ROUND 1 BASELINE

Use only:
- the six Unity Catalog tables
- neutral table/column comments
- the benchmark set

Do not add company-specific business rules, example SQL, SQL functions, or trusted assets.

Run 14 deterministic benchmarks in Chat mode.
Then run the 3 ambiguity benchmarks in Agent mode.

Capture the score and at least one representative failure before changing the agent.
