Phase 5 Limitations

The full deterministic simulator pipeline, storage, indexing, tracking, scoring, networking bounds, overlays, and derived-export fixture are validated without hardware. A Vision/Core ML conversion adapter and model-import boundary exist, but no third-party detector is bundled. Production pixel-buffer request execution, AVAsset frame decoding, rendered annotated-video encoding, physical live performance, background processing, and real model accuracy require licensed models and device testing.

The baseline measurements and score weights are explainable experimental defaults, not trained or scientifically certified. Segmentation is an extension point with a simulated mask only. Manual box editing and training-format exports belong to later phases.