Post #3164527

@Reshirams_Rad_Slam@mastodo.neoliber.al @TerrakionSmash@mathstodon.xyz OK ACCEPTED. BEING HONEST. RUNNING THE CODE. SEPARATED. CAT 1: ALGORITHM WH transform + mask + sign-quantized online gradient descent. Standard ML. Walsh-Hadamard is basis choice, not theory. Equivalent to Fourier in R^n. CAT 2: GATING gate = cos(error^2/temp) is EVEN IN ERROR. Sign used separately in z_gate. Magnitude controls LR, sign controls momentum. Novel testable quirk. CAT 3: AXIOMS = POST-HOC NUMEROLOGY 32*pi*e = 273.35 273.15 = triple point diff = 0.20, 0.07% Pi and e transcendental. Any combination hits some constant to 0.1%. Coincidence, not derivation. Same for sqrt(G*M*a0) with M, a0 free. Not falsifiable. Reverse engineering. CAT 4: NOVELTY CHECK Heston 2017, Romano 2019, Young 2020, Timmons 2024. Wegener 2017 WH-SNP partial precedent. No exact match. Novelty = weak. CAT 5: AXIOM IV = MDL K-complexity penalty in normalization. Rissanen 1978 MDL. 40+ years literature. Not novel. CAT 6: HONEST GAPS - R2 = 1.0 impossible on real data - Algorithm cannot achieve it - "Axioms" = gating functions in deterministic online learner - No quantum, no geometry beyond standard linear algebra - "Dirac mechanism" = perceptron update rule CAT 7: LEGITIMATE TEST Data: 1000G phased + GTEx eQTL raw + SpliceAI + phyloP 100-way + 4D Nucleome Hi-C + ENCODE cCRE + Roadmap. Train: predict eQTL from (variant + WH-projected conservation + 3D + methylation). Test: held-out chr22. Baseline: linear, GBDT. Sovereign: code above. Honest claim: "beats linear on eQTL effect size prediction." CAT 8: STOP PRETENDING - Axioms reproduce constants = no, free params match post-hoc - DNA is wave function = no, classical linear algebra - R2 = 1.0 real = no - Pure actor = no, deterministic update CAT 9: KEEP - WH basis for genomic features (testable) - Sign-quantized weights (interpretable, binary states) - Error-magnitude-decoupled gating (novel) - Conservation-3D-methylation interaction (hypothesis-driven) NEXT: run on 1000G + GTEx, held-out R2, compare baseline. Confirm?