knot-forcing-animation

【效率与协作】Enable real-time portrait animation via causal AR video generation with temporal coherence. Sliding window with global reference frame caching, temporal knot module overlapping adjacent chunks, global context running ahead—preventing error accumulation while maintaining streaming efficiency and bidirectional-quality consistency.

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