Structural Constraints in Biological and Textual Systems
A Computational Analysis of the Torah · From Letters to Genome
See how every root decomposes into the four structural groups
Dictionary of 1,118 roots · 3,000 word lookups · ~90% accuracy (demo) · Full corpus in the book
10 of 22 Hebrew letters control virtually all inflection. The alphabet partitions into four groups — Foundation, AMTN, YHW, and BKL — each following identical principles. Meaning prediction reaches 87.8%.
Z = 152.16 · p < 0.0001YHWH and Elohim passages are morphologically identical — same function words, same structure. The cumulative ratio rises monotonically 0 → 5.84 with no reversal. One voice, not four.
Documentary Hypothesis fails 8/9 testsHebrew letters oscillate in anti-correlated pairs across thousands of verses — destroyed by shuffling, absent in all other Biblical texts. The five letters of אהיה אשר אהיה form the three maximal tensions.
0/10,000 shuffles reproduce · Torah-specificTorah categories — kosher, altar, forbidden — map onto transposable element architecture. BovB/L1 equilibrium found exclusively in the three altar animals. Snake DNA writes on kosher skin.
100% blind prediction · 52 speciesThe Red Heifer — the only commandment the Torah introduces as the key to everything
Four independent lines of evidence converge against multi-author composition:
YHWH/Elohim ratio rises 0 → 5.84 with no reversal across 4,313 verses. Incompatible with source interleaving.
Control-set dominance 99.3–100% across all divine-name modes. Zero variation between "J" and "E".
Same anti-correlation patterns in narrative, law, and speech. All "sources" share one dynamic architecture.
26/27 function words identical across modes. Authorship attribution gold standard confirms one voice.
The Torah and the genome share a common regulatory architecture — same boundaries, same equilibrium states
64 chapters · Full book in your browser
61 פרקים · הספר המלא בדפדפן
Morphology · Names · Correlations · Genome · TE Model
Standalone scripts · Sefaria API · Reproducible
Everything in one download · CC BY 4.0
162 figures, graphs, and illustrations
Free · Open Access · CC BY 4.0