~/talk

Graph Traversal Agent for Code Debugging

Talkat NODES 2024 · on Thursday, 2024-11-07· [ai-assisted-development, large-language-models]
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An agent uses Neo4j Graph DB and a BL graph Python package to map repositories into a code graph, then traverses it with simple tools (node-by-id and keyword search) to debug, optimize, and find vulnerabilities. Demo builds a graph of the repo with 210 nodes and 369 edges, the agent leaves breadcrumbs (short node summaries and embeddings) and the LM+graph traversal successfully answers questions and pinpoints functions, Sentry errors, and PR issues.

AI-written summary · about

  1. 0:00Introduction and agenda
  2. 1:15Speaker backgrounds
  3. 2:40Overview of the Blar platform
  4. 4:26Structuring code as a graph
  5. 5:30Contextualizing code with data
  6. 6:55The importance of context
  7. 8:34Platform and technical demo
  8. 14:21Q&A and closing remarks
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