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

Initializing MNIST Agent...
--- ONE-SHOT LEARNING PHASE ---
Learned 10 digits in 0.06 seconds.

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

Final Accuracy: 60.0%
Per-class accuracy:
  Digit 0: 100.0%
  Digit 1: 100.0%
  Digit 2: 80.0%
  Digit 3: 60.0%
  Digit 4: 50.0%
  Digit 5: 30.0%
  Digit 6: 100.0%
  Digit 7: 50.0%
  Digit 8: 30.0%
  Digit 9: 0.0%

[WARNING] Did not meet 90% accuracy target.