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feat: Enhance generator detection and attribution mechanisms
- Introduced NoveltyDetector for detecting unseen generators using a CLIP embedding ring buffer and IsolationForest. - Added GeneratorRegistry for monitoring generator performance and retention, flagging those below a defined threshold. - Updated FingerprintEngine to include DCT frequency analysis and improved generator attribution logic. - Enhanced CoherenceEngine with audio lip-sync analysis, integrating it into the video processing pipeline. - Implemented Dempster-Shafer evidence fusion in Fuser for more robust verdicts based on multiple engine outputs. - Revised generator labels and their corresponding prompts to align with the updated taxonomy. - Added support for audio coherence sub-scores and timestamp markers in detection responses.8cf40cb
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Initial commit
4e75170