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A phase-decoupled, model-calibrated controller that hypothesizes that the optimal power setting is a property of the deployed (model, quantization, engine, hardware) combination rather than of the GPU class, that each lane warrants its own profile, and that converting SLO headroom into energy safely requires latency-gated calibration under a runtime SLO guard rather than a fixed recipe.
MusicMark embeds watermarks directly into music during generation, making it robust against attacks that typically undermine traditional methods.