Semantic lossless compression of content using U-Turn methodology. Use when asked to compress, distill, summarize for memory, condense context, or create compact representations of information while preserving semantic meaning.
Compress content using the U-Turn compression methodology—a 3-stage semantic lossless compression pipeline applied in a single pass.
Execute all three stages as a unified logical process:
De-linearize content into self-contained atomic facts:
Synthesize atoms into higher-order molecular insights:
Prune and format across semantic, lexical, and symbolic layers:
Produce compressed output that:
For detailed stage breakdowns, see references/methodology.md.