Structural Rigidity and the 57-Token Predictive Window: A Physical Framework for Inference-Layer Governability in Large Language Models

Researchers present a new framework for AI safety that identifies a 57-token predictive window for detecting potential failures in large language models. The study found that only one out of seven tested models showed predictive signals before committing to problematic outputs, while factual hallucinations produced no detectable warning signs.