Tootfinder

This is compounded by confusing the message with the messenger.
“I hate what you’re telling me, therefore obviously you must hate me” is a fallacy itself.
I hope people going down this path will eventually recognize what they’re doing and perhaps learn something and improve themselves.

AI Agents as Universal Task Solvers
Alessandro Achille, Stefano Soatto
https://arxiv.org/abs/2510.12066 https://arxiv.org/pdf/2510.12066

AI Agents as Universal Task Solvers
AI reasoning agents are already able to solve a variety of tasks by deploying tools, simulating outcomes of multiple hypotheses and reflecting on them. In doing so, they perform computation, although not in the classical sense -- there is no program being executed. Still, if they perform computation, can AI agents be universal? Can chain-of-thought reasoning solve any computable task? How does an AI Agent learn to reason? Is it a matter of model size? Or training dataset size? In this work, w…