# Your agent found every source. Which one should it trust?

Canonical: https://brew.new/templates/pinecone/your-agent-found-every-source-which-one-should-it-trust

Brand: pinecone.io
Category: event-invitation

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## Email content

From Data to Vectors to Context: What AI Agents Need Beyond RAG. Wednesday, November 4, 11 AM to 12 PM PT, 2 to 3 PM ET. Jörg Schad, VP of Engineering, Pinecone.

Hi there,

Your agent found every relevant document and still got the answer wrong. On Wednesday, November 4, Jörg Schad, VP of Engineering at Pinecone, explains why, and what agents need beyond RAG.

From Data to Vectors to Context: What AI Agents Need Beyond RAG

Wednesday, November 4 · 11 AM to 12 PM PT / 2 to 3 PM ET · Online and free

You'll leave with:

How retrieval moved from keyword search to vectors to RAG, and where that stops being enough for agents

The five parts of context an agent needs before it acts: semantics, authority, policy, freshness, and provenance

Answers to your own questions in the live Q&A. Reply to this email with yours, or add it when you register.

Who should attend: engineers and technical leaders building AI agents on their own data.

Jörg Schad

VP of Engineering, Pinecone. Author of Designing Agent-Friendly APIs.

Save my spot for Nov 4

Can't make it live? Register anyway and we'll send you the recording.

See you there,

The Pinecone team

P.S. Building agents with a team? Forward this to them. Everyone gets their own spot.

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Pinecone Systems, Inc, 127 W. 26th St., Floor 6, New York, New York 10001, United States

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