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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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Xiao-Yu Liu

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#natural language process... Preprint Sep 2026

Vectorizer: Vectorizing NumPy Programs with Shape-Guided Rewrite

NumPy is a widely used Python library for numerical scientific computing, known for its declarative APIs and its optimized implementations. However, writing efficient NumPy programs, which often entails using vectorized array operations instead of explicit Python loops, may not be straightforward. This can be difficult...

Jing-Qian Liu, Xiao-Yu Liu, Yue-Peng Wang · 0 citations

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