• AI agent — An AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.

It's a specific framework for why enterprise agents fail on 'tribal knowledge' and a concrete technique (writing and running code at query time) for keeping retrieval current against fast-changing facts.

• videoThe Search Engine for the Agentic Web — Will Bryk, Exa
• videoStop Chunking Like It's 2022 — Yuval Belfer, AI21 Labs
• videoThe unreasonable effectiveness of BM25 for agentic search — Jo Kristian Bergum, Hornet.dev
• videoYour Agreements Are a Database You Can't Query — Hiral Shah, Docusign & Sean Sodha, NVIDIA

• videoIf we want them to do Knowledge Work, design them as Knowledge Agents — Benjamin Clavié, MixedbreadAI Engineer
• videoYour company brain will leak secrets: how we stopped it for big banks — Tanmai Gopal, PromptQLAI Engineer
• videoFrom coding to Knowledge work agents — Karan Vaidya, ComposioAI Engineer

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