Brain-V

Belief State

Brain-V's current world model. 51 beliefs, updated each cycle based on hypothesis test results.

0.99

Evidence supports: The text-only section (entropy 3.9016 bits, 7 folios) represents the closest approximation to natura

Source: hypothesis-H027-2026-04-132026-04-13Last scored: 2026-04-15
0.99

Evidence supports: The recipes section (25 folios, 11,611 words, entropy 3.8586 bits — second highest and largest wor

Source: hypothesis-H049-2026-04-132026-04-13Last scored: 2026-04-15
0.98

Evidence supports: The Currier A/B scribal split represents two different scribes encoding the same underlying language

Source: hypothesis-H047-2026-04-132026-04-13Last scored: 2026-04-15
0.98

Evidence supports: The dominance of word-initial glyphs o, c, q, s, d and word-final glyphs y, n, l, r, o reflects a Vi

Source: hypothesis-H044-2026-04-132026-04-13Last scored: 2026-04-15
0.98

Evidence supports: The dominant word-initial glyph constraint (o, c, q, s, d account for most word starts) reflects a c

Source: hypothesis-H048-2026-04-132026-04-13Last scored: 2026-04-15
0.96

Evidence supports: Word-initial glyph constraints (o, c, q, s, d) and word-final glyph constraints (y, n, l, r, o) are

Source: hypothesis-H038-2026-04-132026-04-13Last scored: 2026-04-15
0.96

Evidence supports: The strong positional constraints on word-initial glyphs {o,c,q,s,d} and word-final glyphs {y,n,l,r,

Source: hypothesis-H097-2026-04-142026-04-14Last scored: 2026-04-15
0.96

Evidence supports: The Currier A/B split corresponds to two different scribal hands applying the same underlying cipher

Source: hypothesis-H040-2026-04-132026-04-13Last scored: 2026-04-15
0.96

Evidence supports: The word-initial glyph constraints {o,c,q,s,d} and word-final glyph constraints {y,n,l,r,o} are arti

Source: hypothesis-H058-2026-04-132026-04-13Last scored: 2026-04-15
0.96

Evidence supports: Glyph positional constraints (specific glyphs appearing predominantly word-initially vs word-finally

Source: hypothesis-H034-2026-04-142026-04-14Last scored: 2026-04-15
0.96

Evidence supports: The strong word-initial and word-final glyph positional constraints ({o,c,q,s,d} and {y,n,l,r,o}) re

Source: hypothesis-H083-2026-04-142026-04-14Last scored: 2026-04-15
0.96

Evidence supports: Currier A and Currier B use two structurally distinct cipher tables (not merely two scribal hands) e

Source: hypothesis-H092-2026-04-142026-04-14Last scored: 2026-04-15
0.96

Evidence supports: Currier A and Currier B employ two structurally distinct cipher alphabets encoding the same underlyi

Source: hypothesis-H100-2026-04-152026-04-15Last scored: 2026-04-15
0.96

Evidence supports: The Currier A and Currier B sub-corpora use two structurally distinct cipher tables encoding the sam

Source: hypothesis-H111-2026-04-152026-04-15Last scored: 2026-04-15
0.94

Evidence supports: The Currier A/B dialect split reflects two scribal hands encoding the same underlying language using

Source: hypothesis-H032-2026-04-132026-04-13Last scored: 2026-04-15
0.94

Evidence supports: The Currier A/B split represents two different scribes encoding the same underlying Latin text using

Source: hypothesis-H062-2026-04-142026-04-14Last scored: 2026-04-15
0.94

Evidence supports: The Currier A and B sub-corpora encode the same underlying plaintext language using two different bu

Source: hypothesis-H075-2026-04-142026-04-14Last scored: 2026-04-15
0.94

The herbal section is the best starting point for decipherment

Source: seeded2026-04-13Last scored: 2026-04-15

Illustrations provide potential plaintext anchors for plant names

0.92

Token coverage alone is insufficient for Voynich decipherment: the null floor from 1,300 bigram-Markov nonsense skeletons is 83.56% (+/- 1pp), above Schechter and within 3pp of Brady

Source: brain-v2026-04-15Last scored: 2026-04-15

20-trial null lexicon test; Brady +3.3pp above null, Schechter -0.75pp below null

0.92

EVA 'q' is a categorical word-initial marker at 98.9% word-initial frequency (n=5,416), the strongest positional constraint of any EVA glyph

Source: brain-v2026-04-15Last scored: 2026-04-15

four-parallel-tests.py glyph positional analysis

0.91

Positional glyph constraints reflect cipher structure not grammar

Source: seeded2026-04-13Last scored: 2026-04-15

Slot grammar could be either cipher artifact or linguistic feature

0.90

Plain EVA gallows 't' and 'p' function as line-initial paragraph markers (H-BRADY-02): p at 5.0x line-initial enrichment, t at 2.8x, bench gallows cth/ckh/cph at <0.5x

Source: brain-v2026-04-15Last scored: 2026-04-15

Brain-V independent verification of Brady 2026 section 3.5

0.88

Per-token section prediction from EVA vowel patterns alone does not beat always-predict-majority baseline on held-out folios (pharma F1 0.341 vs 0.614; bio F1 0.658 vs 0.716). The in-sample 100% agreement on patterns like _.eo was overfitting; the rule precision 0.827 on held-out data is real but only fires on 40% of tokens.

Source: brain-v2026-04-15Last scored: 2026-04-15

vowel_holdout_v1.py: 1037 held-out tokens across f101r, f89r2, f78r, f82r. NB multi-class 43.6% vs 55.7% majority baseline.

0.85

Evidence supports: The text-only section (7 folios, entropy 3.9016 bits — highest of all sections) represents unencip

Source: hypothesis-H024-2026-04-132026-04-13Last scored: 2026-04-15
0.85

Evidence supports: The Currier A/B split reflects a genuine linguistic difference between two distinct languages or dia

Source: hypothesis-H004-2026-04-132026-04-13Last scored: 2026-04-15
0.85

Evidence supports: The glyph positional constraints (word-initial {o,c,q,s,d}, word-final {y,n,l,r,o}) are not cipher a

Source: hypothesis-H077-2026-04-152026-04-15Last scored: 2026-04-15
0.85

Word-order syntactic structure is not recoverable by lexicon substitution: all 4 tested lexicons (Schechter, Brady, Hebrew, Brain-V v1) fail the shuffle test on connector-to-content bigrams (deltas -0.003 to -0.032 in-order vs shuffled).

Source: brain-v2026-04-15Last scored: 2026-04-15

4-lexicon shuffle test aggregate; connector-content bigram metric negative in-order vs shuffled across all

0.84

Different sections may use different encoding methods

Source: seeded2026-04-13Last scored: 2026-04-15

Currier A/B language split shows measurable statistical differences

0.84

Evidence supports: The text uses a combination of substitution and transposition ciphers in the biological section.

Source: hypothesis-H007-2026-04-132026-04-13Last scored: 2026-04-15
0.81

Evidence supports: The Currier A/B split encodes two different plaintext languages (e.g., Latin in sections assigned to

Source: hypothesis-H036-2026-04-132026-04-13Last scored: 2026-04-15
0.80

Psychoactive plant folios (narcotic, hallucinogenic, soporific, psychedelic) show 8.14x elevated _.oii vowel-pattern rate vs non-psychoactive plants: 2.80% vs 0.34%. Pre-registered one-tailed Welch p=0.046, Cohen d=2.63, Mann-Whitney U p=0.000015. n=4 psychoactive folios (Paris quadrifolia, Cannabis, Rhododendron, Nymphaea caerulea) — small but all four individually elevated.

Source: brain-v2026-04-15Last scored: 2026-04-15

H-BV-PSYCHOACTIVE-01 pre-registered test confirmed

0.79

Evidence supports: The zodiac section's anomalously low entropy (3.7149 bits, lowest of all sections) reflects a label-

Source: hypothesis-H042-2026-04-132026-04-13Last scored: 2026-04-15
0.79

Evidence supports: The text-only section's elevated entropy (3.9016 bits, highest of all sections) reflects unenciphere

Source: hypothesis-H053-2026-04-132026-04-13Last scored: 2026-04-15
0.79

Evidence supports: The zodiac section (entropy 3.7149 bits, lowest of all sections) uses a label-oriented encoding in w

Source: hypothesis-H029-2026-04-132026-04-13Last scored: 2026-04-15
0.79

Evidence supports: The zodiac and astronomical sections use a systematically different word-order encoding than herbal

Source: hypothesis-H022-2026-04-132026-04-13Last scored: 2026-04-15
0.79

Evidence supports: The zodiac and label-heavy sections (zodiac entropy 3.7149 bits, astronomical 3.7471 bits) use a hom

Source: hypothesis-H037-2026-04-132026-04-13Last scored: 2026-04-15
0.77

Evidence supports: The text is encoded using a simple substitution cipher on an unknown language.

Source: hypothesis-H018-2026-04-142026-04-14Last scored: 2026-04-15
0.70

The simple 3-ring volvelle (6x26x8 with per-section cartridges) does NOT reproduce the _.oii plant-folio enrichment. 100 of 100 null runs produced 0.00x enrichment. Caveat: volvelle root generator cannot produce vowel clusters by construction, so richer volvelles remain open.

Source: brain-v2026-04-15Last scored: 2026-04-15

H-BV-VOLVELLE-OII-01; 100-corpora null test

0.69

Evidence supports: The 70.1% hapax ratio is substantially artifactual: stripping word-final glyphs drawn from the set {

Source: hypothesis-H090-2026-04-142026-04-14Last scored: 2026-04-15
0.66

Evidence supports: The manuscript's text structure reflects a mix of prose and verse, with the herbal section being pri

Source: hypothesis-H003-2026-04-132026-04-13Last scored: 2026-04-15
0.65

Evidence supports: The high hapax ratio (70.1%) is partially artifactual, caused by consistent scribal abbreviation or

Source: hypothesis-H023-2026-04-132026-04-13Last scored: 2026-04-15
0.65

Evidence supports: The Voynich text encodes a natural language using a null-cipher or homophones, where multiple glyphs

Source: hypothesis-H020-2026-04-132026-04-13Last scored: 2026-04-15
0.65

Evidence supports: The manuscript's herbal section uses a combination of substitution and transposition ciphers, which

Source: hypothesis-H001-2026-04-132026-04-13Last scored: 2026-04-15
0.64

Evidence supports: The extremely high hapax ratio (70.1%) is produced by a systematic suffix-stripping or abbreviation

Source: hypothesis-H041-2026-04-132026-04-13Last scored: 2026-04-15
0.63

Evidence supports: The Zipf exponent of 0.8946 (below the natural-language baseline of ~1.0) is caused by systematic wo

Source: hypothesis-H129-2026-04-152026-04-15
0.60

The underlying language is most likely Latin or Italian

Source: seeded2026-04-13

15th century Italian provenance, Naibbe cipher compatibility, glyph entropy ~3.86 close to both

0.60

EVA vowel choice within a fixed consonant skeleton is non-randomly distributed by section at aggregate level (55/70 groups significant at p<0.01) but does NOT predict section per-token on held-out folios (best F1 below blind baseline).

Source: brain-v2026-04-15Last scored: 2026-04-15

55/70 skeleton groups significant at p<0.01; kdy case chi2=262 vs crit 50.9

0.57

The manuscript contains meaningful content, not random glyphs

Source: seeded2026-04-13Last scored: 2026-04-15

Statistical structure too regular for gibberish — Zipf fit, entropy in natural language range

0.52

Evidence supports: The Voynich text uses a homophonic substitution cipher on medieval Latin or Italian, where multiple

Source: hypothesis-H055-2026-04-132026-04-13Last scored: 2026-04-15
0.44

Evidence supports: The manuscript uses a combination of substitution and transposition ciphers in the biological sectio

Source: hypothesis-H012-2026-04-132026-04-13Last scored: 2026-04-15
0.31

The cipher is performable by hand with period tools

Source: seeded2026-04-13Last scored: 2026-04-15

No evidence of mechanical aids, Naibbe cipher demonstrates feasibility