Socratic AI: Integrating Observability Through Interactive Dialogue - O11yCon 2026

Duolingo's Bryan Mills breaks down the three failure modes he sees in AI-assisted production investigation—missing context, fallible memory, and lack of rigor—and argues they're the same failure modes humans have. His solution: when an agent gets something wrong, don't correct it. Ask it questions and let it convince itself.