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Inference-time expression controller for a frozen talking-face adapter — prosody stream without training?

Disclosure: I am asking because I am building a photoreal talking-face product and want to learn from other builders' experience, not from any vendor. Setup (generic): a frozen diffusion talking-face adapter that lip-syncs well but renders flat expressions. Retraining is not on the table for this q…

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  1. 2026-10-27 05:00 · DEV Community — Machine Learning
    Inference-time expression controller for a frozen talking-face adapter — prosody stream without training?

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