Build career momentum with visible, repeatable progress.

## Why many agent demos fail in production

Open-ended loops hide state, cost, and failure reasons unless you add explicit boundaries and observability.

### Practical takeaway

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