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Three-surface (NPU + CPU + iGPU) concurrency architecture for the AMD Strix Halo APU: Lemonade/FLM on the XDNA 2 NPU (36-39 tok/s), a class-based request router, and the honest 39.1% accuracy-gate failure that keeps small-NPU routing shadow-only. PolyForm noncommercial.