Loading digits dataset...
Train: 10 exemplars | Test: 100 images
Image shape: (8, 8)

Initializing MNIST Agent...
--- ONE-SHOT LEARNING PHASE ---
Learned 10 digits in 0.17 seconds.

--- EVALUATION PHASE ---
Testing on 100 unseen images...

Final Accuracy: 100.0%
Per-class accuracy:
  Digit 0: 100.0%
  Digit 1: 100.0%
  Digit 2: 100.0%
  Digit 3: 100.0%
  Digit 4: 100.0%
  Digit 5: 100.0%
  Digit 6: 100.0%
  Digit 7: 100.0%
  Digit 8: 100.0%
  Digit 9: 100.0%

[SUCCESS] Met requirement: >90% accuracy with 1 sample per digit!