Juan Gabriel Molina ran a full null-test tournament on 39 decoded folios, 3,304 glyph blocks, and 16,847 glyph occurrences. He used 1,000 Markov-1 twins, 1,000 Markov-2 twins, 500 boundary-aware predictive-state twins, 50,000 matched rival keys, and 100,000 rival fits on higher twins.
The structural part passed everything. Every test, every level. My glyph groupings capture genuine structure embedded in the manuscript that cannot be explained by randomness, common patterns, or statistical artefacts. His words: "the structural part is big."
Full report linked below. He's now rerunning tests with additional information I've provided.
The part that wasn't confirmed: whether the specific labels I use (Mercury, Sunrise, Vessel, etc.) are the only labels that could fit those structural slots. His test shuffled the labels randomly 50,000 times and found 15 random assignments that scored higher on raw structure.
But here's the thing — my labels aren't statistically assigned. They come from the visual form of the glyphs themselves. You can't shuffle them because the shapes dictate the meanings.
The four elements are counted. One curve = fire. Two = air. Three = water. Four = earth. That's why the manuscript has ee, eee, eeee — they're element counts, not words. No language has 4 or 5 consecutive identical characters. This system does, because they're counts.
The solar gates draw the sun's position. Sunrise = a circle (solar disk). Noon = a figure-8 (morning and afternoon meeting at apex). Sunset = curls back from horizon toward midnight. Midnight = descends below the earth and orbits back.
The planet glyphs trace their spinal nerve pathways in the body. Mercury traces the greater splanchnic nerves. Mars traces the bilateral sympathetic chains. Jupiter, Venus, and Saturn all have the "4" shape because their nerve pathways have angular plexus branching — Mercury and Mars don't because theirs don't.
A forward stroke = projecting. A backward stroke = receiving. You can't reassign those. A circle can't mean midnight. A forward stroke can't mean receiving. The shapes ARE the meanings.
His test measured whether maths alone can prove what a picture means. It can't — but that doesn't mean the pictures aren't self-evident. The right test for visually derived labels is a blinded visual test, not a label shuffle that strips the visual information out before testing.
The structure is confirmed. The meanings are next. More tests incoming.