# Evidence: MLOps: data contracts, CI gates and monitoring

Copy this template into your own portfolio and fill it after running your modified exercise.

## Evidence required

Keep the leaking-group rejection, data fingerprint, slice counts and MSEs, aggregate/slice gate disagreement, changed-population calculation and a written response to drift without labels.

- Command: `python3 phases/16-operations/06-mlops-data-contracts-and-release-pipelines/code/main.py`
- Working directory: repository root
- Python / JAX / NumPy versions: 
- Hardware and device: 
- My prediction before running: 
- My change to the exercise: 
- Exit code and meaningful output: 
- Why the result supports or contradicts my prediction: 
- Checkpoint result: 
- Artifact link or saved filename: 
- Portfolio status: saved in local workspace