Google's Gemini AI model demo was faked, highlighting the need for skepticism when it comes to tech demos. The "hallucination problem" in language models is not a bug, but rather a feature that allows for creativity and prompts play a significant role in guiding output. Pearl, a production-ready reinforcement learning agent, addresses a range of challenges that real-world intelligent systems encounter and has been adopted by Meta for a recommendation system. Large language models like ChatGPT have the potential to aid professional mathematicians by speeding up and improving the quality of their work. Best practices include fine-tuning LLMs on mathematical data and using them as a tool instead of a replacement for human mathematicians.
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Timestamps:
00:34 Introduction
01:42 Google’s best Gemini demo was faked
03:49 Your guide to AI: December 2023
05:31 Tweet on Hallucination
06:50 Fake sponsor
08:50 Chain of Code: Reasoning with a Language Model-Augmented Code Emulator
10:22 Pearl: A Production-ready Reinforcement Learning Agent
12:00 Large Language Models for Mathematicians
13:46 Outro

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