Most LLM systems hallucinate confidently. Mine don't — a deterministic gate rejects any claim or number that isn't backed by retrieved data
Five specialized agents qualify inbound leads in one Band room — and a separate governance agent audits the others' honesty, deterministically blocking any verdict that over-claims what it can actually evidence.