this post was submitted on 20 Jul 2026
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Adversarial tokenmaxxing could probably be done by using non-English character sets in lieu of English letters (e.g. faux Cryllic) - for two examples from the Greek alphabet, alpha and omicron alone can easily substitute for A and O, respectively.
As a bonus, this would likely make the text look like complete gibberish to LLMs, potentially leaving them unable to process the document altogether. This would probably shaft anyone using screen readers, though.
EDIT: Turns out the demonstration's already caught on to this idea, didn't notice beforehand:
I feel like there's a version of this that has a slider for how aggressively you're willing to sacrifice readability, and you could probably get pretty decent results on the scale of 2x to 2.5x just using different encodings of the same basic glyph.