~/talk

Transparent Multi-Agent AI

Talkat NODES 2025 · on Thursday, 2025-11-06· [ai-assisted-development, large-language-models]
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slides:none on file

Live demo of a working multi‑agent stack that uses Neo4j to record every orchestration step so retrievals, planner outputs, task assignments and tool calls are stored as graph nodes and relationships the demo wires LangGraph agents (an LLM agent and a Neo4j agent) to a Python backend and the needle starter kit UI, shows GraphRAG retrievals tied to specific document chunks, and publishes a GitHub repo so you can reproduce the audit, reuse past plans for repeatability, and inspect per‑run metrics with Neo4j GraphRAG

AI-written summary · about

  1. 0:00Introduction to talk
  2. 1:51Why multi-agent systems
  3. 3:15Solution framework overview
  4. 7:05Challenges in multi-agent AI
  5. 9:33Goals of the framework
  6. 10:40Current solutions limitations
  7. 12:04Key features of framework
  8. 14:12Data model explanation
  9. 17:03Demo setup and interface
  10. 18:06Visualizing the audit graph
  11. 21:56Repeatability with graph data
  12. 24:10Q&A session
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