Build career momentum with visible, repeatable progress.

## A portfolio roadmap for the AI engineer transition

Pair learning paths with portfolio artifacts so each month produces visible proof, not just study notes.

### Practical takeaway

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