(21-05-2026, 04:43 PM)Labyrinthinesecurity wrote: You are not allowed to view links. Register or Login to view.I ran some stats, and look at the results:
Semantic channel (o, a, t, k, p, f, d, l, r, n, m, y, s): stable across sections, preserved in captions, 73% of all glyphs
Elaboration channel (ch, sh, e, ee, q, i, ii, cXh): varies by line position, varies by A/B "language," largely absent from captions.
Thoughts?
If you've read my current post you know I'm working on a sheet based copy/mutate theory. I found your idea curious so I fired up codex and using some of my data, I tested your findings across the astrologic section. I tested this on pages (f67–f73) and can confirm the same general pattern. Labels/captions are dramatically more “core-heavy” and contain far less of the proposed elaboration layer than running text. The same effect also appears manuscript-wide.
| Subset | Tokens | Semantic % | Elaboration % |
|---|---|---|---|
| Astrological labels | 496 | 82.6% | 14.9% |
| Astrological running text | 2,130 | 73.7% | 24.7% |
| All manuscript labels | 575 | 83.0% | 14.5% |
| All running text | 32,982 | 70.4% | 26.6% |
Then I tested the proposed “core vs elaboration” idea by stripping the suggested elaboration glyphs/sequences (ch, sh, q, e, ee, i, ii) from the text and rerunning structural comparisons on Scribe 1. The stripped forms actually collapsed MORE cleanly onto prior material. Exact/prior coverage increased substantially, edit distance 1 recovery improved, the number of source sheets needed dropped, and label vocabulary became noticeably closer to running text.
| Test | Raw | Stripped |
|---|---|---|
| Scribe 1 exact/prior coverage | 67.8% | 80.5% |
| Scribe 1 exact+ED1 coverage | 92.2% | 96.5% |
| Sheets needed for 80% token coverage | 3 | 2 |
| Label/running-text vocabulary overlap | 47.1% | 56.9% |
I don't think this proves semantics. But it does suggest there may really be a relatively stable underlying word-family backbone underneath a more variable elaboration layer.
And, that fits quite well with the constrained copy/mutate production process that I'm seeing. The “core” may simply represent inherited word-family anchors used during copying. While elaboration represents local mutation freedom. In other words, the scribes are not preserving semantics, they are preserving recognizable production continuity. That's a working theory mind you...
So, very interesting find,


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