We evaluate DeepCode on the PaperBench benchmark (released by OpenAI), a rigorous testbed requiring AI agents to independently reproduce 20 ICML 2024 papers from scratch. The benchmark comprises 8,316 ...
Abstract: Bayesian inference provides a methodology for parameter estimation and uncertainty quantification in machine learning and deep learning methods. Variational inference and Markov Chain ...
One environment. Infinite Pythons and packages. <1ms zero-copy IPC. omnipkg is not just another package manager. It's an intelligent, self-healing runtime orchestrator that breaks the fundamental laws ...
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