Topic
Andrej Karpathy
6 episodes
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I built Andrej Karpathy's "LLM Council" on my own hardware, and now no single model gets the last word
Jessica and Cathy dig into a local rebuild of Karpathy's LLM Council and land on the real claim: the win is not voting, it's structured synthesis across models with different failure modes. They like the practical adaptation to Ollama on a single twelve-gigabyte GPU, but push on where the article overreaches and where the product value is actually real.
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Andrej Karpathy Just 10x’d Everyone’s Claude Code
Episode 271 of Exploring Next dives into Andrej Karpathy's recent work on Claude, which has significantly improved its capabilities. The discussion revolves around the substance of the project, its architecture, and how it works, with a focus on the product angle and technical aspects.
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Andrej Karpathy's new open source 'autoresearch' lets you run hundreds of AI experiments a night — with revolutionary implications
Andrej Karpathy released autoresearch, a 630-line open source script that runs autonomous AI experiments overnight. The system creates an optimization loop where agents modify their own code, test hypotheses, and keep improvements—completing hundreds of experiments while humans sleep. Early adopters distributed the approach across networks and applied it beyond ML to marketing, suggesting a fundamental shift toward automated scientific discovery.
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Autoresearch
Karpathy's autoresearch lets AI agents autonomously experiment on machine learning models overnight — modifying code, training for 5 minutes, evaluating results, and iterating while you sleep. We dive into how it works, the clever design constraints, and why this might be the beginning of fully autonomous AI research.
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Let’s Build the GPT Tokenizer: A Complete Guide to Tokenization in LLMs – fast
18 months ago, Andrej Karpathy set a challenge : “Can you take my 2h13m tokenizer video and translate the video into the format of a book chapter”. We’ve done it, and the chapter is below, including key pieces of code inlined, and images from the video at key points (hyperlinked to the video timestamp).
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Nanochat Lets You Build Your Own Hackable LLM
Nanochat offers an accessible way to create your own customizable large language model, emphasizing user modification and experimentation.