How do you prevent LLM "hallucinations" in financial operations?

“We use a Retrieval-Augmented Generation (RAG) architecture combined with "Chain-of-Thought" reasoning. Instead of letting the AI guess, we feed it real-time, verified on-chain data and price oracles. Every decision is cross-referenced with hard data before a transaction is ever proposed or signed.”