Hilbert

Researchers have demonstrated a theoretical limitation on LLM truth probes, showing that no probe on a language model's embedding space can fully capture truth. The attack, inspired by Tarski's undefi…

A fixed reference that never moves is necessary and sufficient for an AI agent to detect drift from its goal, a theorem proven by the drift harness laserbrain. The same three-move structure — ground, …

Princeton University's Language and Intelligence Lab published a paper introducing Goedel-Architect, an agent framework for formal theorem proving built around DeepSeek's open-source V4-Flash model. O…