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v0.2: per-GPU autotuning for BLOCK_S / num_warps #3

@bledden

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@bledden

The kernels ship one fixed config (BLOCK_S=256, default warps) chosen on H200. Add triton autotune configs keyed per backend/arch (H200, MI300X/gfx942, Metal) with the LER gates as correctness oracle. Receipts updated per platform.

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