~/talk

The VEP Police: An AI Agent That Governs an Open-Source Project

Talkat DevConf.CZ 2026 · on Thursday, 2026-06-18· at 10:15· D105 (capacity 300)· [ai-assisted-development, devops-and-delivery]
slides:none on file

An AI agent built with LangGraph state machine, MCP and LLMs autonomously discovers and monitors enhancement proposals across GitHub, performing parallel checks for deadlines, activity, compliance and cross-domain risk, then posts prioritized alerts to Slack/email and updates four columns on the release project board. It scales a small-maintainer team from a surprise growth to 41 VEPs (roughly 100 PRs), uses a two-tier LLM strategy with deterministic code for routine checks, snapshots for debugging, and catches real governance issues in real time.

AI-written summary · about

  1. 0:00Introduction
  2. 2:22Chaos of unstructured contributions
  3. 4:41VEP process for governance
  4. 6:26Growth and challenges
  5. 9:15Building AI agent
  6. 13:36VEP Police architecture
  7. 15:02Lessons and LLM limits
  8. 18:41Debugging agent decisions
  9. 21:59Testing and improvement
  10. 22:20Future plans
  11. 25:11Agent rules in open-source
  12. 27:20Final thoughts
  13. 28:03Q&A
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