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Notes from our work - technology, architecture, and what we learn along the way.
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The Future of AI Agents: Less Is More
For the last few years, the default assumption in AI has been simple: bigger model, better results. If you wanted a smarter agent, you reached for the largest frontier model you could afford. But a pair of recent research efforts out of NVIDIA make the case that this assumption breaks down the moment you move from chatbots to agents: systems that plan, call tools, and execute multi-step tasks.
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What Is Autoresearch? Inside Andrej Karpathy's Self-Running ML Experiment Loop
If you spent any time on tech Twitter in March 2026, you probably saw the word "autoresearch" everywhere. The project, released by Andrej Karpathy, picked up over 21,000 GitHub stars and millions of views within days. So what actually is it, and why did it spread so fast?
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