Anthropic Researcher explains how to train LLMs
Matthew Berman showed 3 AI tools in this video on . 3 are verified available in the EU. Each row below jumps to the exact second. Part of week 2026-46.
Tools shown in this video, with timestamps
Used in a free Google Colab demo to show the difference between a pre-trained base model (pure autocomplete) and an instruct model trained on assistant-formatted data with a stop token.
Live demoDescribed as the first public thinking model, trained with reinforcement learning to reason through trial and error. It improved on tasks like ARC and coding and hallucinated less.
Its paper showed publicly how to train reasoning with reinforcement learning using GRPO (group relative policy optimization). GRPO samples many answers per problem, scores them against the group average (advantage), and reinforces better-than-average answers.