Add skills / collection with aie-kernel-opt guide#3162
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Introduce a top-level skills/ directory holding Agent Skills: self-contained, on-demand guides that capture measured, codebase-specific knowledge for coding agents and humans alike. The first skill, aie-kernel-opt, is a standalone guide to optimizing AIE / Peano-compiled kernels: a measure-first methodology (baseline, bit-exact gate, ablation, verify-in-.o) plus a priority-ordered catalog of concrete optimization levers (loop hints, compile-time constants, divide elimination, branch-splitting, epilogue vectorization, operand-layout pre-pack, wide packing, wider mmul, DMA layout offload) and the constraint each one carries. Mechanisms are written generically across AIE generations; performance deltas are framed as illustrative optimization headroom on example kernels. Co-Authored-By: Claude Opus 4 (1M context) <noreply@anthropic.com>
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Introduce a top-level skills/ directory holding Agent Skills: self-contained, on-demand guides that capture measured, codebase-specific knowledge for coding agents and humans alike.
The first skill, aie-kernel-opt, is a standalone guide to optimizing AIE / Peano-compiled kernels: a measure-first methodology (baseline, bit-exact gate, ablation, verify-in-.o) plus a priority-ordered catalog of concrete optimization levers (loop hints, compile-time constants, divide elimination, branch-splitting, epilogue vectorization, operand-layout pre-pack, wide packing, wider mmul, DMA layout offload) and the constraint each one carries. Mechanisms are written generically across AIE generations; performance deltas are framed as illustrative optimization headroom on example kernels.
I derived this skill from my work in #3142 I'm sure it could be improved when applied to a wider variety of kernels.