One repeatable pass that stops fak from re-inventing known kernel art - before writing or optimizing a compute kernel (a quantized GEMM, a fused attention, a KV-cache reuse, a MoE dispatch, a Metal/CUDA kernel), it checks the SOTA prior-art matrix for the production reference (llama.cpp / Marlin / CUTLASS / FlashInfer / vLLM / SGLang / a named paper), decides the route (borrow / bind / stay-minimal), holds the result to the named oracle, and records what was consulted in a Prior-art trailer. Runs fak sota to surface the reference, reads it, routes deliberately, and (when the matrix has a blind spot) adds the missing row so the next person inherits the map. The inward kernel-engineering counterpart of industry-score (the outward field map). Use before any kernel-optimization commit, when the PRIORART advisory gate fires, when onboarding a new compute operation, or on a /loop cadence to keep the matrix honest against the tree.
Install with
Claude CodeCodexCursorGitHub CopilotGemini CLI
Supported by the Atlas install prompt. Skill-specific requirements vary.
Skill stats
Skills1CategoryGeneralStars0
About this skill
One repeatable pass that stops fak from re-inventing known kernel art - before writing or optimizing a compute kernel (a quantized GEMM, a fused attention, a KV-cache reuse, a MoE dispatch, a Metal/CUDA kernel), it checks the SOTA prior-art matrix for the production reference (llama.cpp / Marlin / CUTLASS / FlashInfer / vLLM / SGLang / a named paper), decides the route (borrow / bind / stay-minimal), holds the result to the named oracle, and records what was consulted in a Prior-art trailer. Runs fak sota to surface the reference, reads it, routes deliberately, and (when the matrix has a blind spot) adds the missing row so the next person inherits the map. The inward kernel-engineering counterpart of industry-score (the outward field map). Use before any kernel-optimization commit, when the PRIORART advisory gate fires, when onboarding a new compute operation, or on a /loop cadence to keep the matrix honest against the tree.
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One repeatable pass that stops fak from re-inventing known kernel art - before writing or optimizing a compute kernel (a quantized GEMM, a fused attention, a KV-cache reuse, a MoE dispatch, a Metal/CUDA kernel), it checks the SOTA prior-art matrix for the production reference (llama.cpp / Marlin / CUTLASS / FlashInfer / vLLM / SGLang / a named paper), decides the route (borrow / bind / stay-minimal), holds the result to the named oracle, and records what was consulted in a Prior-art trailer. Runs `fak sota <op|file>` to surface the reference, reads it, routes deliberately, and (when the matrix has a blind spot) adds the missing row so the next person inherits the map. The inward kernel-engineering counterpart of industry-score (the outward field map). Use before any kernel-optimization commit, when the PRIOR_ART advisory gate fires, when onboarding a new compute operation, or on a /loop cadence to keep the matrix honest against the tree.
About this listing
Category
General
Reported license
Apache-2.0
Listing language (estimated)
English
Review status
Not individually reviewed
Agent compatibility
Atlas installation supports Claude Code, Codex, and Cursor. Skill-specific dependencies and features are checked during setup.
Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLI