~/talk

Self-Healing Rollouts: Automating Production Fixes With Agentic AI

slides:none on file

A production demo shows an Argo Rollouts plugin that calls an external agent via the A2A agent protocol, compares canary vs stable (10% traffic, 10s warm‑up) by scraping logs and metrics, and returns pass/fail to Argo Rollouts. When a deliberate null pointer exception appears the system rolls back immediately and asynchronously creates PR fixes against the GitHub repo; the agent stack is Java/Quarkus with LangChain for J, uses Quinn 4B/35B models and HashiCorp Vault for secrets.

AI-written summary · about

  1. 0:00AI-driven progressive delivery
  2. 3:31Progressive delivery with fried chicken
  3. 8:04GitOps and Argo Rollouts
  4. 11:52AI failure analysis
  5. 15:04Self-healing rollouts
  6. 17:10Live demo of AI agent
  7. 23:54AI agent architecture
  8. 29:32Lessons learned
  9. 31:40Q&A
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