Semanlink - Ai and trust

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Ai and trust

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Confiance AI

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Michael I. Jordan lecture at the "AI Action Summit" (Paris, 2025) - YouTube

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The Current Dialog on LLMs is Missing Something Fundamental

• A lack of focus on collectives
• A lack of focus on uncertainty
• A lack of focus on incentives

What's missing is microeconomics. **Microeconomics generates a complementary kind of intelligence to that of prediction and optimization**

Difficulty to cope with **uncertainty**. LLMs do not really know what "knowing" means. "ChatGPT are you sure about what you just wrote?". Overconfidence.

Uncertainty: statistics, but also: what is it I know and you don't know, etc

"Collectives" (made of humans and/or AIs) may help. Collectives provide context for decision-making under uncertainty

Situation : Information flows between entities in a collective. Need to take into account asymetries of information (a special form of uncertainty != statical one, critical in economics, eg. when setting a price). We want to connect people and machines and things that give value to people and entities (not just connecting as Facebook does). More complex than just connecting entities and make predictions -> economics

- what motivates people to connect?
- and what prevents them from lying? (answer: nothing. I think there is some lie on FB.)

An LLM cannot know everything about my current situation (so cannot provide a good answer to me). I am ready to interact, but I don't want to be in the current advertising model based on stats of my browsing history (I cannot trust such a model! It wants to sell to me. It doesn't work for me)

I want more of an economics model, and I want to do that in the context of markets.

2025-06-05 About

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sl:creationDate : 2025-06-05
sl:creationTime : 2025-06-05T14:36:31Z
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skos:prefLabel : Ai and trust