Why LLM Agents Fail: Four Mechanisms of Cognitive Decay and the Reasoning Harness Layer

LLM agents fail in four predictable ways, including attention and reasoning decay, sycophantic collapse, and hallucination drift, which current approaches cannot fix. The proposed solution is an external "reasoning harness" layer to address these failures inherent in how transformers compute.