Individual skill

kernels

Before writing, porting or tuning a GPU kernel for LLM serving on AMD Instinct (MI350X/MI355X gfx950, MI300X gfx942) — AITER's tuned tables and tuner first; then which language for which kernel (Triton, FlyDSL, CK, HIP/assembly) and why; what the container image actually ships (probe-image.sh); and proving correctness with a negative control and speed graph-captured at the served shapes (kbench.py), with KernelForge's FlyDSL, Triton, CK, HIP and AITER references. Use when a kernel plan must name its language, when choosing Triton vs FlyDSL vs CK vs HIP, or before stages S1–S3 of a rewrite.

src/hyperloom_arbor/.claude/skills/kernels/SKILL.md

Source commit e90e8483681992cc4a51a73bb1a4751ea0d2d8eb

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Last checked

Nov 7, 2026

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