Today I ran the first local semantic retrieval query for Signora inside VS Code.

### Command Run

```powershell
py -3.12 scripts\query_retrieval.py "Why are enterprise administrators struggling with onboarding?" --top-k 5

Screenshot:

image.png

What Happened

The retrieval system loaded the local embedding model successfully and returned 5 ranked evidence results.

The query was:

Why are enterprise administrators struggling with onboarding?

The top results were mostly related to:

Evidence Retrieved

The strongest result had this context:

The permissions page looked simple until we tried to map it to our enterprise roles.

Another useful result said:

Our admin team got stuck connecting SSO and then had to invite people in small batches.