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

Initializing MNIST Agent...
--- ONE-SHOT LEARNING PHASE ---
Learned 10 digits in 0.04 seconds.

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

Final Accuracy: 51.0%
Per-class accuracy:
  Digit 0: 90.0%
  Digit 1: 50.0%
  Digit 2: 60.0%
  Digit 3: 60.0%
  Digit 4: 90.0%
  Digit 5: 0.0%
  Digit 6: 80.0%
  Digit 7: 40.0%
  Digit 8: 20.0%
  Digit 9: 20.0%

[WARNING] Did not meet 90% accuracy target.