</loc>
    <lastmod>2025-09-30T12:53:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/pegasus/</loc>
    <lastmod>2025-09-30T11:00:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/zero-click-attack/</loc>
    <lastmod>2025-09-30T11:00:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai/zero-click-attacks-and-ai-agent-risks/</loc>
    <lastmod>2025-09-30T11:00:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/block-cto-dhanji-prasanna-on-goose-ai-agent-and-swarm-intelligence/</loc>
    <lastmod>2025-09-30T09:00:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-recruiting-partner-alex-interview/</loc>
    <lastmod>2025-09-29T18:33:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/candidate-experience/</loc>
    <lastmod>2025-09-29T18:33:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/hr-tech/</loc>
    <lastmod>2025-09-29T18:33:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/communication-bottleneck/</loc>
    <lastmod>2025-09-29T12:23:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/deepspeed/</loc>
    <lastmod>2025-09-29T12:23:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/deep-speed-zero-plus-plus-llm-training/</loc>
    <lastmod>2025-09-29T12:23:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/zero&#43;&#43;/</loc>
    <lastmod>2025-09-29T12:23:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agentic-patterns/</loc>
    <lastmod>2025-09-29T12:22:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/designing-ai-agents-beyond-chatbots-with-google-gemini/</loc>
    <lastmod>2025-09-29T12:22:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/execution-layer/</loc>
    <lastmod>2025-09-29T12:22:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/designing-a-dependable-ai-execution-layer/</loc>
    <lastmod>2025-09-29T12:22:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ray/</loc>
    <lastmod>2025-09-29T12:22:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/building-scaling-multi-agent-systems-insurance-restaurants/</loc>
    <lastmod>2025-09-29T12:22:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agentic-infrastructure/</loc>
    <lastmod>2025-09-29T12:22:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/fastapi/</loc>
    <lastmod>2025-09-29T12:22:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/langsmith/</loc>
    <lastmod>2025-09-29T12:22:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/building-agentic-infrastructure-alwayscool-ai/</loc>
    <lastmod>2025-09-29T12:22:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/organizational-scale/</loc>
    <lastmod>2025-09-29T12:01:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/team-autonomy/</loc>
    <lastmod>2025-09-29T12:01:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/the-evolution-of-software-architecture-from-ivory-tower-to-collaborative-coaching/</loc>
    <lastmod>2025-09-29T12:01:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/a-4-step-framework-for-building-delightful-products/</loc>
    <lastmod>2025-09-28T11:01:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/emotional-design/</loc>
    <lastmod>2025-09-28T11:01:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/product-delight/</loc>
    <lastmod>2025-09-28T11:01:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/jeremy-berman-arc-agi-v2-knowledge-synthesis/</loc>
    <lastmod>2025-09-27T16:17:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/arc-challenge/</loc>
    <lastmod>2025-09-27T16:17:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/jeremy-berman/</loc>
    <lastmod>2025-09-27T16:17:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/knowledge-representation/</loc>
    <lastmod>2025-09-27T16:17:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/crypto/</loc>
    <lastmod>2025-09-27T15:02:42+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/education-technology/</loc>
    <lastmod>2025-09-27T15:02:42+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/techno-optimism/</loc>
    <lastmod>2025-09-27T15:02:42+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/a16z-monitoring-the-situation-american-dynamism-crypto-ai-parenting/</loc>
    <lastmod>2025-09-27T15:02:42+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/systematic-optimization-for-ai-agents/</loc>
    <lastmod>2025-09-27T10:59:57+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/multi-objective-optimization/</loc>
    <lastmod>2025-09-27T10:59:57+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/systematic-testing/</loc>
    <lastmod>2025-09-27T10:59:57+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/deep-evals/</loc>
    <lastmod>2025-09-27T10:58:54+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/evaluating-agentic-ai-in-production/</loc>
    <lastmod>2025-09-27T10:58:54+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/claude-code-design-philosophy-and-developer-workflow/</loc>
    <lastmod>2025-09-26T19:48:47+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ui/ux-design/</loc>
    <lastmod>2025-09-26T19:48:47+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/richard-sutton-reinforcement-learning-vs-llms/</loc>
    <lastmod>2025-09-26T16:01:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/the-bitter-lesson/</loc>
    <lastmod>2025-09-26T16:01:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agile-manifesto/</loc>
    <lastmod>2025-09-26T12:52:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/martin-fowler-on-the-origins-of-agile-and-evolutionary-design/</loc>
    <lastmod>2025-09-26T12:52:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/evolutionary-design/</loc>
    <lastmod>2025-09-26T12:52:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/pair-programming/</loc>
    <lastmod>2025-09-26T12:52:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/google-ap2/</loc>
    <lastmod>2025-09-26T10:01:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/nvidia-openai-investment-tongyi-deepresearch-google-ap2-ai-safety-airpods-translation/</loc>
    <lastmod>2025-09-26T10:01:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/tongyi-deepresearch/</loc>
    <lastmod>2025-09-26T10:01:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/wearable-ai/</loc>
    <lastmod>2025-09-26T10:01:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/juicebox-ai-recruiting-platform-founder-story/</loc>
    <lastmod>2025-09-25T16:00:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/coding-models/</loc>
    <lastmod>2025-09-25T13:00:41+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/openai-gpt-5-automated-researcher-reasoning/</loc>
    <lastmod>2025-09-25T13:00:41+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai/designing-decision-agents-for-agentic-ai-frameworks/</loc>
    <lastmod>2025-09-25T11:01:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/business-rules/</loc>
    <lastmod>2025-09-25T11:01:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/decision-agents/</loc>
    <lastmod>2025-09-25T11:01:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/dmn/</loc>
    <lastmod>2025-09-25T11:01:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-tutor/</loc>
    <lastmod>2025-09-25T10:01:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/edtech/</loc>
    <lastmod>2025-09-25T10:01:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/learning-science/</loc>
    <lastmod>2025-09-25T10:01:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/reinventing-education-with-ai-and-learning-science/</loc>
    <lastmod>2025-09-25T10:01:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/pii/</loc>
    <lastmod>2025-09-25T02:34:29+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/safeguards/</loc>
    <lastmod>2025-09-25T02:34:29+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/spear-phishing/</loc>
    <lastmod>2025-09-25T02:34:29+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/the-emerging-threat-of-web-enabled-llm-agents/</loc>
    <lastmod>2025-09-25T02:34:29+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/formal-analysis-of-apple-imessage-pq3-protocol/</loc>
    <lastmod>2025-09-25T02:17:47+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/double-ratchet/</loc>
    <lastmod>2025-09-25T02:17:47+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/imessage/</loc>
    <lastmod>2025-09-25T02:17:47+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/messaging/</loc>
    <lastmod>2025-09-25T02:17:47+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/pq3/</loc>
    <lastmod>2025-09-25T02:17:47+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/security-protocol/</loc>
    <lastmod>2025-09-25T02:17:47+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/tamarin/</loc>
    <lastmod>2025-09-25T02:17:47+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/fundamentals-of-data-engineering/</loc>
    <lastmod>2025-09-24T22:00:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/fundamentals-of-data-engineering-in-the-age-of-ai/</loc>
    <lastmod>2025-09-24T22:00:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/joe-reis/</loc>
    <lastmod>2025-09-24T22:00:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/matt-housley/</loc>
    <lastmod>2025-09-24T22:00:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/dmarc/</loc>
    <lastmod>2025-09-24T20:20:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/email-security/</loc>
    <lastmod>2025-09-24T20:20:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/smtp-smuggling-bypassing-email-authentication/</loc>
    <lastmod>2025-09-24T20:20:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/network-security/</loc>
    <lastmod>2025-09-24T20:20:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/smtp-smuggling/</loc>
    <lastmod>2025-09-24T20:20:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/spf/</loc>
    <lastmod>2025-09-24T20:20:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/spoofing/</loc>
    <lastmod>2025-09-24T20:20:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/a-framework-for-abusability-analysis-of-passkeys-in-interpersonal-threat-models/</loc>
    <lastmod>2025-09-24T20:05:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/interpersonal-violence/</loc>
    <lastmod>2025-09-24T20:05:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/empirical-study-of-hi-mum-and-dad-sms-scams/</loc>
    <lastmod>2025-09-24T20:02:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mule-accounts/</loc>
    <lastmod>2025-09-24T20:02:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/network-analysis/</loc>
    <lastmod>2025-09-24T20:02:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sms-scam/</loc>
    <lastmod>2025-09-24T20:02:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/dion/</loc>
    <lastmod>2025-09-24T15:47:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/dion-scalable-orthonormal-optimizer-for-large-models/</loc>
    <lastmod>2025-09-24T15:47:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/fsdp/</loc>
    <lastmod>2025-09-24T15:47:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/optimizer/</loc>
    <lastmod>2025-09-24T15:47:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/orthonormal-updates/</loc>
    <lastmod>2025-09-24T15:47:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/h-1b-visa/</loc>
    <lastmod>2025-09-24T14:37:56+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/incumbents/</loc>
    <lastmod>2025-09-24T14:37:56+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-platform-shift-h1b-debate-developer-productivity/</loc>
    <lastmod>2025-09-24T14:37:56+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/continuous-delivery/</loc>
    <lastmod>2025-09-24T12:01:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/coupling/</loc>
    <lastmod>2025-09-24T12:01:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/dave-farley-evolutionary-architecture-and-design/</loc>
    <lastmod>2025-09-24T12:01:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/hybridpetya/</loc>
    <lastmod>2025-09-24T10:00:28+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/insider-threat/</loc>
    <lastmod>2025-09-24T10:00:28+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/scattered-spider/</loc>
    <lastmod>2025-09-24T10:00:28+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-vulnerability-cataclysm-threat-analysis-and-defense/</loc>
    <lastmod>2025-09-24T10:00:28+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/academic-freedom/</loc>
    <lastmod>2025-09-23T18:01:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/reforming-the-nih-a-portfolio-approach-to-science-and-ai/</loc>
    <lastmod>2025-09-23T18:01:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/grant-funding/</loc>
    <lastmod>2025-09-23T18:01:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/nih/</loc>
    <lastmod>2025-09-23T18:01:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/public-health/</loc>
    <lastmod>2025-09-23T18:01:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/replication-crisis/</loc>
    <lastmod>2025-09-23T18:01:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/base/</loc>
    <lastmod>2025-09-23T14:45:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/layer-2/</loc>
    <lastmod>2025-09-23T14:45:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/golden-age-of-crypto-building-yc-coinbase/</loc>
    <lastmod>2025-09-23T14:45:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/onchain/</loc>
    <lastmod>2025-09-23T14:45:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cloudflare-d1/</loc>
    <lastmod>2025-09-23T12:26:53+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/cloudflare-developer-platform-deep-dive-ashley-peacock/</loc>
    <lastmod>2025-09-23T12:26:53+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/workers/</loc>
    <lastmod>2025-09-23T12:26:53+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/workers-ai/</loc>
    <lastmod>2025-09-23T12:26:53+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/carl-benedikt-frey-how-progress-ends-ai-job-displacement/</loc>
    <lastmod>2025-09-23T11:00:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/economic-systems/</loc>
    <lastmod>2025-09-23T11:00:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/job-displacement/</loc>
    <lastmod>2025-09-23T11:00:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/elias-torres-on-deprogramming-business-with-ai-first-customer-experience/</loc>
    <lastmod>2025-09-23T09:00:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/decentralized-moderation/</loc>
    <lastmod>2025-09-23T01:44:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/zk-promises/</loc>
    <lastmod>2025-09-23T01:44:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/zk-promises-anonymous-moderation-with-callbacks/</loc>
    <lastmod>2025-09-23T01:44:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/apple-pay/</loc>
    <lastmod>2025-09-22T18:25:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/contactless-payments/</loc>
    <lastmod>2025-09-22T18:25:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/emv/</loc>
    <lastmod>2025-09-22T18:25:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/google-pay/</loc>
    <lastmod>2025-09-22T18:25:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mastercard/</loc>
    <lastmod>2025-09-22T18:25:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/contactless-payment-vulnerabilities-proprietary-features/</loc>
    <lastmod>2025-09-22T18:25:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/protocol-security/</loc>
    <lastmod>2025-09-22T18:25:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/visa/</loc>
    <lastmod>2025-09-22T18:25:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/computer-science/</loc>
    <lastmod>2025-09-22T12:01:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/future-of-computing/</loc>
    <lastmod>2025-09-22T12:01:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/the-death-of-classical-computer-science-as-we-know-it/</loc>
    <lastmod>2025-09-22T12:01:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ethical-hacking-tasks-tools-techniques/</loc>
    <lastmod>2025-09-22T11:01:09+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mitre-attck/</loc>
    <lastmod>2025-09-22T11:01:09+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/from-webrtc-to-chatgpt-voice-the-livekit-story/</loc>
    <lastmod>2025-09-21T04:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/livekit/</loc>
    <lastmod>2025-09-21T04:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/webrtc/</loc>
    <lastmod>2025-09-21T04:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/altair-rapidminer/</loc>
    <lastmod>2025-09-20T18:34:30+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/automl/</loc>
    <lastmod>2025-09-20T18:34:30+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/building-predictive-maintenance-solutions-with-altair-rapidminer/</loc>
    <lastmod>2025-09-20T18:34:30+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/low-code-ai/</loc>
    <lastmod>2025-09-20T18:34:30+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/text-analytics/</loc>
    <lastmod>2025-09-20T18:34:30+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/building-a-debugger-sy-brand-tim-misiak/</loc>
    <lastmod>2025-09-19T14:59:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/operating-systems/</loc>
    <lastmod>2025-09-19T14:59:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agent-economies/</loc>
    <lastmod>2025-09-19T10:00:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-wearables/</loc>
    <lastmod>2025-09-19T10:00:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/podcast-summary/mixture-of-experts-chatgpt-usage-agent-economies-wearables/</loc>
    <lastmod>2025-09-19T10:00:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/deploying-ai-agents-in-healthcare-lessons-from-medical-residents/</loc>
    <lastmod>2025-09-19T09:12:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-fairness-360/</loc>
    <lastmod>2025-09-18T17:52:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/automatic-stratification/</loc>
    <lastmod>2025-09-18T17:52:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/multimorbidity/</loc>
    <lastmod>2025-09-18T17:52:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/data-science-driven-identification-of-multimorbidity-in-africa/</loc>
    <lastmod>2025-09-18T17:52:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/subset-scanning/</loc>
    <lastmod>2025-09-18T17:52:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mercor/</loc>
    <lastmod>2025-09-18T11:01:23+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/rlaif/</loc>
    <lastmod>2025-09-18T11:01:23+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/brendan-foody-mercor-ai-evals/</loc>
    <lastmod>2025-09-18T11:01:23+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/rlef/</loc>
    <lastmod>2025-09-18T11:01:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/upwork/</loc>
    <lastmod>2025-09-18T11:01:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/upwork-ai-agents-rlef/</loc>
    <lastmod>2025-09-18T11:01:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/customer-service/</loc>
    <lastmod>2025-09-18T10:01:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/founder-journey/</loc>
    <lastmod>2025-09-18T10:01:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/jesse-zhang-decagon-ai-customer-service-agents/</loc>
    <lastmod>2025-09-18T10:01:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai/monitoring-in-production-with-weave-online-evaluations/</loc>
    <lastmod>2025-09-17T19:00:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/summaries/a-survey-of-context-engineering-for-large-language-models/</loc>
    <lastmod>2025-09-17T13:30:09+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/code-analysis/</loc>
    <lastmod>2025-09-17T12:00:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/glamorous-toolkit/</loc>
    <lastmod>2025-09-17T12:00:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/moldable-development-with-tudor-girba/</loc>
    <lastmod>2025-09-17T12:00:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/moldable-development/</loc>
    <lastmod>2025-09-17T12:00:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/podcast-summary-lapsus-ai-ransomware-npm-hack-ot-threats/</loc>
    <lastmod>2025-09-17T10:01:09+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/hiring-fraud/</loc>
    <lastmod>2025-09-17T10:01:09+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/edwin-chen-surge-ai-data-for-llms/</loc>
    <lastmod>2025-09-16T16:00:56+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/aaron-levie-box-ai-startup-school/</loc>
    <lastmod>2025-09-16T14:01:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/job-augmentation/</loc>
    <lastmod>2025-09-16T14:01:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/unstructured-data/</loc>
    <lastmod>2025-09-16T14:01:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/graph-analytics-rag-causal-ai-memory/</loc>
    <lastmod>2025-09-16T11:00:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/causal-graphs/</loc>
    <lastmod>2025-09-16T11:00:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/graph-algorithms/</loc>
    <lastmod>2025-09-16T11:00:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/graph-analytics/</loc>
    <lastmod>2025-09-16T11:00:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/graph-rag/</loc>
    <lastmod>2025-09-16T11:00:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/network-science/</loc>
    <lastmod>2025-09-16T11:00:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/greg-brockman-thibault-sottiaux-gpt5-codex-agentic-coding/</loc>
    <lastmod>2025-09-15T18:00:30+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/global-compliance/</loc>
    <lastmod>2025-09-15T15:00:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/sam-ross-numeral-building-global-tax-platform/</loc>
    <lastmod>2025-09-15T15:00:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sales-tax/</loc>
    <lastmod>2025-09-15T15:00:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/meshagent-multiplayer-ai-collaborative-rooms/</loc>
    <lastmod>2025-09-15T10:36:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/collaborative-ai/</loc>
    <lastmod>2025-09-15T10:36:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/foundations-of-memory-for-ai-agents/</loc>
    <lastmod>2025-09-15T10:36:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/data-quality-for-advanced-rag/</loc>
    <lastmod>2025-09-15T10:35:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/indexing/</loc>
    <lastmod>2025-09-15T10:35:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/llamaindex/</loc>
    <lastmod>2025-09-15T10:35:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/parsing/</loc>
    <lastmod>2025-09-15T10:35:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-acceleration/</loc>
    <lastmod>2025-09-15T10:01:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/dell-proai-studio/</loc>
    <lastmod>2025-09-15T10:01:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/dell-proai-studio-on-device-ai-development/</loc>
    <lastmod>2025-09-15T10:01:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/intel-openvino/</loc>
    <lastmod>2025-09-15T10:01:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/npu/</loc>
    <lastmod>2025-09-15T10:01:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/arc-institute/</loc>
    <lastmod>2025-09-15T10:01:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-virtual-cells-drug-discovery/</loc>
    <lastmod>2025-09-15T10:01:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/aeo/</loc>
    <lastmod>2025-09-14T11:01:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/answer-engine-optimization/</loc>
    <lastmod>2025-09-14T11:01:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/the-ultimate-guide-to-aeo-ethan-smith/</loc>
    <lastmod>2025-09-14T11:01:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/sergey-levine-robotics-foundation-models/</loc>
    <lastmod>2025-09-12T15:32:21+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/physical-intelligence/</loc>
    <lastmod>2025-09-12T15:32:21+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sergey-levine/</loc>
    <lastmod>2025-09-12T15:32:21+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/huggingface/</loc>
    <lastmod>2025-09-12T15:00:59+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/jfrog/</loc>
    <lastmod>2025-09-12T15:00:59+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/trust-at-scale-security-governance-open-source-models/</loc>
    <lastmod>2025-09-12T15:00:59+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/future-of-software-with-ai-agents-amjad-masad/</loc>
    <lastmod>2025-09-12T14:01:21+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/dont-feed-the-pigeons-human-centric-platform-engineering/</loc>
    <lastmod>2025-09-12T12:25:34+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-coding/</loc>
    <lastmod>2025-09-12T10:00:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/hallucinations-ai-coding-job-market-micro-llms/</loc>
    <lastmod>2025-09-12T10:00:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/patrice-roy-modern-cpp-memory-management-interview/</loc>
    <lastmod>2025-09-11T12:01:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/custom-allocators/</loc>
    <lastmod>2025-09-11T12:01:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/performance-optimization/</loc>
    <lastmod>2025-09-11T12:01:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/smart-pointers/</loc>
    <lastmod>2025-09-11T12:01:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/jay-alammar-enterprise-llm-adoption-rag-agents/</loc>
    <lastmod>2025-09-11T11:00:36+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cohere/</loc>
    <lastmod>2025-09-11T11:00:36+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-data/</loc>
    <lastmod>2025-09-10T15:00:29+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/recall-ai-conversation-data-layer/</loc>
    <lastmod>2025-09-10T15:00:29+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/team-building/</loc>
    <lastmod>2025-09-10T15:00:29+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-network-effects-exponential-forces/</loc>
    <lastmod>2025-09-10T13:01:54+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/consumer-tech/</loc>
    <lastmod>2025-09-10T13:01:54+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/platform-shifts/</loc>
    <lastmod>2025-09-10T13:01:54+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-assisted-software-delivery-state-of-the-art/</loc>
    <lastmod>2025-09-10T12:01:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-assistant/</loc>
    <lastmod>2025-09-10T12:01:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/coding-assistant/</loc>
    <lastmod>2025-09-10T12:01:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/free-energy-principle/</loc>
    <lastmod>2025-09-10T11:51:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/karl-friston/</loc>
    <lastmod>2025-09-10T11:51:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/karl-friston-free-energy-principle-intelligence-consciousness/</loc>
    <lastmod>2025-09-10T11:51:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/markov-blanket/</loc>
    <lastmod>2025-09-10T11:51:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/hexstrike-ai/</loc>
    <lastmod>2025-09-10T10:01:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/rats/</loc>
    <lastmod>2025-09-10T10:01:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/vibe-hacking/</loc>
    <lastmod>2025-09-10T10:01:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-fueled-cybercrime-vibe-hacking-hexstrike-and-agent-armies/</loc>
    <lastmod>2025-09-10T10:01:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/b2b-saas/</loc>
    <lastmod>2025-09-09T15:01:48+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/motion-founders-ai-employees-platform/</loc>
    <lastmod>2025-09-09T15:01:48+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/work-management/</loc>
    <lastmod>2025-09-09T15:01:48+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-ethics-value-alignment-and-deregulation-in-a-shifting-landscape/</loc>
    <lastmod>2025-09-09T12:57:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/value-alignment/</loc>
    <lastmod>2025-09-09T12:57:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-development-hardware-windows-npu-vs-gpu/</loc>
    <lastmod>2025-09-09T11:01:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/dell/</loc>
    <lastmod>2025-09-09T11:01:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/local-ai/</loc>
    <lastmod>2025-09-09T11:01:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/windows/</loc>
    <lastmod>2025-09-09T11:01:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/democratizing-robotics-hugging-face-lerobot-thomas-wolf/</loc>
    <lastmod>2025-09-09T09:00:40+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-scarcity/</loc>
    <lastmod>2025-09-09T09:00:40+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/lerobot/</loc>
    <lastmod>2025-09-09T09:00:40+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/codex-unified-agent-ide-cli-code-review/</loc>
    <lastmod>2025-09-08T17:38:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ide-extension/</loc>
    <lastmod>2025-09-08T17:38:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/fde/</loc>
    <lastmod>2025-09-08T14:01:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/forward-deployed-engineer/</loc>
    <lastmod>2025-09-08T14:01:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/product-discovery/</loc>
    <lastmod>2025-09-08T14:01:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/palantir-forward-deployed-engineer-model-for-ai-startups/</loc>
    <lastmod>2025-09-08T14:01:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/little-tech-agenda/</loc>
    <lastmod>2025-09-08T13:01:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/regulation/</loc>
    <lastmod>2025-09-08T13:01:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-policy-for-startups-little-tech-agenda/</loc>
    <lastmod>2025-09-08T13:01:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/how-ai-is-reshaping-product-management/</loc>
    <lastmod>2025-09-07T11:00:57+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/generative-vs-agentic-ai-cybersecurity-risks/</loc>
    <lastmod>2025-09-07T11:00:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/dark-web/</loc>
    <lastmod>2025-09-07T11:00:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-regulation-china-strategy-enterprise-adoption/</loc>
    <lastmod>2025-09-06T11:00:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/making-ai-agents-useful-context-search-ui-evals/</loc>
    <lastmod>2025-09-05T15:01:30+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/e-commerce-ai/</loc>
    <lastmod>2025-09-05T15:01:30+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/clinical-decision-support/</loc>
    <lastmod>2025-09-05T14:44:56+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/medical-education/</loc>
    <lastmod>2025-09-05T14:44:56+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/open-evidence-semantic-search-medicine/</loc>
    <lastmod>2025-09-05T14:44:56+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/product-adoption/</loc>
    <lastmod>2025-09-05T14:44:56+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/collaboration/</loc>
    <lastmod>2025-09-05T12:36:57+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/conventional-comments/</loc>
    <lastmod>2025-09-05T12:36:57+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/conventional-comments-transforming-code-reviews-empathy-efficiency/</loc>
    <lastmod>2025-09-05T12:36:57+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gitlab/</loc>
    <lastmod>2025-09-05T12:36:57+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-winter/</loc>
    <lastmod>2025-09-05T10:00:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/antitrust/</loc>
    <lastmod>2025-09-05T10:00:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/google-antitrust-anthropic-funding-ai-winter/</loc>
    <lastmod>2025-09-05T10:00:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-limitations/</loc>
    <lastmod>2025-09-04T16:14:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/algorithmic-justice/</loc>
    <lastmod>2025-09-04T16:14:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/computational-complexity/</loc>
    <lastmod>2025-09-04T16:14:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/computational-irreducibility/</loc>
    <lastmod>2025-09-04T16:14:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cristopher-moore/</loc>
    <lastmod>2025-09-04T16:14:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/cristopher-moore-computation-creativity-ai-limits/</loc>
    <lastmod>2025-09-04T16:14:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/turing-completeness/</loc>
    <lastmod>2025-09-04T16:14:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/reliability-engineering/</loc>
    <lastmod>2025-09-04T12:01:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/practical-sre-vs-google-sre-gap/</loc>
    <lastmod>2025-09-04T12:01:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sli/</loc>
    <lastmod>2025-09-04T12:01:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/slo/</loc>
    <lastmod>2025-09-04T12:01:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/the-emerging-identity-of-ai-agents-in-the-enterprise/</loc>
    <lastmod>2025-09-04T11:00:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/identity-governance/</loc>
    <lastmod>2025-09-04T11:00:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/predictability/</loc>
    <lastmod>2025-09-04T11:00:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/anant-bhardwaj-instabase-enterprise-ai-agents/</loc>
    <lastmod>2025-09-04T11:00:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/medical-ai/</loc>
    <lastmod>2025-09-04T10:00:49+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/the-operating-system-for-clinical-knowledge/</loc>
    <lastmod>2025-09-04T10:00:49+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/physician-burnout/</loc>
    <lastmod>2025-09-04T10:00:49+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/circumnavigating-catastrophic-agent-failures/</loc>
    <lastmod>2025-09-04T05:08:09+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-security-zero-trust-for-multi-agent-systems/</loc>
    <lastmod>2025-09-04T05:08:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/martin-casado-a16z-ai-vc-dynamics/</loc>
    <lastmod>2025-09-03T15:30:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/martin-casado/</loc>
    <lastmod>2025-09-03T15:30:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/exa-search-engine-for-ai/</loc>
    <lastmod>2025-09-03T14:36:49+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/search-engines/</loc>
    <lastmod>2025-09-03T14:36:49+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/michael-truell/</loc>
    <lastmod>2025-09-03T14:00:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/michael-truell-cursor-future-of-coding/</loc>
    <lastmod>2025-09-03T14:00:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-governance-vs-ai-security/</loc>
    <lastmod>2025-09-03T11:00:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/gpt-5-build-hour-summary/</loc>
    <lastmod>2025-09-03T00:22:28+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/build-hour-summary-built-in-tools/</loc>
    <lastmod>2025-09-03T00:22:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/built-in-tools/</loc>
    <lastmod>2025-09-03T00:22:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/code-interpreter/</loc>
    <lastmod>2025-09-03T00:22:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/file-search/</loc>
    <lastmod>2025-09-03T00:22:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/web-search/</loc>
    <lastmod>2025-09-03T00:22:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/openai-build-hour-voice-agents-summary/</loc>
    <lastmod>2025-09-03T00:22:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/realtime-api/</loc>
    <lastmod>2025-09-03T00:22:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/accordance/</loc>
    <lastmod>2025-09-03T00:22:09+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/reinforcement-fine-tuning-for-model-reasoning/</loc>
    <lastmod>2025-09-03T00:22:09+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gpt-4o-mini/</loc>
    <lastmod>2025-09-03T00:22:09+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/reinforcement-fine-tuning/</loc>
    <lastmod>2025-09-03T00:22:09+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/rft/</loc>
    <lastmod>2025-09-03T00:22:09+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/building-agentic-systems-with-reasoning-and-tools/</loc>
    <lastmod>2025-09-03T00:22:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/long-horizon-tasks/</loc>
    <lastmod>2025-09-03T00:22:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/task-orchestration/</loc>
    <lastmod>2025-09-03T00:22:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-content-creation/</loc>
    <lastmod>2025-09-02T16:34:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/algorithms/</loc>
    <lastmod>2025-09-02T16:34:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/attention-economy/</loc>
    <lastmod>2025-09-02T16:34:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/substack-future-of-media-ai-creator-economy/</loc>
    <lastmod>2025-09-02T16:34:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/future-of-agentic-coding-with-claude-code/</loc>
    <lastmod>2025-09-02T16:20:36+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/automerge/</loc>
    <lastmod>2025-09-02T12:42:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/local-first-computing-paradigm-shift/</loc>
    <lastmod>2025-09-02T12:42:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/crdt/</loc>
    <lastmod>2025-09-02T12:42:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/local-first/</loc>
    <lastmod>2025-09-02T12:42:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/offline-first/</loc>
    <lastmod>2025-09-02T12:42:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/peer-to-peer/</loc>
    <lastmod>2025-09-02T12:42:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/aurelien-geron-pytorch-agi-alignment-research/</loc>
    <lastmod>2025-09-02T11:01:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/aur%C3%A9lien-g%C3%A9ron/</loc>
    <lastmod>2025-09-02T11:01:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/tensorflow/</loc>
    <lastmod>2025-09-02T11:01:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/contract-negotiation/</loc>
    <lastmod>2025-09-02T09:01:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/crosby-ai-law-firm-automating-negotiations/</loc>
    <lastmod>2025-09-02T09:01:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/productionizing-ai-agents-with-agent-bricks/</loc>
    <lastmod>2025-09-01T13:30:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/small-language-models-future-of-agentic-ai/</loc>
    <lastmod>2025-09-01T12:25:56+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/7-essential-ai-terms-explained/</loc>
    <lastmod>2025-09-01T11:00:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/asi/</loc>
    <lastmod>2025-09-01T11:00:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/deepseek-v3/</loc>
    <lastmod>2025-08-29T14:01:34+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gpt-oss/</loc>
    <lastmod>2025-08-29T14:01:34+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/technical-comparison-gpt-oss-qwen3-deepseek-v3/</loc>
    <lastmod>2025-08-29T14:01:34+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/qwen-3/</loc>
    <lastmod>2025-08-29T14:01:34+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/kpmg/</loc>
    <lastmod>2025-08-29T10:01:59+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/kpmg-long-prompts-openai-infrastructure-nano-banana-us-open-ai/</loc>
    <lastmod>2025-08-29T10:01:59+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sports-analytics/</loc>
    <lastmod>2025-08-29T10:01:59+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/us-open/</loc>
    <lastmod>2025-08-29T10:01:59+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/watsonx/</loc>
    <lastmod>2025-08-29T10:01:59+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/dram/</loc>
    <lastmod>2025-08-29T01:27:48+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/hardware-security/</loc>
    <lastmod>2025-08-29T01:27:48+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/panopticon/</loc>
    <lastmod>2025-08-29T01:27:48+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/prac/</loc>
    <lastmod>2025-08-29T01:27:48+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/project-stema/</loc>
    <lastmod>2025-08-29T01:27:48+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/rowhammer/</loc>
    <lastmod>2025-08-29T01:27:48+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/posts/six-years-of-rowhammer/</loc>
    <lastmod>2025-08-29T01:27:48+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gpt-realtime/</loc>
    <lastmod>2025-08-28T17:29:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/gpt-realtime-api-speech-to-speech-model/</loc>
    <lastmod>2025-08-28T17:29:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/real-time-api/</loc>
    <lastmod>2025-08-28T17:29:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/computational-dualism/</loc>
    <lastmod>2025-08-28T13:58:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/michael-bennett-critique-of-ai-and-consciousness/</loc>
    <lastmod>2025-08-28T13:58:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/michael-timothy-bennett/</loc>
    <lastmod>2025-08-28T13:58:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/self-organization/</loc>
    <lastmod>2025-08-28T13:58:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ben-lorica/</loc>
    <lastmod>2025-08-28T11:00:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/david-talby/</loc>
    <lastmod>2025-08-28T11:00:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/llm-operations/</loc>
    <lastmod>2025-08-28T11:00:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/model-monitoring/</loc>
    <lastmod>2025-08-28T11:00:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/nist-ai-rmf/</loc>
    <lastmod>2025-08-28T11:00:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/pacific-ai/</loc>
    <lastmod>2025-08-28T11:00:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/regulatory-compliance/</loc>
    <lastmod>2025-08-28T11:00:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/the-data-exchange/</loc>
    <lastmod>2025-08-28T11:00:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/2025-ai-governance-survey-analysis/</loc>
    <lastmod>2025-08-28T11:00:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/how-companies-build-with-ai-asha-sharma/</loc>
    <lastmod>2025-08-28T11:00:36+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-superpowers-reindustrializing-america/</loc>
    <lastmod>2025-08-28T10:01:21+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/nuclear-energy/</loc>
    <lastmod>2025-08-28T10:01:21+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/reindustrialization/</loc>
    <lastmod>2025-08-28T10:01:21+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/cognitive-revolution-investment-thesis/</loc>
    <lastmod>2025-08-28T09:01:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-attribution/</loc>
    <lastmod>2025-08-27T17:38:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/neurips-2023-distilled-insights-agentic-ai-llms-knowledge-graphs/</loc>
    <lastmod>2025-08-27T17:38:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/knowledge-graph/</loc>
    <lastmod>2025-08-27T17:38:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/model-verification/</loc>
    <lastmod>2025-08-27T17:38:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/relationalai/</loc>
    <lastmod>2025-08-27T17:38:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/grok/</loc>
    <lastmod>2025-08-27T13:00:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/consumer-ai-100-trends-analysis-2024/</loc>
    <lastmod>2025-08-27T13:00:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/polyglot-programming/</loc>
    <lastmod>2025-08-27T12:01:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/psychological-safety/</loc>
    <lastmod>2025-08-27T12:01:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/software-craftsmanship/</loc>
    <lastmod>2025-08-27T12:01:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/team-culture/</loc>
    <lastmod>2025-08-27T12:01:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/the-learnable-traits-of-great-programmers/</loc>
    <lastmod>2025-08-27T12:01:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/building-agentic-systems-with-composable-patterns/</loc>
    <lastmod>2025-08-27T10:30:49+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/transforming-network-observability-with-ai-storytelling/</loc>
    <lastmod>2025-08-27T10:30:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/network-monitoring/</loc>
    <lastmod>2025-08-27T10:30:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/llm-misuse/</loc>
    <lastmod>2025-08-27T09:52:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/north-korea/</loc>
    <lastmod>2025-08-27T09:52:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/anthropic-threat-intelligence-ai-cybercrime-report/</loc>
    <lastmod>2025-08-27T09:52:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/trading-margin-for-moat-enterprise-ai-adoption/</loc>
    <lastmod>2025-08-26T14:28:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/services-led-growth/</loc>
    <lastmod>2025-08-26T14:28:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/legora-building-a-vertical-ai-leader-for-legal-tech/</loc>
    <lastmod>2025-08-26T14:01:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/hypergrowth/</loc>
    <lastmod>2025-08-26T14:01:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/legal-ai/</loc>
    <lastmod>2025-08-26T14:01:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-agents-structured-tracing-for-debugging-and-evaluation/</loc>
    <lastmod>2025-08-26T11:28:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/proactive-it-optimization-with-ai-agents-and-llms/</loc>
    <lastmod>2025-08-26T11:01:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/it-operations/</loc>
    <lastmod>2025-08-26T11:01:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/system-reliability/</loc>
    <lastmod>2025-08-26T11:01:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/n8n-strategic-pivot-ai-automation/</loc>
    <lastmod>2025-08-26T09:00:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/diabetes/</loc>
    <lastmod>2025-08-25T17:36:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/narrative-generation/</loc>
    <lastmod>2025-08-25T17:36:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/patient-data/</loc>
    <lastmod>2025-08-25T17:36:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-in-healthcare/patient-query-nuances-for-narrative-generation/</loc>
    <lastmod>2025-08-25T17:36:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/advanced-context-engineering-for-coding-agents/</loc>
    <lastmod>2025-08-25T16:10:09+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/spec-first-development/</loc>
    <lastmod>2025-08-25T16:10:09+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/long-mem-eval/</loc>
    <lastmod>2025-08-25T16:08:57+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mastra/</loc>
    <lastmod>2025-08-25T16:08:57+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/semantic-recall/</loc>
    <lastmod>2025-08-25T16:08:57+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/optimizing-ai-agent-memory-with-long-mem-eval-benchmark/</loc>
    <lastmod>2025-08-25T16:08:57+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/context-engineering-for-llms/</loc>
    <lastmod>2025-08-25T16:05:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/retrieval/</loc>
    <lastmod>2025-08-25T16:05:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/lessons-in-prompt-engineering-for-llm-products/</loc>
    <lastmod>2025-08-25T16:03:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agent-architectures/</loc>
    <lastmod>2025-08-25T13:39:41+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/codeact/</loc>
    <lastmod>2025-08-25T13:39:41+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/codeact-a-new-paradigm-for-llm-tool-use/</loc>
    <lastmod>2025-08-25T13:39:41+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/iterating-on-ai-evaluations-from-demo-to-production/</loc>
    <lastmod>2025-08-25T13:39:36+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-integration/</loc>
    <lastmod>2025-08-25T13:39:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/integrating-ai-into-legacy-systems-without-rewrites/</loc>
    <lastmod>2025-08-25T13:39:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/middleware/</loc>
    <lastmod>2025-08-25T13:39:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/system-integration/</loc>
    <lastmod>2025-08-25T13:39:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/what-are-ai-agents-and-how-will-they-work/</loc>
    <lastmod>2025-08-25T13:00:09+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-agents-it-anomaly-resolution/</loc>
    <lastmod>2025-08-25T11:00:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mttr/</loc>
    <lastmod>2025-08-25T11:00:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/root-cause-analysis/</loc>
    <lastmod>2025-08-25T11:00:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/technical-evolution-of-ai-at-box-from-llms-to-agentic-architecture/</loc>
    <lastmod>2025-08-24T18:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/metadata-extraction/</loc>
    <lastmod>2025-08-24T18:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/competitive-moat/</loc>
    <lastmod>2025-08-24T11:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/expert-networks/</loc>
    <lastmod>2025-08-24T11:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/handshake-ai-expert-data-network/</loc>
    <lastmod>2025-08-24T11:00:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/lessons-in-ai-product-development-engineering-evals/</loc>
    <lastmod>2025-08-23T17:45:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/aesthetics/</loc>
    <lastmod>2025-08-23T16:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/krea/</loc>
    <lastmod>2025-08-23T16:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/perception/</loc>
    <lastmod>2025-08-23T16:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/evaluating-aesthetics-and-perception-in-generative-ai/</loc>
    <lastmod>2025-08-23T16:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ben-horowitz-on-building-a16z-and-the-future-of-venture-capital/</loc>
    <lastmod>2025-08-23T13:01:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/firm-strategy/</loc>
    <lastmod>2025-08-23T13:01:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-framework/</loc>
    <lastmod>2025-08-23T09:30:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/document-extraction/</loc>
    <lastmod>2025-08-23T09:30:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/scaling-custom-ai-knowledge-apps-at-blackrock/</loc>
    <lastmod>2025-08-23T09:30:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/investment-management/</loc>
    <lastmod>2025-08-23T09:30:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-ux/</loc>
    <lastmod>2025-08-22T15:00:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/design-engineering/</loc>
    <lastmod>2025-08-22T15:00:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/designing-ux-for-ai-coworkers/</loc>
    <lastmod>2025-08-22T15:00:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ux-patterns/</loc>
    <lastmod>2025-08-22T15:00:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/amp/</loc>
    <lastmod>2025-08-22T15:00:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/coding-assistants/</loc>
    <lastmod>2025-08-22T15:00:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/the-evolution-of-ai-coding-from-chat-to-autonomous-agents/</loc>
    <lastmod>2025-08-22T15:00:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sourcegraph/</loc>
    <lastmod>2025-08-22T15:00:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/innovators-dilemma/</loc>
    <lastmod>2025-08-22T13:00:21+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-value-vs-hype/</loc>
    <lastmod>2025-08-22T13:00:21+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/chain-of-thought/</loc>
    <lastmod>2025-08-22T10:00:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/enterprise-ai-pilots-reasoning-flaws-and-ai-welfare-debate/</loc>
    <lastmod>2025-08-22T10:00:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/llm-reasoning/</loc>
    <lastmod>2025-08-22T10:00:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/digital-thread/</loc>
    <lastmod>2025-08-22T08:01:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/digital-twin/</loc>
    <lastmod>2025-08-22T08:01:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/multi-physics-simulation/</loc>
    <lastmod>2025-08-22T08:01:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/reduced-order-models/</loc>
    <lastmod>2025-08-22T08:01:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/siemens/</loc>
    <lastmod>2025-08-22T08:01:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/system-simulation-digital-twins-and-ai-in-engineering/</loc>
    <lastmod>2025-08-22T08:01:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/system-simulation/</loc>
    <lastmod>2025-08-22T08:01:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-agents-knowledge-graphs-network-operations/</loc>
    <lastmod>2025-08-22T06:14:21+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/network-operations/</loc>
    <lastmod>2025-08-22T06:14:21+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-engineer/</loc>
    <lastmod>2025-08-22T06:13:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/kag/</loc>
    <lastmod>2025-08-22T06:13:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/knowledge-augmented-generation/</loc>
    <lastmod>2025-08-22T06:13:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/quantitative-reasoning/</loc>
    <lastmod>2025-08-22T06:13:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/wisdom-driven-knowledge-augmented-generation/</loc>
    <lastmod>2025-08-22T06:13:55+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/jeff-dean/</loc>
    <lastmod>2025-08-22T04:58:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/jeff-dean-google-brain-origins-scaling-ai/</loc>
    <lastmod>2025-08-22T04:58:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/auto-regressive-models/</loc>
    <lastmod>2025-08-21T14:41:42+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/genie-3/</loc>
    <lastmod>2025-08-21T14:41:42+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/genie-3-generative-interactive-environments/</loc>
    <lastmod>2025-08-21T14:41:42+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/world-model/</loc>
    <lastmod>2025-08-21T14:41:42+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/eoghan-mccabe/</loc>
    <lastmod>2025-08-21T11:00:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/founder-led/</loc>
    <lastmod>2025-08-21T11:00:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/intercom-ai-transformation-founder-mode-eoghan-mccabe/</loc>
    <lastmod>2025-08-21T11:00:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/intercom/</loc>
    <lastmod>2025-08-21T11:00:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/pricing-strategy/</loc>
    <lastmod>2025-08-21T11:00:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/andrew-ng/</loc>
    <lastmod>2025-08-21T10:00:47+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/founders/</loc>
    <lastmod>2025-08-21T10:00:47+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/andrew-ng-on-agentic-ai-and-the-new-startup-playbook/</loc>
    <lastmod>2025-08-21T10:00:47+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/evaluation-driven-development/</loc>
    <lastmod>2025-08-20T15:03:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/evaluation-driven-development-for-ai-agents-with-mlflow-3/</loc>
    <lastmod>2025-08-20T15:03:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/llm-tracing/</loc>
    <lastmod>2025-08-20T15:03:02+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/encoder-llm/</loc>
    <lastmod>2025-08-20T11:00:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ensemble-models/</loc>
    <lastmod>2025-08-20T11:00:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-fraud-detection-ensemble-models/</loc>
    <lastmod>2025-08-20T11:00:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/natural-language-understanding/</loc>
    <lastmod>2025-08-20T11:00:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/predictive-ml/</loc>
    <lastmod>2025-08-20T11:00:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/rubrics/</loc>
    <lastmod>2025-08-19T15:09:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/evaluating-llms-for-production-using-rubrics/</loc>
    <lastmod>2025-08-19T15:09:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/reinforcement-learning-for-reliable-ai-agents/</loc>
    <lastmod>2025-08-19T15:09:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/online-learning/</loc>
    <lastmod>2025-08-19T15:09:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/stack-overflow-adapting-to-the-ai-era/</loc>
    <lastmod>2025-08-19T15:00:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/developer-trust/</loc>
    <lastmod>2025-08-19T15:00:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/qa-platforms/</loc>
    <lastmod>2025-08-19T15:00:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/tom-brown-anthropic-scaling-laws-claude/</loc>
    <lastmod>2025-08-19T14:00:34+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gpt-3/</loc>
    <lastmod>2025-08-19T14:00:34+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/david-edoh-bedi-engineering-to-devrel-journey/</loc>
    <lastmod>2025-08-19T12:21:56+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/career/</loc>
    <lastmod>2025-08-19T12:21:56+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/developer-relations/</loc>
    <lastmod>2025-08-19T12:21:56+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/devrel/</loc>
    <lastmod>2025-08-19T12:21:56+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/payments/</loc>
    <lastmod>2025-08-19T12:21:56+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/self-driving-storage/</loc>
    <lastmod>2025-08-19T11:00:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/aiops-for-self-driving-storage-infrastructure/</loc>
    <lastmod>2025-08-19T11:00:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/storage-automation/</loc>
    <lastmod>2025-08-19T11:00:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/michelle-yi-trustworthy-ai-red-teaming-adversarial-attacks/</loc>
    <lastmod>2025-08-19T11:00:23+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/adversarial-attacks/</loc>
    <lastmod>2025-08-19T11:00:23+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/causal-ai/</loc>
    <lastmod>2025-08-19T11:00:23+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/generationship/</loc>
    <lastmod>2025-08-19T11:00:23+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/jailbreaking/</loc>
    <lastmod>2025-08-19T11:00:23+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/prompt-stealing/</loc>
    <lastmod>2025-08-19T11:00:23+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/state-of-ai-chips-and-infrastructure-strategy/</loc>
    <lastmod>2025-08-18T18:26:43+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/asynchronous-programming/</loc>
    <lastmod>2025-08-18T12:00:42+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/computation-expressions/</loc>
    <lastmod>2025-08-18T12:00:42+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/f%23/</loc>
    <lastmod>2025-08-18T12:00:42+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/free-monads/</loc>
    <lastmod>2025-08-18T12:00:42+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/fsharp-computation-expressions-from-theory-to-practice/</loc>
    <lastmod>2025-08-18T12:00:42+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/knowledge-base/</loc>
    <lastmod>2025-08-17T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/knowledge-is-eventually-consistent-devin-stein-dosu/</loc>
    <lastmod>2025-08-17T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/brian-balfour/</loc>
    <lastmod>2025-08-17T11:00:56+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/distribution/</loc>
    <lastmod>2025-08-17T11:00:56+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/brian-balfour-chatgpt-next-growth-channel/</loc>
    <lastmod>2025-08-17T11:00:56+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/genie-3-interactive-world-models/</loc>
    <lastmod>2025-08-16T17:19:29+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/identity-and-access-management/</loc>
    <lastmod>2025-08-16T11:00:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/identity-fabric/</loc>
    <lastmod>2025-08-16T11:00:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/identity-fabric-unifying-human-machine-identities/</loc>
    <lastmod>2025-08-16T11:00:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/evangelos-simoudis/</loc>
    <lastmod>2025-08-16T11:00:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/hardware-depreciation/</loc>
    <lastmod>2025-08-16T11:00:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/jim-chanos/</loc>
    <lastmod>2025-08-16T11:00:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/talent-pipeline/</loc>
    <lastmod>2025-08-16T11:00:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-trends-hollowing-out-hardware-depreciation-router-revolution/</loc>
    <lastmod>2025-08-16T11:00:16+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-interpretability-inside-claude/</loc>
    <lastmod>2025-08-15T20:17:30+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/automating-scientific-discovery-agi-progress-openai/</loc>
    <lastmod>2025-08-15T16:01:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/imo/</loc>
    <lastmod>2025-08-15T16:01:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/jakub-pachocki/</loc>
    <lastmod>2025-08-15T16:01:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/szymon-sidor/</loc>
    <lastmod>2025-08-15T16:01:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/casey-handmer-ai-energy-singularity-solar/</loc>
    <lastmod>2025-08-15T15:26:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/wrights-law/</loc>
    <lastmod>2025-08-15T15:26:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sb-1047/</loc>
    <lastmod>2025-08-15T13:00:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/us-ai-policy-from-pause-to-win-the-race/</loc>
    <lastmod>2025-08-15T13:00:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/vlad-khononov-balancing-coupling-in-software-design/</loc>
    <lastmod>2025-08-15T12:27:09+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/modularity/</loc>
    <lastmod>2025-08-15T12:27:09+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/google-chrome/</loc>
    <lastmod>2025-08-15T10:00:21+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/grok-imagine/</loc>
    <lastmod>2025-08-15T10:00:21+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/episode-68-perplexity-chrome-bid-generative-video-gpt5-check-in/</loc>
    <lastmod>2025-08-15T10:00:21+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/knowledge-distillation/</loc>
    <lastmod>2025-08-14T14:02:41+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/llm-revolution-in-recommender-systems-from-feature-engineering-to-prompt-engineering/</loc>
    <lastmod>2025-08-14T14:02:41+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/encrypted-computation/</loc>
    <lastmod>2025-08-14T12:00:21+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/privacy-in-ai-with-encrypted-computation/</loc>
    <lastmod>2025-08-14T12:00:21+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-privacy/</loc>
    <lastmod>2025-08-14T11:01:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/audio-ai/</loc>
    <lastmod>2025-08-14T11:01:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/huxe-audio-first-ai-companion-raiza-martin/</loc>
    <lastmod>2025-08-14T11:01:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/huxe/</loc>
    <lastmod>2025-08-14T11:01:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/notebooklm/</loc>
    <lastmod>2025-08-14T11:01:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/neoclouds/</loc>
    <lastmod>2025-08-14T10:01:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/the-state-of-ai-infrastructure-dylan-patel/</loc>
    <lastmod>2025-08-14T10:01:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/creative-tools/</loc>
    <lastmod>2025-08-13T17:01:42+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/elevenlabs/</loc>
    <lastmod>2025-08-13T17:01:42+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/consumer-ai-updates-grok-imagine-gpt5-genie3-vibecoding/</loc>
    <lastmod>2025-08-13T17:01:42+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/vibecoding/</loc>
    <lastmod>2025-08-13T17:01:42+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/deception/</loc>
    <lastmod>2025-08-13T11:00:47+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/gpt-5-five-improvements-beyond-benchmarks/</loc>
    <lastmod>2025-08-13T11:00:47+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/llm-limitations/</loc>
    <lastmod>2025-08-13T11:00:47+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/model-routing/</loc>
    <lastmod>2025-08-13T11:00:47+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/safe-completions/</loc>
    <lastmod>2025-08-13T11:00:47+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/12-factor-agents/</loc>
    <lastmod>2025-08-13T10:38:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/12-factor-agents-context-engineering-for-production-ai/</loc>
    <lastmod>2025-08-13T10:38:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/attribution-analysis/</loc>
    <lastmod>2025-08-13T10:38:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/eval-driven-development-for-ai-agents/</loc>
    <lastmod>2025-08-13T10:38:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/eval-driven-development/</loc>
    <lastmod>2025-08-13T10:38:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ragas/</loc>
    <lastmod>2025-08-13T10:38:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/bias-mitigation/</loc>
    <lastmod>2025-08-13T10:38:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/entity-extraction/</loc>
    <lastmod>2025-08-13T10:38:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/grounded-synthetic-data-for-ai-agents/</loc>
    <lastmod>2025-08-13T10:38:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/news-api/</loc>
    <lastmod>2025-08-13T10:38:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/publisher-monetization/</loc>
    <lastmod>2025-08-13T10:38:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/hypermode/</loc>
    <lastmod>2025-08-13T10:38:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/the-agent-that-builds-agents-hypermode-concierge/</loc>
    <lastmod>2025-08-13T10:38:17+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/enrichmcp/</loc>
    <lastmod>2025-08-12T13:55:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/connecting-llm-agents-to-structured-data-with-enrichmcp/</loc>
    <lastmod>2025-08-12T13:55:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/code-reading/</loc>
    <lastmod>2025-08-12T12:23:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/felienne-hermans/</loc>
    <lastmod>2025-08-12T12:23:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ide/</loc>
    <lastmod>2025-08-12T12:23:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/the-critical-and-underappreciated-skill-of-reading-code/</loc>
    <lastmod>2025-08-12T12:23:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/julien-launay-adaptive-ml-reinforcement-learning-llms/</loc>
    <lastmod>2025-08-12T10:01:29+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/adaptive-ml/</loc>
    <lastmod>2025-08-12T10:01:29+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/rlops/</loc>
    <lastmod>2025-08-12T10:01:29+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/delphi-digital-minds-conversational-media/</loc>
    <lastmod>2025-08-12T09:00:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ray-kurzweil/</loc>
    <lastmod>2025-08-12T09:00:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/combinators/</loc>
    <lastmod>2025-08-11T12:00:36+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/posts/revisiting-combinators-for-modern-compilers-and-hardware/</loc>
    <lastmod>2025-08-11T12:00:36+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ghc/</loc>
    <lastmod>2025-08-11T12:00:36+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/lambda-calculus/</loc>
    <lastmod>2025-08-11T12:00:36+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/spectre/</loc>
    <lastmod>2025-08-11T12:00:36+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/spmd/</loc>
    <lastmod>2025-08-11T12:00:36+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-agents-transforming-cybersecurity-workflows/</loc>
    <lastmod>2025-08-11T11:01:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cybersecurity-operations/</loc>
    <lastmod>2025-08-11T11:01:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/threat-detection/</loc>
    <lastmod>2025-08-11T11:01:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/greg-brockman-ai-engineer-worlds-fair/</loc>
    <lastmod>2025-08-10T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/greg-brockman/</loc>
    <lastmod>2025-08-10T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/the-standard-model-for-ai-engineering/</loc>
    <lastmod>2025-08-09T15:10:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/spade-model/</loc>
    <lastmod>2025-08-09T15:10:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/standard-model/</loc>
    <lastmod>2025-08-09T15:10:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/prosus-ai-agents-in-production-evaluation-gpu-strategy/</loc>
    <lastmod>2025-08-09T12:30:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/gpt5-vs-claude-opus-coding-developer-experience-analysis/</loc>
    <lastmod>2025-08-08T18:03:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/dylan-field/</loc>
    <lastmod>2025-08-08T14:00:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/figma/</loc>
    <lastmod>2025-08-08T14:00:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/dylan-field-figma-design-in-ai-era/</loc>
    <lastmod>2025-08-08T14:00:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/acquifire/</loc>
    <lastmod>2025-08-08T13:00:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/acquihire/</loc>
    <lastmod>2025-08-08T13:00:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-tooling/</loc>
    <lastmod>2025-08-08T13:00:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/deal-structures/</loc>
    <lastmod>2025-08-08T13:00:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ftc/</loc>
    <lastmod>2025-08-08T13:00:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/network-state/</loc>
    <lastmod>2025-08-08T13:00:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/the-clash-of-tech-regulation-ma-and-the-future-of-ai/</loc>
    <lastmod>2025-08-08T13:00:03+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/privacy/</loc>
    <lastmod>2025-08-08T12:01:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/podcast/summary/data-centric-ai-benchmarks-causal-inference/</loc>
    <lastmod>2025-08-08T11:00:09+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/dmlr/</loc>
    <lastmod>2025-08-08T11:00:09+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-history/</loc>
    <lastmod>2025-08-08T05:00:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/andrew-ng-google-brain-history/</loc>
    <lastmod>2025-08-08T05:00:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/chatgpt-5/</loc>
    <lastmod>2025-08-08T03:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/openai-researchers-deep-dive-chatgpt-5-capabilities-training-agents/</loc>
    <lastmod>2025-08-08T03:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/matthew-prince/</loc>
    <lastmod>2025-08-07T19:23:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/matthew-prince-cloudflare-ai-content-marketplace/</loc>
    <lastmod>2025-08-07T19:23:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/introducing-gpt-5-expert-reasoning-and-software-on-demand/</loc>
    <lastmod>2025-08-07T18:36:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/clinical-outcomes/</loc>
    <lastmod>2025-08-07T16:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/covid-19/</loc>
    <lastmod>2025-08-07T16:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-driven-healthcare/</loc>
    <lastmod>2025-08-07T16:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/digital-pathology/</loc>
    <lastmod>2025-08-07T16:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/healthcare-systems/</loc>
    <lastmod>2025-08-07T16:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mayo-clinic-platform/</loc>
    <lastmod>2025-08-07T16:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/population-health/</loc>
    <lastmod>2025-08-07T16:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-in-public-health-and-care-delivery-shah-farrugia/</loc>
    <lastmod>2025-08-07T16:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-flywheel/</loc>
    <lastmod>2025-08-07T15:00:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/nvidia-nemo/</loc>
    <lastmod>2025-08-07T15:00:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/posts/nvidia-wandb-data-flywheel-for-ai-agents/</loc>
    <lastmod>2025-08-07T15:00:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/compassionate-coding/</loc>
    <lastmod>2025-08-07T12:01:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/principles-of-real-world-internal-developer-platform-engineering/</loc>
    <lastmod>2025-08-07T12:01:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/jupyter/</loc>
    <lastmod>2025-08-07T11:00:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/reactive-notebooks/</loc>
    <lastmod>2025-08-07T11:00:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/marimo-reactive-ai-native-python-notebooks/</loc>
    <lastmod>2025-08-07T11:00:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/openai-gpt-oss-google-genie-3-claude-pricing-zuckerberg-personal-superintelligence/</loc>
    <lastmod>2025-08-06T22:42:40+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/meta/</loc>
    <lastmod>2025-08-06T22:42:40+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/open-weight-models/</loc>
    <lastmod>2025-08-06T22:42:40+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/personal-superintelligence/</loc>
    <lastmod>2025-08-06T22:42:40+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/clustering/</loc>
    <lastmod>2025-08-06T16:22:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/evaluating-ai-systems-with-input-and-output-analysis/</loc>
    <lastmod>2025-08-06T16:22:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/llm-systems/</loc>
    <lastmod>2025-08-06T16:15:49+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/dspy-engineering-ai-systems-bitter-lesson/</loc>
    <lastmod>2025-08-06T16:15:49+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/systematically-evaluating-unreliable-ai-systems/</loc>
    <lastmod>2025-08-06T16:14:42+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/2025-the-year-of-ai-evaluations/</loc>
    <lastmod>2025-08-06T16:11:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/c-suite/</loc>
    <lastmod>2025-08-06T16:11:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ml-monitoring/</loc>
    <lastmod>2025-08-06T16:11:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/code-integrity/</loc>
    <lastmod>2025-08-06T15:59:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/qodo/</loc>
    <lastmod>2025-08-06T15:59:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-vibe-coding-with-confidence-cli-agentic-workflows/</loc>
    <lastmod>2025-08-06T15:59:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai/solving-automation-paradox-with-domain-specific-language/</loc>
    <lastmod>2025-08-06T15:48:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/domain-specific-language/</loc>
    <lastmod>2025-08-06T15:48:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/healthcare-technology/</loc>
    <lastmod>2025-08-06T15:48:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/operational-efficiency/</loc>
    <lastmod>2025-08-06T15:48:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/promptql/</loc>
    <lastmod>2025-08-06T15:48:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cloud/</loc>
    <lastmod>2025-08-06T13:00:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/disruption/</loc>
    <lastmod>2025-08-06T13:00:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/scaling-disruption-and-transformation-in-the-ai-era/</loc>
    <lastmod>2025-08-06T13:00:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/build-vs-buy/</loc>
    <lastmod>2025-08-06T12:00:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/devon/</loc>
    <lastmod>2025-08-06T12:00:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-agent-development-bottlenecks-build-vs-buy-evaluation/</loc>
    <lastmod>2025-08-06T12:00:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/promise-and-limitations-of-coding-agents/</loc>
    <lastmod>2025-08-05T19:00:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/google-deepmind-genie-3-generative-interactive-environments/</loc>
    <lastmod>2025-08-05T14:28:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/arvind-jain-glean-enterprise-ai-agents/</loc>
    <lastmod>2025-08-05T13:01:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cost-disease/</loc>
    <lastmod>2025-08-05T13:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/dei/</loc>
    <lastmod>2025-08-05T13:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/economic-policy/</loc>
    <lastmod>2025-08-05T13:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/immigration/</loc>
    <lastmod>2025-08-05T13:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/marc-andreessen-ai-robotics-us-reindustrialization/</loc>
    <lastmod>2025-08-05T13:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/re-industrialization/</loc>
    <lastmod>2025-08-05T13:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/urban-rural-divide/</loc>
    <lastmod>2025-08-05T13:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/us-manufacturing/</loc>
    <lastmod>2025-08-05T13:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/summary/the-cloud-native-attitude/</loc>
    <lastmod>2025-08-05T12:35:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/marimo-reactive-python-notebook-for-reproducible-ai/</loc>
    <lastmod>2025-08-05T11:00:54+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/computational-notebook/</loc>
    <lastmod>2025-08-05T11:00:54+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-apps/</loc>
    <lastmod>2025-08-05T11:00:54+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/defining-agi-and-its-economic-consequences/</loc>
    <lastmod>2025-08-04T13:01:30+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/universal-basic-income/</loc>
    <lastmod>2025-08-04T13:01:30+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/big-data/</loc>
    <lastmod>2025-08-04T12:01:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/d3.js/</loc>
    <lastmod>2025-08-04T12:01:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/graphistry/</loc>
    <lastmod>2025-08-04T12:01:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ipython/</loc>
    <lastmod>2025-08-04T12:01:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/splunk/</loc>
    <lastmod>2025-08-04T12:01:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/telecommunications/</loc>
    <lastmod>2025-08-04T12:01:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/pathologies-of-messy-data-in-telecoms/</loc>
    <lastmod>2025-08-04T12:01:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/time-series/</loc>
    <lastmod>2025-08-04T12:01:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/building-voice-ai-agents-with-pipecat-and-gemini-live/</loc>
    <lastmod>2025-08-03T18:53:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/gemini-live/</loc>
    <lastmod>2025-08-03T18:53:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/pipecat/</loc>
    <lastmod>2025-08-03T18:53:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ageism/</loc>
    <lastmod>2025-08-03T11:00:41+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/chip-conley-wisdom-at-work-in-the-age-of-ai/</loc>
    <lastmod>2025-08-03T11:00:41+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/career-growth/</loc>
    <lastmod>2025-08-03T11:00:41+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/development-lifecycle/</loc>
    <lastmod>2025-08-03T04:34:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/practical-tactics-for-reliable-ai-applications/</loc>
    <lastmod>2025-08-03T04:34:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/vibe-coding-with-vs-code-and-github-copilot/</loc>
    <lastmod>2025-08-03T04:30:57+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/building-and-scaling-ai-agents-in-production/</loc>
    <lastmod>2025-08-02T18:15:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/strands-agents/</loc>
    <lastmod>2025-08-02T18:15:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/co-pilot/</loc>
    <lastmod>2025-08-02T16:45:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/execution/</loc>
    <lastmod>2025-08-02T16:45:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/model-layer/</loc>
    <lastmod>2025-08-02T16:45:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-applications-execution-is-the-moat/</loc>
    <lastmod>2025-08-02T16:45:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/amazon-agi/</loc>
    <lastmod>2025-08-02T13:15:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/useful-general-intelligence/</loc>
    <lastmod>2025-08-02T13:15:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/useful-general-intelligence-agents-augmenting-humanity/</loc>
    <lastmod>2025-08-02T13:15:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/2025-state-of-ai-engineering-survey-results/</loc>
    <lastmod>2025-08-01T22:51:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/design-principles-for-effective-ai-agents/</loc>
    <lastmod>2025-08-01T16:20:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/react-framework/</loc>
    <lastmod>2025-08-01T16:20:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/image-models/</loc>
    <lastmod>2025-08-01T16:00:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/fal-generative-media-cloud-speed-optimization/</loc>
    <lastmod>2025-08-01T16:00:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/video-models/</loc>
    <lastmod>2025-08-01T16:00:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/hyperbolic/</loc>
    <lastmod>2025-08-01T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/marketplace/</loc>
    <lastmod>2025-08-01T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/resource-allocation/</loc>
    <lastmod>2025-08-01T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/why-we-dont-need-more-data-centers-gpu-marketplace/</loc>
    <lastmod>2025-08-01T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/asic/</loc>
    <lastmod>2025-08-01T14:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/flipping-the-inference-stack-specialized-hardware/</loc>
    <lastmod>2025-08-01T14:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/prompt-engineering-from-principles-to-production-agents/</loc>
    <lastmod>2025-08-01T12:42:36+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agentic-experience/</loc>
    <lastmod>2025-08-01T10:00:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/mixture-of-experts-ep66-agentic-experience-ai-education-data-breach/</loc>
    <lastmod>2025-08-01T10:00:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/digital-archeology/</loc>
    <lastmod>2025-08-01T10:00:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ux/</loc>
    <lastmod>2025-08-01T10:00:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/anthropic-claude-for-financial-services-event-summary/</loc>
    <lastmod>2025-07-31T20:44:49+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/investment-analysis/</loc>
    <lastmod>2025-07-31T20:44:49+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/building-production-voice-ai-with-pipecat-open-source-framework/</loc>
    <lastmod>2025-07-31T18:56:34+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/brain-machine-interface/</loc>
    <lastmod>2025-07-31T18:32:41+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/computational-neuroscience-brain-inspired-ai-bci/</loc>
    <lastmod>2025-07-31T18:32:41+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/motor-control/</loc>
    <lastmod>2025-07-31T18:32:41+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/neural-decoding/</loc>
    <lastmod>2025-07-31T18:32:41+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/building-ai-agents-with-claude-and-strands-on-aws/</loc>
    <lastmod>2025-07-31T18:23:45+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/claude-3.5/</loc>
    <lastmod>2025-07-31T18:23:45+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/strands/</loc>
    <lastmod>2025-07-31T18:23:45+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agent-development-kit/</loc>
    <lastmod>2025-07-31T18:23:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/building-production-ready-ai-agents-with-claude-on-vertex-ai/</loc>
    <lastmod>2025-07-31T18:23:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/deployment/</loc>
    <lastmod>2025-07-31T18:23:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/productionalization/</loc>
    <lastmod>2025-07-31T18:23:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/vertex-ai/</loc>
    <lastmod>2025-07-31T18:23:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/evaluation-systems/</loc>
    <lastmod>2025-07-31T16:45:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/lessons-from-autonomous-vehicles-for-voice-ai-evaluation/</loc>
    <lastmod>2025-07-31T16:45:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-driven-health/</loc>
    <lastmod>2025-07-31T16:37:30+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-health-human-experience-augmentation-autonomy/</loc>
    <lastmod>2025-07-31T16:37:30+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mental-health/</loc>
    <lastmod>2025-07-31T16:37:30+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/pion/</loc>
    <lastmod>2025-07-31T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/realtime-ai-network-layer-webrtc/</loc>
    <lastmod>2025-07-31T16:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/latency-optimization/</loc>
    <lastmod>2025-07-31T13:45:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/load-balancing/</loc>
    <lastmod>2025-07-31T13:45:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/orpheus/</loc>
    <lastmod>2025-07-31T13:45:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/deploying-orpheus-real-time-tts-production/</loc>
    <lastmod>2025-07-31T13:45:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/voice-cloning/</loc>
    <lastmod>2025-07-31T13:45:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ethics/</loc>
    <lastmod>2025-07-31T13:00:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-reimagining-healthcare-and-mental-health/</loc>
    <lastmod>2025-07-31T13:00:51+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/building-secure-react-applications-with-ai-prompts/</loc>
    <lastmod>2025-07-31T12:00:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/reactjs/</loc>
    <lastmod>2025-07-31T12:00:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/bret-taylor/</loc>
    <lastmod>2025-07-31T11:01:21+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/bret-taylor-ai-agents-future-of-software/</loc>
    <lastmod>2025-07-31T11:01:21+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/sriram-krishnan-america-ai-action-plan/</loc>
    <lastmod>2025-07-31T10:01:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/confidential-computing/</loc>
    <lastmod>2025-07-30T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/private-cloud-compute/</loc>
    <lastmod>2025-07-30T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/remote-attestation/</loc>
    <lastmod>2025-07-30T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/apple-private-cloud-compute-unofficial-guide/</loc>
    <lastmod>2025-07-30T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/transparency-log/</loc>
    <lastmod>2025-07-30T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/hacking-yc-ai-agents-common-security-flaws-and-mitigations/</loc>
    <lastmod>2025-07-30T15:45:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/idor/</loc>
    <lastmod>2025-07-30T15:45:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/rce/</loc>
    <lastmod>2025-07-30T15:45:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ssrf/</loc>
    <lastmod>2025-07-30T15:45:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-redefining-education-chatgpt-study-mode-future-of-learning/</loc>
    <lastmod>2025-07-30T15:01:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/student-experience/</loc>
    <lastmod>2025-07-30T15:01:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/study-mode/</loc>
    <lastmod>2025-07-30T15:01:33+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-agent-security-code-execution-safeguards/</loc>
    <lastmod>2025-07-30T15:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-slop-attention-economy-future-of-media/</loc>
    <lastmod>2025-07-30T13:00:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-generated-content/</loc>
    <lastmod>2025-07-30T13:00:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/community/</loc>
    <lastmod>2025-07-30T13:00:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/digital-culture/</loc>
    <lastmod>2025-07-30T13:00:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/future-of-media/</loc>
    <lastmod>2025-07-30T13:00:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/2025-cost-of-data-breach-report-summary/</loc>
    <lastmod>2025-07-30T11:00:24+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/openai-imo-gold-general-purpose-rl/</loc>
    <lastmod>2025-07-30T09:00:27+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-workforce/</loc>
    <lastmod>2025-07-29T17:00:45+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/scaling-ai-agents-in-production-with-toqan/</loc>
    <lastmod>2025-07-29T17:00:45+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/toqan/</loc>
    <lastmod>2025-07-29T17:00:45+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/lancedb/</loc>
    <lastmod>2025-07-29T16:00:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/building-enterprise-rag-for-legal-tech-with-harvey-and-lancedb/</loc>
    <lastmod>2025-07-29T16:00:58+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/bm25/</loc>
    <lastmod>2025-07-29T14:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/a-pragmatic-guide-to-improving-rag-systems/</loc>
    <lastmod>2025-07-29T14:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/quality-engineering/</loc>
    <lastmod>2025-07-29T14:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ranking/</loc>
    <lastmod>2025-07-29T14:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/jared-kaplan/</loc>
    <lastmod>2025-07-29T14:01:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/jared-kaplan-anthropic-scaling-laws-and-the-road-to-human-level-ai/</loc>
    <lastmod>2025-07-29T14:01:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ehrql/</loc>
    <lastmod>2025-07-29T12:24:34+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/healthcare-data/</loc>
    <lastmod>2025-07-29T12:24:34+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/opensafely/</loc>
    <lastmod>2025-07-29T12:24:34+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/opensafely-responsible-gp-data-research/</loc>
    <lastmod>2025-07-29T12:24:34+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/reproducible-science/</loc>
    <lastmod>2025-07-29T12:24:34+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/trusted-research-environment/</loc>
    <lastmod>2025-07-29T12:24:34+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai/rethinking-search-for-ai-agents-exa/</loc>
    <lastmod>2025-07-29T07:01:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/exa/</loc>
    <lastmod>2025-07-29T07:01:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/neural-search/</loc>
    <lastmod>2025-07-29T07:01:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/causal-ai-in-practice-robert-ness/</loc>
    <lastmod>2025-07-29T06:00:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/dowhy/</loc>
    <lastmod>2025-07-29T06:00:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/judea-pearl/</loc>
    <lastmod>2025-07-29T06:00:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/probabilistic-programming/</loc>
    <lastmod>2025-07-29T06:00:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/pyro/</loc>
    <lastmod>2025-07-29T06:00:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/building-trustworthy-llm-evals-with-scoring-systems/</loc>
    <lastmod>2025-07-29T00:29:21+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/model-metrics/</loc>
    <lastmod>2025-07-29T00:29:21+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/scoring-systems/</loc>
    <lastmod>2025-07-29T00:29:21+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/the-storytellers-superpower-transforming-research-with-narrative/</loc>
    <lastmod>2025-07-28T22:35:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/public-speaking/</loc>
    <lastmod>2025-07-28T22:35:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/llama/</loc>
    <lastmod>2025-07-28T19:56:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/summaries/teaching-llms-the-language-of-audio/</loc>
    <lastmod>2025-07-28T19:56:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/multimodal-llm/</loc>
    <lastmod>2025-07-28T19:56:26+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/building-better-llms-through-global-understanding/</loc>
    <lastmod>2025-07-28T18:05:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cross-lingual-transfer/</loc>
    <lastmod>2025-07-28T18:05:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cultural-awareness/</loc>
    <lastmod>2025-07-28T18:05:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/multilingualism/</loc>
    <lastmod>2025-07-28T18:05:32+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/building-reliable-ai-agents-with-temporal/</loc>
    <lastmod>2025-07-28T15:15:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/workflow/</loc>
    <lastmod>2025-07-28T15:15:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/polytheistic-agi-systems-level-view-on-ai-limits-and-future/</loc>
    <lastmod>2025-07-28T13:00:40+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/polytheistic-agi/</loc>
    <lastmod>2025-07-28T13:00:40+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/amazon/</loc>
    <lastmod>2025-07-28T12:00:29+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/complex-adaptive-systems/</loc>
    <lastmod>2025-07-28T12:00:29+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/high-performing-teams/</loc>
    <lastmod>2025-07-28T12:00:29+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/microservices-architecture/</loc>
    <lastmod>2025-07-28T12:00:29+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/scaling-laws-organizational-design-and-microservices/</loc>
    <lastmod>2025-07-28T12:00:29+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/thoughtworks/</loc>
    <lastmod>2025-07-28T12:00:29+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/fedramp/</loc>
    <lastmod>2025-07-28T04:15:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/lanl-ai-strategy-governance-and-architecture-for-national-security/</loc>
    <lastmod>2025-07-28T04:15:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/hpc/</loc>
    <lastmod>2025-07-28T04:15:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/los-alamos/</loc>
    <lastmod>2025-07-28T04:15:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/scientific-ai/</loc>
    <lastmod>2025-07-28T04:15:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/workshops/building-production-ready-ai-agents-with-dagger/</loc>
    <lastmod>2025-07-27T22:30:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/pitching/</loc>
    <lastmod>2025-07-27T18:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-engineer-guide-to-raising-vc-funding/</loc>
    <lastmod>2025-07-27T18:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/guidellm/</loc>
    <lastmod>2025-07-27T16:15:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/lm-eval-harness/</loc>
    <lastmod>2025-07-27T16:15:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/promptfoo/</loc>
    <lastmod>2025-07-27T16:15:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/practical-guide-to-production-llm-evaluation-beyond-benchmarks/</loc>
    <lastmod>2025-07-27T16:15:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/negotiation/</loc>
    <lastmod>2025-07-27T11:00:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/pricing-and-scaling-ai-products-madhavan-ramanujam/</loc>
    <lastmod>2025-07-27T11:00:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/value-selling/</loc>
    <lastmod>2025-07-27T11:00:38+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/elasticsearch/</loc>
    <lastmod>2025-07-27T05:08:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/hybrid-search/</loc>
    <lastmod>2025-07-27T05:08:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-engineering/demystifying-retrieval-beyond-vector-search/</loc>
    <lastmod>2025-07-27T05:08:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/keyword-search/</loc>
    <lastmod>2025-07-27T05:08:44+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/eagle-3/</loc>
    <lastmod>2025-07-26T17:45:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/introduction-to-llm-serving-with-sglang/</loc>
    <lastmod>2025-07-26T17:45:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/llm-serving/</loc>
    <lastmod>2025-07-26T17:45:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sglang/</loc>
    <lastmod>2025-07-26T17:45:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-engine/</loc>
    <lastmod>2025-07-26T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/emma/</loc>
    <lastmod>2025-07-26T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/pi-0.5/</loc>
    <lastmod>2025-07-26T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/pi-zero/</loc>
    <lastmod>2025-07-26T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/pi-vla-robotics-summary/</loc>
    <lastmod>2025-07-26T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/vision-language-action-models/</loc>
    <lastmod>2025-07-26T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/vla/</loc>
    <lastmod>2025-07-26T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/waymo-research-emma-end-to-end-autonomous-driving/</loc>
    <lastmod>2025-07-26T17:00:06+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/complex-systems/</loc>
    <lastmod>2025-07-26T15:01:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/evolutionary-theory/</loc>
    <lastmod>2025-07-26T15:01:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/krakauer-true-intelligence-vs-ai-knowledge/</loc>
    <lastmod>2025-07-26T15:01:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/summaries/intelligent-webhooks-with-a2a-and-mcp-agents/</loc>
    <lastmod>2025-07-26T14:15:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/google-genkit/</loc>
    <lastmod>2025-07-26T14:15:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/github-copilot-agent-capabilities-workshop/</loc>
    <lastmod>2025-07-26T07:00:13+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/agent-native-development/</loc>
    <lastmod>2025-07-25T23:11:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/context-aware-ai/</loc>
    <lastmod>2025-07-25T23:11:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/the-transition-to-agent-native-software-development/</loc>
    <lastmod>2025-07-25T23:11:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/building-trust-in-ai-coding-agents-sculptor/</loc>
    <lastmod>2025-07-25T23:10:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/imbue/</loc>
    <lastmod>2025-07-25T23:10:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sculptor/</loc>
    <lastmod>2025-07-25T23:10:37+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-driven-development/</loc>
    <lastmod>2025-07-25T23:10:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/openhands/</loc>
    <lastmod>2025-07-25T23:10:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/using-ai-software-development-agents-effectively/</loc>
    <lastmod>2025-07-25T23:10:11+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cognition-ai/</loc>
    <lastmod>2025-07-25T23:07:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/future-of-software-engineering-with-devin-ai/</loc>
    <lastmod>2025-07-25T23:07:05+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/apache-beam/</loc>
    <lastmod>2025-07-25T19:03:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/apache-flink/</loc>
    <lastmod>2025-07-25T19:03:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/feature-generation/</loc>
    <lastmod>2025-07-25T19:03:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/lyft/</loc>
    <lastmod>2025-07-25T19:03:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/lyft-real-time-feature-generation-rakesh-kumar/</loc>
    <lastmod>2025-07-25T19:03:04+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/architectural-evolution-platform-engineering-randy-shoup/</loc>
    <lastmod>2025-07-25T12:37:53+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/organizational-scaling/</loc>
    <lastmod>2025-07-25T12:37:53+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/cognizant/</loc>
    <lastmod>2025-07-25T12:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/babak-hodjat-cognizant-ai-strategy-multi-agent-systems-talent-arms-race/</loc>
    <lastmod>2025-07-25T12:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/human-feedback/</loc>
    <lastmod>2025-07-24T14:28:47+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/edwin-chen-surge-ai-high-quality-data-llm-evaluation/</loc>
    <lastmod>2025-07-24T14:28:47+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/demystifying-gpt-internals/</loc>
    <lastmod>2025-07-24T12:01:15+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-ops/</loc>
    <lastmod>2025-07-24T11:00:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/quantum-machine-learning/</loc>
    <lastmod>2025-07-24T11:00:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/quantum-machine-learning-data-ops-challenges/</loc>
    <lastmod>2025-07-24T11:00:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/topological-data-analysis/</loc>
    <lastmod>2025-07-24T11:00:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/mlflow-3-agent-ops-lifecycle-databricks/</loc>
    <lastmod>2025-07-24T10:31:21+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mining/</loc>
    <lastmod>2025-07-23T13:01:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/software-first-mining-reinforcement-learning-rebuilds-supply-chain/</loc>
    <lastmod>2025-07-23T13:01:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/building-ai-sales-agents-with-langgraph-and-llm-observability/</loc>
    <lastmod>2025-07-22T17:00:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-sales/</loc>
    <lastmod>2025-07-22T17:00:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/llm-observability/</loc>
    <lastmod>2025-07-22T17:00:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/developing-foundation-models-for-general-purpose-robots/</loc>
    <lastmod>2025-07-22T14:02:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/zohar-bronfman-predictive-ai-vs-generative-agi/</loc>
    <lastmod>2025-07-22T11:00:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/pecan-ai/</loc>
    <lastmod>2025-07-22T11:00:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/unlimited-associative-learning/</loc>
    <lastmod>2025-07-22T11:00:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/openai-unified-agent-deep-research-operator/</loc>
    <lastmod>2025-07-22T09:00:50+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/the-state-of-infra-ai-as-the-new-foundational-layer/</loc>
    <lastmod>2025-07-21T13:00:31+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/distilling-self-supervised-speech-quality-models/</loc>
    <lastmod>2025-07-20T13:24:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mean-opinion-score/</loc>
    <lastmod>2025-07-20T13:24:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/model-pruning/</loc>
    <lastmod>2025-07-20T13:24:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mos/</loc>
    <lastmod>2025-07-20T13:24:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/speech-quality-assessment/</loc>
    <lastmod>2025-07-20T13:24:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/xlsr/</loc>
    <lastmod>2025-07-20T13:24:14+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/benjamin-mann-anthropic-ai-safety-superintelligence-forecast/</loc>
    <lastmod>2025-07-20T11:00:52+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/speakeasy-mcp-ai-agents-apis/</loc>
    <lastmod>2025-07-17T11:01:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/speakeasy/</loc>
    <lastmod>2025-07-17T11:01:46+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-operations/</loc>
    <lastmod>2025-07-17T11:01:09+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/compounding-engineering/</loc>
    <lastmod>2025-07-17T11:01:09+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/generalists/</loc>
    <lastmod>2025-07-17T11:01:09+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/dan-shipper-ai-first-operations/</loc>
    <lastmod>2025-07-17T11:01:09+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/code-comprehension/</loc>
    <lastmod>2025-07-17T10:01:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/misha-laskin-reflection-ai-superhuman-agents-rl/</loc>
    <lastmod>2025-07-17T10:01:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/reward-modeling/</loc>
    <lastmod>2025-07-17T10:01:39+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/alphafold-ai-as-an-amplifier-for-science/</loc>
    <lastmod>2025-07-15T14:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/machine-learning-research/</loc>
    <lastmod>2025-07-15T14:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/protein-folding/</loc>
    <lastmod>2025-07-15T14:00:19+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/algorithm-discovery/</loc>
    <lastmod>2025-07-15T09:00:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/alphaevolve/</loc>
    <lastmod>2025-07-15T09:00:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/alphaevolve-ai-for-scientific-discovery/</loc>
    <lastmod>2025-07-15T09:00:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/evolutionary-search/</loc>
    <lastmod>2025-07-15T09:00:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/funsearch/</loc>
    <lastmod>2025-07-15T09:00:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/aerospace-engineering/</loc>
    <lastmod>2025-07-11T04:00:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/drone-delivery/</loc>
    <lastmod>2025-07-11T04:00:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/andre-prager-wing-engineering-simplicity/</loc>
    <lastmod>2025-07-11T04:00:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/wing/</loc>
    <lastmod>2025-07-11T04:00:22+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/audio-llm/</loc>
    <lastmod>2025-07-10T11:01:28+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/deepfake-detection/</loc>
    <lastmod>2025-07-10T11:01:28+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/voice-security/</loc>
    <lastmod>2025-07-10T11:01:28+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/voice-ai-security-threats-and-defenses/</loc>
    <lastmod>2025-07-10T11:01:28+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/code-visualization/</loc>
    <lastmod>2025-07-09T09:18:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/compiler-architecture/</loc>
    <lastmod>2025-07-09T09:18:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/jai/</loc>
    <lastmod>2025-07-09T09:18:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/summaries/jai-language-design-jonathan-blow/</loc>
    <lastmod>2025-07-09T09:18:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/metaprogramming/</loc>
    <lastmod>2025-07-09T09:18:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/programming-language-design/</loc>
    <lastmod>2025-07-09T09:18:18+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/jarek-kutylowski-deepl-specialized-ai-models-for-translation/</loc>
    <lastmod>2025-07-08T16:00:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/nmt/</loc>
    <lastmod>2025-07-08T16:00:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/translation/</loc>
    <lastmod>2025-07-08T16:00:01+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ai-listing/</loc>
    <lastmod>2025-07-08T12:00:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/mercari-practical-llmops-evaluation-centric-approach/</loc>
    <lastmod>2025-07-08T12:00:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mercari/</loc>
    <lastmod>2025-07-08T12:00:12+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/decoding-neural-networks-with-eric-ho-of-goodfire/</loc>
    <lastmod>2025-07-08T09:01:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/mechanistic-interpretability/</loc>
    <lastmod>2025-07-08T09:01:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sparse-autoencoders/</loc>
    <lastmod>2025-07-08T09:01:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/superposition/</loc>
    <lastmod>2025-07-08T09:01:10+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/exaone/</loc>
    <lastmod>2025-07-07T23:01:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/financial-forecasting/</loc>
    <lastmod>2025-07-07T23:01:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/lseg/</loc>
    <lastmod>2025-07-07T23:01:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/lg-exaone-ai-financial-forecasting-framework/</loc>
    <lastmod>2025-07-07T23:01:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/the-impostor-ai-and-the-promise-of-open-ended-discovery/</loc>
    <lastmod>2025-07-04T20:48:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/evolvability/</loc>
    <lastmod>2025-07-04T20:48:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/kenneth-stanley/</loc>
    <lastmod>2025-07-04T20:48:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/stochastic-gradient-descent/</loc>
    <lastmod>2025-07-04T20:48:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/data-processing/</loc>
    <lastmod>2025-07-03T11:00:30+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/docetl/</loc>
    <lastmod>2025-07-03T11:00:30+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/etl/</loc>
    <lastmod>2025-07-03T11:00:30+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/shreya-shankar-docetl-llm-data-processing/</loc>
    <lastmod>2025-07-03T11:00:30+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/antibody-design/</loc>
    <lastmod>2025-07-03T10:01:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/chai-2-generative-ai-for-antibody-design/</loc>
    <lastmod>2025-07-03T10:01:35+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/google-x/</loc>
    <lastmod>2025-06-27T03:59:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/moonshot/</loc>
    <lastmod>2025-06-27T03:59:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/sebastian-thrun-astro-teller-waymo-google-x-origins/</loc>
    <lastmod>2025-06-27T03:59:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/sebastian-thrun/</loc>
    <lastmod>2025-06-27T03:59:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/self-driving-cars/</loc>
    <lastmod>2025-06-27T03:59:00+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/rag-is-not-dead-it-is-evolving-into-rag-2.0/</loc>
    <lastmod>2025-06-26T11:01:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/contextual-ai/</loc>
    <lastmod>2025-06-26T11:01:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/grounding/</loc>
    <lastmod>2025-06-26T11:01:25+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/alphadev/</loc>
    <lastmod>2025-06-26T10:00:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/alphadev-evolutionary-ai-for-algorithm-discovery/</loc>
    <lastmod>2025-06-26T10:00:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/self-improving-ai/</loc>
    <lastmod>2025-06-26T10:00:07+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/causal-inference/</loc>
    <lastmod>2025-06-24T09:00:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-agents-for-devops-and-root-cause-analysis/</loc>
    <lastmod>2025-06-24T09:00:08+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/bioacoustics/</loc>
    <lastmod>2025-06-19T17:09:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/conservation/</loc>
    <lastmod>2025-06-19T17:09:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/deforestation/</loc>
    <lastmod>2025-06-19T17:09:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/ecology/</loc>
    <lastmod>2025-06-19T17:09:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/species-distribution-modeling/</loc>
    <lastmod>2025-06-19T17:09:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-for-nature-mapping-monitoring-and-understanding-ecosystems/</loc>
    <lastmod>2025-06-19T17:09:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/vision-transformer/</loc>
    <lastmod>2025-06-19T17:09:20+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/posts/2025/ai-drug-discovery-with-alphafold-and-generative-models/</loc>
    <lastmod>2025-06-05T16:56:47+00:00</lastmod>
  </url><url>
    <loc>https://tokenless.tech/tags/personalized-medicine/</loc>
    <lastmod>2025-06-05T16:56:47+00:00</lastmod>
  </url>
</urlset>
