Developerexperience | Thomas Talks AI: Claude Architecture, AI Agent Security, Claude Code & Production Engineering

An approved Claude Code plan bound to commit A reaches a freshness gate after commit B changes a relevant dependency, so execution stops and the agent replans for review

Expire Claude Code plans when the repository changes

A Claude Code plan can become stale after another commit changes its assumptions. Bind approval to repository state and force a replan when the relevant boundary moves.