Excerpts

Short pointers and quoted fragments. Full text remains under Research'/maths/.

Local note	Full source
Exact score lower bound	`outputs/17_attention_output_approximation_new_theorem.txt` PART 0
Core abstract objects	`outputs/prior_structures_core_summary.txt`
Hybrid O definition	`outputs/18_attention_output_approx_hybrid_unification.txt` PART I
Harvested MVP	`outputs/HARVESTED_COHERENT_SPEC.md`
Novelty vs KV-Direct/Fold/Tropical	`NOVELTY_VALIDATION_REPORT.md` (maths root)
Filter r_Σ tables	`exp_data_approx/FILTER_SUMMARY_approx_output.md`
Brutal honesty	`outputs/exp_data_7b_5050/BRUTAL_HONEST_ANALYSIS_TILL_NOW.md`
Chirotope synthesis	`outputs/37_CHIROTOPE_RESEARCH_SYNTHESIS_AND_PRACTICAL_BENEFITS.md`

Do not duplicate multi-hundred-page derivations here — link and distill only.