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The Fluent Bluff: Why LLMs Give Bad Financial Advice Without Grounding

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youtube.com
Author
AI Engineer
Date

Context

Financial advice can sound convincing without reflecting what happened when businesses tried it. Udi Menkes describes Intuit's response as turning real business data into records of the starting situation, the action taken and the subsequent outcome. The intention is to give a model concrete experience to consult when reasoning about a decision.

Menkes presents this as an answer to what he calls the fluent bluff: advice that reads well but comes from a model with fluency and no experience. The talk also covers correlation versus causation in pricing.

Terms in this piece · Glossary
  • grounding — Tying a model's answers to checkable sources — retrieved documents, live data, tool results — instead of letting it answer from memory alone.
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