Stating vs Checking: The Root Cause of Every Agent Hallucination

The agent said the file existed. It did not. The agent said the API returned 200. It returned 429. The agent said the config was applied. It had reverted. In every case, the agent stated instead of checked. That's not a bug in the model — it's a desi...