[Skills Index] AITER — Top 10 Claude Code Skills Roadmap

[sunway513]

AITER Skills Roadmap

Top 10 Claude Code skills to accelerate AMD AI operator library development. Each skill encodes team knowledge into a reusable, shareable automation.

Skills Tracker

#	Skill	Priority	Issue	Status
1	kernel-benchmark	P0	#43	🔲 Not Started
2	jit-debug	P0	#44	🔲 Not Started
3	quant-chain-validate	P0	#48	🔲 Not Started
4	op-coverage	P1	#45	🔲 Not Started
5	triton-vs-asm	P1	#46	🔲 Not Started
6	kernel-regression	P1	#47	🔲 Not Started
7	pr-review	P1	#49	🔲 Not Started
8	build-optimize	P1	#50	🔲 Not Started
9	api-check	P2	#51	🔲 Not Started
10	doc-update	P2	#52	🔲 Not Started

How to Contribute

1. Pick a skill from the table above
2. Assign yourself to the corresponding issue
3. Build the skill following the spec in the issue
4. Skills live in .claude/skills/ as SKILL.md files
5. Submit a PR with the skill implementation and update this tracker

Context

AITER is AMD's centralized AI operator library for ROCm/HIP GPUs. These skills cover kernel benchmarking, build optimization, quantization validation, and developer workflow automation. Target hardware: MI300X (gfx942) and MI355X (gfx950).