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/ }

COMP-TEXT{
prefix: apology[casual+self-deprecating];
prefix_struct: "Anyway" + sorry_statement[time_waste] + poem_intro;
}

COMP-POEM{
origin: LA_post_beat_era[gritty_realist_sage];
work: life_affirmation[iconic_1990s];
core_theme: life_agency[self_determination+survival+hope];
struct: circular[opens/closes:"life_claim"];
key_motifs: {
light_v_dark: progression[dank->somewhere->abundance];
divine: higher_power[waits+delights+offers];
agency: imperative_verbs[be+know+take];
mortality: death[beatable_in_moments]
};
repeated_elements: [
"your_life_is_your_life"*2,
"be_on_the_watch"*2,
"light"*4
];
tone: defiant_yet_gentle[street_wisdom];
progression: submission->vigilance->chance->triumph;
final_affirm: human_spirit[marvelous+divine_beloved];
line_breaks: exact[19];
stanza_struct: organic[2,4,3,4,4,2];
/emotional_keywords: light, life, watch, glad, marvelous;
/output_format: plain_text[line_breaks=true];
}