Convert TypeScript optimization references into native libraries for Python, Rust, Go, and TypeScript.
npx skills add https://github.com/caryden/special --skill optimization
Please help me install this Agent Skill. Skill: optimization Source: https://github.com/caryden/special/tree/main/skills/optimization Command: npx skills add https://github.com/caryden/special --skill optimization
Transforms a verified TypeScript optimization reference into a native, language-specific library, enabling translation to any target language without recreating the specification from scratch.
Provide a target language and a set of nodes to translate, e.g., 'bfgs python' or 'all --lang rust'.
High-intent search queries and answers about installing and using this skill.
To translate TypeScript optimization code, provide a target language and node set like 'bfgs python' or 'all --lang rust'. The process converts the reference into a native library while preserving test vectors and provenance.
A TypeScript optimization reference is a verified specification of derivative-free, first-order, or second-order algorithms. Preserving provenance during translation ensures verifiable parity and traceability across generated native language libraries.
Yes, you can generate native optimization libraries for specific nodes. The modular node graph covers derivative-free, first-order, second-order, and constrained optimization, allowing targeted translation for algorithms like BFGS.
Translating optimization algorithms maintains test parity by honoring dependency graphs, frontmatter metadata, and verified test vectors. This ensures the generated idiomatic code matches the original TypeScript reference behavior.
The best way to translate an entire optimization library to Go is using the 'all --lang go' command. This applies the transformation across all supported nodes while preserving the dependency graph and provenance annotations.
You do not need to recreate optimization specifications from scratch for each target language. The system uses translation hints and a consistent design to generate idiomatic code directly from the verified TypeScript reference.
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