What problem does it solve?
This Skill eliminates information overload and token waste by producing a lossless, LLM-optimized distillate that preserves every fact, decision, constraint, and relationship from your source documents.
Core Features & Use Cases
- Lossless document distillation: Converts multiple documents into a token-efficient distillate without dropping information.
- Compression, deduplication, and verification: Applies compression rules, deduplicates overlapping facts, and can run an optional round-trip validation to check losslessness.
- Single or semantically split outputs: Produces either one dense distillate or a split distillate folder structure for large inputs or strict token budgets.
- Downstream-ready routing: Optionally tailors signal vs noise based on the specified downstream consumer workflow (e.g., PRD creation or architecture design).
Quick Start
Ask the agent to distill these sources into a lossless distillate with round-trip validation: provide the input paths and include the --validate flag.