Phase 1 MVP

Build career momentum with visible, repeatable progress.

Single-user private mode

Knowledge Note

Use learning systems to support real projects

The portal should feed execution: learn, apply, review, and convert the result into portfolio evidence.

## Use learning systems to support real projects

The portal should feed execution: learn, apply, review, and convert the result into portfolio evidence.

### Practical takeaway

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