COMP-SEM-LLM{bidirect_lossy_knowledge_compress}

COMP-LLM-INFO{ core: LLM=novel_compress_tool; method=semantic_not_pattern; ex: paper->core_concepts+findings+method; key: bidirect_capability[compress<->expand]; function: token_eff_reason{mental_shorthand+chain_length}; caveat: lossy[like_jpeg]; impact: future_info_manage[edu+research+knowledge]; style: formal_academic; tone: neutral_analytical; struct: intro>explain>example>mechanism>limitation>impact; /specifics: zip_gzip, jpeg, context_window, proofs_deduction_planning/ }