ChessPrism/cline_docs/activeContext.md

Current Task

Working on chess piece recognition with the updated ML model that includes empty square detection.

Recent Changes

1. Empty Square Detection:

   • Handle empty_dark/empty_light classes
   • Exact class name matching
   • Proper error handling

2. Position Validation:

   • Allow moved pieces
   • Essential rules only
   • Piece count tracking

3. Error Handling:

   • Better error messages
   • Clear logging
   • Fixed optional unwrapping

Next Steps

1. Recognition Tuning:

   • Fine-tune empty square detection
   • Adjust confidence thresholds
   • Improve position validation

2. Model Training:

   • Add more empty square examples
   • Include different board styles
   • Improve piece variety