The most dangerous answer I ever got didn't come from an LLM — it came from a doctor. Confident, fluent, completely wrong. I lived the cost of that answer for ten years. Then I watched LLMs make the same mistake at scale, and realized: we didn't invent hallucination, we just named it.
Every mature cybersecurity product has an "unknown" verdict, but LLMs has exactly one verdict: answer. This talk is the story of building the alternative — a live production AI for women's health, in Hebrew, that refuses to answer without evidence; a feature every dashboard says is failing, and every user says is why they trust it. My doctor's certainty was meant as a kindness. It cost me ten years. So I built a machine whose kindness is honesty.