New Atlas Robot from Boston Dynamics 🤖 // Stable Assistant Chatbot ✅ // Many-Shot Learning 🔍

Boston Dynamics has revealed their new Atlas robot, which boasts impressive dexterity and agility, and is designed for real-world applications. Stable Assistant, a chatbot powered by Stability AI's text and image generation technology, is now available via an API on the Stability AI developer platform, and features Stable Diffusion 3 and Stable LM 2 12B. Google DeepMind's "Many-Shot In-Context Learning" proposes a new method of learning from a few examples in a specific context, and found that Reinforced and Unsupervised ICL settings can be quite effective in the many-shot regime. AWS AI Labs' "Fewer Truncations Improve Language Modeling" introduces a new method called Best-fit Packing that packs documents into training sequences through length-aware combinatorial optimization, and achieved superior performance compared to concatenation.  Contact:  [email protected] Timestamps: 00:34 Introduction 01:25 Boston Dynamics reveals the new Atlas robot 02:47 Stable Diffusion 3 API now available as Stable Assistant effort looms 04:54 Cyc: history's forgotten AI project 06:12 Fake sponsor 08:02 Many-Shot In-Context Learning 09:59 Fewer Truncations Improve Language Modeling 11:38 Can Language Models Solve Olympiad Programming? 13:12 Outro