# Evidence: Attention from small pieces

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

## Evidence required

Save the Q/K/V axis diagram, uniform hand calculation, NumPy nonuniform reference, paired permutation check, and wrong-axis repair.

- Command: `python3 phases/07-transformers/01-attention-from-small-pieces/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