Long-running AI agents quietly drop compliance rules, and bigger context windows won't fix it In a clean pilot environment, the context window is small. The large language model (LLM)'s attention mechanism maps perfectly to your system prompt. But LLMs are probabilistic generation engines. Published: 2026-09-12