Demo: https://cauchy221.github.io/Alignment-Whack-a-Mole/

Arxiv: https://arxiv.org/abs/2603.20957

Language Models are Injective and Hence Invertible https://arxiv.org/abs/2510.15511

Ok we can drop the farce now that it isn’t compression at the core, the anthropomorphic bullshit has done the job it was supposed to - Allow us to centralize the knowledge economy at the cost of IP holders and we get to claim the efficiency gains from centralization as the result of technology and force governments to choose “teh future” (and investments ) over maintaining copyright - a massive value reallocation in society

Maybe we can disband the effective altruism cult that helped push it now.

I’m a researcher who for over a decade has been scanning my library’s holdings on my particular discipline for my own use, but also uploading the books to the shadow libraries for everyone else’s benefit. The revelation that LLMs are training on the shadow libraries has made me put a lot more effort into ensuring my scans are well-OCRed. The idea that I could eventually ask ChatGPT or whatever about obscure things in my field, and get useful output (of the "trust but verify" sort), is exciting.