Agent that improves itself daily by treating instructions as code: edited, reviewed, merged like any PR. Writing skills that teach agents how to think (not what to do). Closing feedback loop so team judgment flows back automatically.

Watch recording

Keynotes, demos, and conversations with the teams behind Claude. Recorded at Code w/ Claude 2026 San Francisco and ready to replay.

Teaching agents to learn from your team | Session | Code w/ Claude 2026