A Q&A from the final part of Anthropic's Claude Managed Agents workshop, covering CI/CD for agent configs in YAML with the ant CLI, eval practices, workspace-based resource sharing and tenant isolation, agent-driven code review, GPU-enabled self-hosted sandboxes, multiplayer Slack agents, long-running sessions, and the coordinator pattern for custom tools.
Tara Seshan, who leads product for Codex and ChatGPT Work at OpenAI, explores how AI is shifting knowledge work from rowing to steering, why ambition and human judgment are becoming key differentiators, how to build for models two to three months ahead, and how writing as thinking still matters. The conversation also covers OpenAI's founder-led culture, the design of Work mode, and practical uses like Sites and visualize.
Lance Martin from Anthropic shares insights into building reliable and secure long-horizon agents with Claude. He details architectural principles like decoupling the 'brain' from the 'hands' for reliability and security, implementing independent verifiers for self-correction, and developing advanced self-learning memory systems akin to human memory's in-band writing and offline 'dreaming' consolidation. The talk concludes with a vision for evolving agent harnesses towards organizational-level, proactive, and multiplayer capabilities.