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Beyond RAG: Build a Relational Context Engine from Scratch

Day
Day 1 — Workshop Day · Mon, Jun 29
Time
12:10pm-1:10pm
Room
Track 7 · Room 2024
Track
Workshops Day 1
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Track theme(approximate)
Production Agent Infra: Inference, Context & Ops

Dedicated-GPU inference, relational/context engines, document triage, and moving from approval loops to autonomous agents.

Accessible with the Engineering + Workshops pass and above.

About this session

In this workshop we'll explore the importance of context engines in modern engineering workflows, and we'll look at why traditional RAG techniques are no longer enough to deliver the context agents need.

We'll build a structured query engine that fills the gaps left by RAG, translating natural language into validated database queries over GitHub PR and Issue data. We'll implement schema-aware prompting, identity resolution, query validation, and error-driven retry loops, and you'll walk away with a working query engine for your GitHub repository.

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