Definition
When a model produces confident-sounding output that's factually wrong or invented.
In practice
The classic example: an agent invents a price, a policy, or a person's name. Mitigations: (a) ground the model in retrieved context (RAG), (b) instruct it to refuse rather than guess, (c) check confidence and escalate when low. You cannot eliminate hallucinations — you contain them.