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@PythonHub · channel · Tech · indexed since 2026-07-20
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137average post reach
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101posts in 30 days
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Pandas Should Go Extinct Eddie Atkinson makes the case that many teams move from Pandas to distributed systems too early, when single-machine tools like Polars and DuckDB can handle much larger analytical workloads with significantly better performance and memory efficiency in his benchmarks. He highlights lazy execution, multithreading, streaming, spill-to-disk, and Arrow interoperability as reasons these tools... https://eddie.codes/posts/pandas-should-go-extinct/
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Agents Without Code: Skills, YAML, and Filesystems Replaced Python Philipp Schmid demonstrates how improving LLM capabilities allow developers to replace complex Python agent orchestration with simple instructions and skill files (AGENTS.md and SKILL.md) running inside hosted sandboxes. By building the same GitHub pull request review agent three times, he shows why developers should simplify agent architectures, rely on general-purpose tools, and focus ... https://www.youtube.com/watch?v=fjF8EKnxKCU
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There are only twelve 4x4 sudokus - and a cool trick for finding minimal subsets The article explores 4×4 Sudoku, showing that there are 288 valid solutions, which reduce to just 12 structurally distinct grids when digit permutations are ignored. Using Python brute force and a clever bitmask technique for checking minimal subsets, the author identifies 85,632 minimal puzzles (3,568 up to digit permutations), each with a unique solution that becomes non-unique if any ... https://baldino.dev/blog/there-are-only-twelve-4x4-sudokus/
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The last mile of a long road: faster NumPy in the browser NumPy in the browser now uses OpenBLAS through Emscripten-forge, accelerating matrix multiplication by up to 30.92× for float32 and 14.90× for float64 in the authors’ 1024×1024 benchmarks. The article details the WebAssembly and Fortran toolchain work behind the improvement, plus upcoming SIMD optimizations that push performance further, reaching up to 64.89× with optional Relaxed SIMD i... https://notebook.link/blog/the-last-mile-faster-numpy/
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Yokan: a compiler from a statically typed subset of Python to native desktop apps Develop on real CPython with hot reload, ship one native binary, and check that both runs behave the same. https://github.com/i2y/yokan
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Claude-Red Claude-Red is a curated library of drop-in Claude Skills that equips Claude with specialized offensive-security workflows for areas like web apps, Active Directory, wireless, exploit development, cloud, and AI security. https://github.com/SnailSploit/Claude-Red
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OpenArch PyTorch implementations of modern open-source LLM architectures (Llama, Qwen, DeepSeek, Gemma, GPT-OSS, Kimi, and more) — written from scratch for readability and learning, based on Sebastian Raschka's LLM Architecture Gallery. https://github.com/anuj0456/OpenArch
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iFixAi Independent Auditing of AI Agents. Run by human or the agent itself, to answer the most crucial question in the AI Agent Economy. Is the agent doing what is supposed to do? With iFixAi you can have this answer in less than 120 seconds. https://github.com/ifixai-ai/iFixAi
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FastHTML - Build Web Apps in Pure Python! The video demonstrates building a polling application with FastHTML, covering form creation, POST request handling, and storing polls in a database. It also shows how to define database models using Python data classes, create a voting page, and process submitted votes. https://www.youtube.com/watch?v=Ck0w7zqshjU
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