Phase 1 MVP

Build career momentum with visible, repeatable progress.

Single-user private mode

Knowledge Note

How to review an AI feature after launch

Post-launch review should inspect traces, evaluation drift, user pain points, and operational cost together.

## How to review an AI feature after launch

Post-launch review should inspect traces, evaluation drift, user pain points, and operational cost together.

### Practical takeaway

Capture the decision this note supports, then connect it to a project, evaluation loop, or deployment choice so the idea stays operational.