.agents/skills/doppler-kernel-reviewer/SKILL.md
Review kernels against DOPPLER style guide and propose style guide updates.
npx skillsauth add clocksmith/doppler doppler-kernel-reviewerInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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This skill helps you review DOPPLER kernels (WGSL, JS wrappers, .d.ts) against the official style guides. It also supports proposing changes to the style guides themselves.
Read these before non-trivial kernel review or kernel-wrapper edits:
docs/style/general-style-guide.mddocs/style/javascript-style-guide.mddocs/style/wgsl-style-guide.mdAlso read docs/style/config-style-guide.md when the review touches rule selection, dtype policy, or kernel-path metadata.
When the review turns into implementation guidance, also open:
docs/developer-guides/README.mdCommon routes:
docs/developer-guides/10-activation-implementation.mddocs/developer-guides/11-wgsl-kernel.mddocs/developer-guides/13-attention-variant.mddocs/developer-guides/15-kvcache-layout.mdSee also: docs/style/general-invariants.md (execution plane contract section).
Goal: Verify that a specific kernel complies with docs/style/*.md.
Steps:
src/gpu/kernels/<name>.jssrc/gpu/kernels/<name>.d.tssrc/gpu/kernels/)node skills/doppler-kernel-reviewer/scripts/lint-kernel.js src/gpu/kernels/<name>.jsnode skills/doppler-kernel-reviewer/scripts/lint-kernel.js src/gpu/kernels/<name>.wgslnode --check src/gpu/kernels/<name>.jsskills/doppler-kernel-reviewer/rules/checklist.mddocs/style/general-style-guide.mddocs/style/javascript-style-guide.mddocs/style/wgsl-style-guide.mdGoal: Propose a change to the style guides to improve clarity or support new patterns.
Steps:
docs/style/wgsl-style-guide.md).rules/checklist.md: Condensed style rules.scripts/lint-kernel.js: Automated regex checks.docs/developer-guides/README.md: extension playbook routing.development
Diagnose and improve Doppler model/path performance with baselines, profiling traces, and controlled runtime/code experiments. (project)
documentation
Review kernels against DOPPLER style guide and propose style guide updates.
development
Diagnose inference regressions with Doppler's shared browser/Node command contract, runtime profiles, and report artifacts. (project)
testing
Convert GGUF or SafeTensors assets into Doppler RDRR manifests/shards using the current Node command surface, then verify load + inference. (project)