Searching protocol for "token-reduction"
Compress large codebases into a compact SHANNON_INDEX.
Wrap verbose commands to cut token usage.
Token-optimized data formats & validation
Token-saving data encoding for LLM prompts.
Shrink AI prompts for efficiency.
Reduce tokens by 20-33% across projects.
Master data formats: TOON, JSON, YAML, validation.
Master data formats for LLMs and performance.
Master data formats: TOON, JSON, YAML, validation.
Red-Green-Refactor Rust filters.
Master data formats for efficiency and performance.
Optimize text for LLM efficiency.