AI RESEARCH
The Deterministic Horizon: Impossibility Results as Design Specifications for Trustworthy AI Systems
arXiv CS.AI
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ArXi:2605.23024v1 Announce Type: new Large language models now write software, draft legal documents, and produce clinical notes, yet fundamental limits, from Turing and Arrow to the No Free Lunch theorems, shape what computation can do. This thesis turns such impossibility results from curiosities into design rules. Its flagship result proves an accuracy ceiling set by architecture alone: past a critical reasoning depth, no amount of