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- Removed unused imports and streamlined the code structure. - Consolidated logging initialization and enhanced logging for training processes. - Improved handling of training state loading and resume logic. - Refactored transition and interaction message processing for better readability and maintainability. - Added detailed comments and documentation for clarity.