There isn't verification, and its based on the assertion that this marginalia is a mystery. None of which appears to be backed up.
It then doesn't actually do any analysis of the output, any verification, just pastes the dumps at the end, with no attempt to make it readable.
I find this a little hard to believe.
But what immediately comes to mind from reading the title are all the "AI solutions" for the as-of-yet undecoded voynich manuscript that are posted with surprising (and increasing) frequency to at least one forum. They're all incompatible and fall apart on closer inspection.
A collection of them can be found at https://www.voynich.ninja/forum-59.html .
The notes in the linked article are presumptively-legible notes made in good faith, just not with enough detail for someone-who-is-not-the-author to understand . AI training sets are much broader than mere human intuition now.
1. Let's start with where the post was published. Check what kind of content this blog publishes - huge volumes of random low-effort AI-boosting posts with AI-generated images. This isn't a blog about history or linguistics.
2. The author is anonymous.
3. The contents of the post itself: it's just raw AI output. There's no expert commentary. It just mentions that unnamed experts were unable to do the job.
This isn't to say that LLMs aren't useful for science; on the contrary. See for example Terence Tao's blog. Notice how different his work is from whatever this post is.
Gemini 3 Pro, eg, fails very badly at reading the Braille in this image, confusing the English language text for the actual Braille. When you give it just the Braille, it still fails and confidently hallucinates a transcription badly enough that you don't even have to know Braille (I don't!) to see it's wrong.
https://m.facebook.com/groups/dullmensclub/posts/18885933484...
As far as I can tell, Gemini 3 Pro is still completely out of its depth and incapable of understanding Braille at all, and doesn't realize this.
My colleagues do this as well with AI and it fucks me right off.
They just present the raw output, in its long form an expect everyone to follow the flow. Context is everything, damn it.
Looking into it further there isn't really a mystery as to what they are, or at least none that I could find suggesting that its unknown. Especially given the context of the page.
Its great that gemini can do this, its a shame that lots of the ancillary "analysis" about the writing doesn't appear to be correct (humanist minscule I would suggest is too new, too heathen and too Italian for a german manuscript of the time https://medievalwritings.atillo.com.au/whyread/paleographysu...)
jgeralnik•1h ago