Build career momentum with visible, repeatable progress.

## Personal knowledge bases need freshness rules

Every content library should say what is stable, what expires, and what gets reviewed on a schedule.

### Practical takeaway

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