"My Agent Refused 96 Times": Building Self-Editing Agents with Hard Failure Modes

Originally published on tamiz.pro. In the early days of shipping LLM-based agents, we optimized for output volume. If the model could not find the answer, it often generated a plausible one anyway. Th...