Validate kernel implementation strategies against a matrix of state-of-the-art prior art.
npx skills add https://github.com/anthony-chaudhary/fak --skill sota-check
Please help me install this Agent Skill. Skill: sota-check Source: https://github.com/anthony-chaudhary/fak/tree/main/.claude/skills/sota-check Command: npx skills add https://github.com/anthony-chaudhary/fak --skill sota-check
This skill prevents the common engineering failure of re-implementing complex compute kernels from scratch when high-quality, production-proven solutions already exist.
Run the sota-check skill by executing the fak sota command followed by the name of the operation or file you are currently working on to retrieve the relevant prior art and implementation strategy.
High-intent search queries and answers about installing and using this skill.
To check for prior art before writing a compute kernel, you query a SOTA matrix that validates implementation strategies against existing production-proven solutions to prevent redundant code development.
The best way to avoid reinventing machine learning kernels is by enforcing a disciplined decision-making process that routes you to borrow, bind, or stay minimal when queried against a state-of-the-art matrix.
You need to perform a prior-art check when developing complex compute operations like GEMM or fused attention within high-performance computing and machine learning model optimization tasks.
To ensure kernel implementation changes maintain commit integrity, you back them with verified references and oracle-based testing, maintaining a durable audit trail via commit trailers.
Prior-art checks are designed specifically for high-performance computing and machine learning model optimization tasks, validating kernel implementation strategies rather than general software engineering.
You should query a SOTA matrix before implementing compute operations to instantly find existing, production-proven implementations, which prevents the common engineering failure of re-implementing complex code from scratch.
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