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

LLM agents fail in four predictable, mechanism-level ways. Attention decay, reasoning decay, sycophantic collapse, hallucination drift. The current stack (prompting, fine-tuning, RAG, agent loops) can...