A technical breakdown and comparison of the architectures, training methodologies, and post-training techniques of three leading open-source models: OpenAI's GPT-OSS, Alibaba's Qwen-3, and DeepSeek V3. The summary explores their different approaches to Mixture-of-Experts, long-context, and attention mechanisms.
Asha Sharma, CVP of Product for Microsoft's AI Platform, shares insights from working with over 15,000 companies building AI. She discusses the shift from "product as artifact" to "product as organism," the rise of post-training as the new competitive moat, and how agents are transforming organizational structures from hierarchies ("org charts") into task-based networks ("work charts").
Max Junestrand, co-founder and CEO of Legora, shares insights on building a successful vertical AI company for the legal industry. He discusses their product strategy, the technical stack designed for a multi-model future, the go-to-market motion for conservative industries, and the challenges of scaling from 10 to 100 people in 13 months.
Jeff Huber of Chroma argues that building reliable AI systems hinges on 'Context Engineering'—the deliberate curation of information within the context window. He challenges the efficacy of long-context models, presenting a 'Gather and Glean' framework to maximize recall and precision, and discusses specific challenges and techniques for AI agents, such as intelligent compaction.
Experts from a16z, Box, and Microsoft debate the definition and future of AI agents. They explore the shift from monolithic AGI to specialized agent networks, the technical challenges of autonomous systems, and how this new platform will reshape enterprise software, workflows, and the very nature of work.
Google DeepMind’s Chief Scientist Jeff Dean discusses the origins of his work on scaling neural networks, the founding of the Google Brain team, the technical breakthroughs that enabled training massive models, the development of TensorFlow and TPUs, and his perspective on the evolution and future of artificial intelligence.