{"slug": "detection-is-not-a-strategy", "title": "Detection Is Not a Strategy", "summary": "A startup, research lab, or hyperscaler announces a new tool to detect AI hallucinations every few weeks, marketing it as a \"guardrail\" for safe AI. However, any detector must already know the correct answer to catch a falsehood, making detection an ineffective primary strategy rather than a reliable safety plan.", "body_md": "Every few weeks, someone announces a tool that detects AI hallucinations. A startup, a research lab, a hyperscaler bolting a “trust layer” onto its chatbot. The release uses the word “guardrails.” Everyone nods. Another brick in the road to safe, reliable AI. I want to argue that we are cheering for the wrong thing — that hallucination detection, however clever, cannot be the strategy. It can be a backstop. It can be a monitor. It cannot be the plan. And the reason is older than computing. Start with the trap at the center of the whole idea. To catch a hallucination, your detector has to know the right answer. Sit with what that means. The original model produced a confident falsehood because it did not […]\n\nThe post", "url": "https://wpnews.pro/news/detection-is-not-a-strategy", "canonical_source": "https://www.cringely.com/2026/06/05/detection-is-not-a-strategy/", "published_at": "2026-06-05 13:43:44+00:00", "updated_at": "2026-06-05 13:45:13.290458+00:00", "lang": "en", "topics": ["artificial-intelligence", "large-language-models", "ai-safety", "ai-research", "ai-tools"], "entities": [], "alternates": {"html": "https://wpnews.pro/news/detection-is-not-a-strategy", "markdown": "https://wpnews.pro/news/detection-is-not-a-strategy.md", "text": "https://wpnews.pro/news/detection-is-not-a-strategy.txt", "jsonld": "https://wpnews.pro/news/detection-is-not-a-strategy.jsonld"}}