When LLMs Stop Guessing and Start Arguing: A Two‑Stage Cure for Health Misinformation
A clinic does not convene a committee every time a thermometer reads 37°C. It checks the reading, compares it with context, and escalates only when the situation becomes ambiguous. That simple operating habit is often missing from AI systems. Give a language model a health claim, and many modern pipelines immediately reach for the big machinery: web search, retrieval, reasoning chains, multiple agents, judge models, and a small theatre production in prompt form. ...