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This blog post has the goal to help us structure the Socratic dialogues at the AI Dinner 13.0, that Ivo and I are organizing in SF at the Frontier Tower.

We'll use blog post 1 and part 2 to go through Since part 2 was written during the last AI dinner 13.2 and a lot of new updates happened since, we'll cover them here.
Language models hallucinate because their training and evaluation reward guessing over admitting uncertainty. Models are unable to say “I don’t Know” because they focus on accuracy. Guessing can improve scores but leads to more confident errors (hallucinations).
Some facts are unpredictable or unavailable, making errors inevitable. The solution might be roughly penalizing errors more than uncertainty and rewarding honest abstention.
https://openai.com/index/why-language-models-hallucinate
OpenAI just released how people are using ChatpGPT. Coding 4.2% We live in a bubble
https://openai.com/index/how-people-are-using-chatgpt, https://x.com/atelicinvest/status/1967941812078915614

Claude also released how people are using their API and Claude.ai. The 1P API is used at 97% for automation.

AP2 (Agentic Payment Protocol) and x402 just unlocked a new level for AI agents. Agent can now actually pay other agents and MCPs.
https://x.com/sundarpichai/status/1968013016181641492

https://x.com/mattturck/status/1966545601140531707
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AI Socratic
Founder of AI Socratic
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