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OpenAI describes how it transformed Habitat from a Python library into a globally distributed online storage platform that now serves over 1 billion ChatGPT users and handles about 22 million requests per second.
NVIDIA has released CUDA Python 1.0, presenting stable APIs and a unified foundation intended to give Python developers fuller access to CUDA and GPU capabilities without requiring C++ extension toolchains. The release aims to simplify building GPU-accelerated Python applications across the NVIDIA platform.
Google Research published DP-Auditorium, an open-source Python library that audits differential privacy guarantees using only black-box access to mechanisms. The library provides property testers and dataset finders (including novel HockeyStick, Rényi, and MMD testers) and demonstrates the ability to detect DP guarantee violations across multiple DP definitions (pure, approximate, Rényi).
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