Build career momentum with visible, repeatable progress.

## A clean handoff between ingestion and retrieval

The indexing layer should emit chunks and metadata in a form the retrieval layer can trust without guesswork.

### Practical takeaway

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