spk-doctrine-semantic-compression
SolidInvoke Randy Reducer and semantic-compression doctrine for behavior-preserving code reduction.
Install
Quality Score: 85/100
Skill Content
Details
- Author
- Priivacy-ai
- Repository
- Priivacy-ai/spec-kitty
- Created
- 9 months ago
- Last Updated
- today
- Language
- Python
- License
- MIT
Similar Skills
Semantically similar based on skill content — not just same category
spk-doctrine-bulk-edit
Recognize bulk-edit missions and apply occurrence classification guardrails before modifying many matching instances.
semantic-compress
Make an LLM-directed document smaller while preserving what it does. Two modes: a local span-level core->pointer pass, and an A/B-validated distill loop that produces the smallest document that behaves the same as the original. Point at core knowledge the model already holds (a concept name activates it); keep project-specific detail explicit and verbatim. TRIGGER when asked to compress, tighten, shorten, or strip a prompt / instruction / system message meant for an LLM; to distill a skill; to compress a whole document; to make this smaller while preserving behaviour; to A/B test a compression or produce a behaviourally-equivalent compression; when an instruction set explains concepts the model already knows from training; or when reducing token cost of an LLM-directed prompt without losing meaning. Not for human-facing prose - that is /deslop.
code-simplification
Refactor code to reduce complexity and duplication without changing behavior.