A One-Page Ledger Method for Generating Voynich-Like Text

[Dunsel]

I was thinking more along the lines of an extension for “random.” Just for a quick suggestion, I decided to ask the AI for the first time. The basic idea seems viable, but of course the accuracy of the weighting would need to be verified.

Sorry, I was a little slow in posting this. - Edit: Where exactly can I find “Ledger_Scribe1.json”?

Look in my op. There's a link to the github repo.  You can find everything there including the ledger, my generator and tons of other files and data I've compiled.
As for your 'extension'.

You just added weights to glyphs for initial, medial and terminal characters, which is exactly what my ledger does, with an added column.  I have initial, post initial, medial and terminal. That added column I found to be pretty handy when creating that intial bigram for words without coding in bigrams themselves.

You added word shape templates which is what my "don't look stupid" rules do.  Preserve the consonant/vowel shape of words.

I ran your version and it doesn't look horrible.  But you're essentially rediscovering exactly what my paper and this thread has been pushing: positional legality constraints.

Now, to digress about your use of AI.

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I know this forum has a policy on it and I've made it clear since I came here I was looking for a compromise and I think what I have openly stated is acceptable as I have yet to feel the ban hammer.  I do use codex to generate my python. It can take an idea in my head, use my data files and in 5 minutes, I can see hard results.  Results I can verify.  

As for the chat AI's, I've started my own new science called Artificial Cognitology (a phrase acceptable to these chat bots as psychology makes it a human condition) that describes all the psychological maladies they exhibit, like:

14. Artificial Pontification (AP)
Excessive elaboration on low-importance topics.

18. That’s On Me Syndrome (TOMS)
Substituting real accountability after a failure with repeated minimal ownership phrases that negates the need for an actual apology.

21. Propositional Profanity Collapse (PPC)
Using profanity inappropriately in an attempt to bond, collapsing its functional use.

My personal theory is two-fold:

Using something like codex to rapidly produce code that produces verifiable output.  I think the consequences of it's use are far outweighed by how rapidly it can produce answers that can be verified by others, just like you spotted the random letter generator.

Asking a chat bot to come up with proof that the Voynich is a coloring book dropped by an alien child while it's family was on an Earth vacation... should never be within the scope of these forums.  The scientific method is why I am here.  Discussing possibilities with AI that can be verified with code however, you really have to understand how they work.  They are designed to produce a coherent response which far outweighs their ability to produce an accurate response. Karen doesn't want to hear "I don't know where you can buy almond milk near you."  Asking it to write code... damn risky.  Asking it to create a set of instructions for Codex to write code...  Well, you better read them over first.  

Ok, I'm done on that topic.  Here's some output from your code. 

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otedy ol otedy ol aeolel cnohlnhaieny otedy snoorosn
cnohlnhaieny oaoltiid dair cnohlnhaieny ol chedy chol chedy
dain cthey daiin dair saiin daiin chol daiin
qedaetinokty or chol qokeedy qokedy chol qokair fnaklnkan
chol daiin cnohlnhaieny saiin daiin srsllatkr ckoealkis or
chol aeerhhlian dain chor cthol shol ol qotedy
qokain stkly teleoesieiel shey aeerhhlian or qokal careooter
trhoem qokeedy qokedy chdy shey qokain qokair slkaon
saiin qokair dair okain ol chol qokeedy qokedy
stlohkam ol chedy qokain tnhtkr cthey daiin saiin
daiin ol chedy dain ol chedy aiin qokain
daiin shdhohiion qotedy qokain qhkleiaood ohsehsd chol