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Systems paper + numbers-as-data results. Honest board (Qwen3-1.7B-Q4_K_M, N=7, 95% CI): prefill at parity (CUDA WIN 1.09x at pp4096); decode behind on all four backends (CUDA 0.84, Metal 0.72, ROCm 0.72, Vulkan 0.52), decomposed into APU bandwidth-utilization (measured 213 GB/s peak; llama at 93%, us at 48-72%) and discrete fixed-overhead that a 4B control amortizes. Root-causes the Vulkan pp4096 cliff (not VK_WORK_CAP -- refuted). Overturns several internal claims against a properly-built baseline. latexmk-clean.