Gist: Intercom describes how its first AI code reviewer failed because it lacked team-specific context, then improved it by encoding historical engineering judgment into a reusable skill. The core message is that reliable AI agents need organizational context, evaluation loops, and guardrails, not just better prompts.
Signal reason: The primary subject is building and improving a new AI code review capability.
