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The Model Is the Byproduct
AI

The Model Is the Byproduct

Last Friday, Andrej Karpathy open-sourced a 630-line Python script and went to bed. By morning, an AI agent running on a single GPU had completed roughly 100 complete LLM training runs, each lasting exactly five minutes, autonomously modifying the neural network architecture, the optimizer, the hyperparameters, evaluating the results, keeping
12 Mar 2026 6 min read
kubeflow

From Kubeflow to Real-World ML: Why Data Locality Matters Just as Much as Compute

From Kubeflow to Real-World ML: Why Data Locality Matters More Than Compute When my co-founders, Jeremy Lewi, Vishnu Kannan, and I started Kubeflow back in 2017, we were trying to solve what felt like the biggest problem in machine learning. Brilliant data scientists would craft elegant models on their laptops,
24 Jul 2025 3 min read
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