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Add Claude Code skills for ATOM development#21

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sunway513 merged 1 commit intomainfrom
skills/claude-skills
Feb 24, 2026
Merged

Add Claude Code skills for ATOM development#21
sunway513 merged 1 commit intomainfrom
skills/claude-skills

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Summary

  • Add 4 Claude Code skills (.claude/skills/) for AI-assisted ATOM development
  • triage-accuracy: Systematic methodology for debugging wrong/garbage model output
  • triage-perf: Systematic methodology for debugging slow inference performance
  • docker-serve: Docker build, patch, serve, and debug workflow
  • benchmark: InferenceX benchmarking setup and results comparison

Context

These are Claude Code skill files — structured prompts that teach the AI assistant project-specific workflows. They don't affect builds, CI, or runtime. Only visible to developers using Claude Code.

The triage skills encode lessons from a 5-session debugging campaign that traced DeepSeek-R1 garbage output to a 10-line scale layout bug, and a separate campaign that fixed 570x slowdown to reach 80% of reference performance.

Test plan

  • Verify skill files render correctly on GitHub
  • Test each skill invocation in Claude Code

Add 4 skills for Claude Code AI assistant:
- triage-accuracy: Debug wrong/garbage model output
- triage-perf: Debug slow inference performance
- docker-serve: Docker build, patch, serve workflow
- benchmark: InferenceX benchmarking and comparison
@sunway513 sunway513 merged commit e2234e2 into main Feb 24, 2026
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