# Triton Kernel Reflection Prompts

> Reflection/self-critique prompts for reviewing and fixing AMD-targeted Triton kernels after generation or test failures.

- Skill: `wenyi-li/triton-kernel-reflection-prompts` (Agent Skill, multi-file: 2 files)
- Install (CLI): `npx skillmds@latest add wenyi-li/triton-kernel-reflection-prompts`
- Raw SKILL.md: https://api.skillmd.com/api/skills/wenyi-li/triton-kernel-reflection-prompts/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Coding & Dev Tools
- Author: wenyi-li (https://skillmd.com/u/wenyi-li)
- Updated: 2026-09-22
- Page: https://skillmd.com/skills/wenyi-li/triton-kernel-reflection-prompts

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# AMD Kernel Reflection Prompts

- Use after a kernel run/test to drive structured self-review and fixes.
- Load `references/prompt_for_reflection.py` for the full reflection prompt and guidance.

## How to use
- Summarize failures/perf gaps, then feed the reflection prompt to propose patches.
- Follow the checklist: correctness first, then performance and readability.
- Keep AMD-focused advice: wave64 occupancy, LDS/bank conflict avoidance, coalesced and vectorized memory access.
- Output schema should include proposed code changes plus rationale for downstream tools.

## References
- `references/prompt_for_reflection.py`: Reflection prompt definitions.