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A unified multimodal model evaluation tracking and engineering report engine.

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                  │          KRYSTA WING ENGINE        │
                  │        (kwing_reporter/engine.py)  │
                  └───────────────────┬────────────────────┘
                                    │
            ┌─────────────────────────┼─────────────────────────┐
            ▼                         ▼                         ▼
 ┌─────────────────────┐   ┌─────────────────────┐   ┌─────────────────────┐
 │   VISION MODULE   │   │     TEXT MODULE   │   │    AUDIO MODULE   │
 │ (modalities/vision)   │  (modalities/text)│   │ (modalities/audio)│
 └──────────┬──────────┘   └──────────┬──────────┘   └──────────┬──────────┘
            │                         │                         │
  • Matplotlib Rendering    • Token Confidence Pass   • Mel-Spectrogram Calc
  • 2D Matrix Heatmaps      • Anomaly Identification  • Waveform Freq Plots

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