Ep 191: LLMs map land versus water from pure text latitude-longitude pairs with no images at all.

Models & Agents — Video Edition · Oct 2, 2026 · 10m

Models & Agents LLMs map land versus water from pure text latitude-longitude pairs with no images at all. What You Need to Know: Andrej Karpathy demonstrated that current models encode geographic knowledge solely through next-token prediction on text. Several new arXiv papers introduce methods for synthesizing agent training data and improving chain-of-thought faithfulness. NVIDIA continues optimizing AI factories for tokens per megawatt while open research explores tokenization costs across languages. Top Story Andrej Karpathy showed that large language models can correctly classify land…