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Tapo (Rust/Python library) now speaks TP-Link's TPAP protocol

Hacker News Top ↗ · 2026-10-06 Cached

Tapo v0.11.1, the unofficial Rust/Python library for TP-Link Tapo devices, now supports TP-Link's new TPAP protocol, allowing users to keep the 'Third-Party Compatibility' toggle off and avoid 403 Forbidden errors after firmware 1.4.0 updates. The release follows nearly four months of reverse-engineering work and also adds a new device family plus two Tapo app features.

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#python

@charliermarsh: The Astral GPU Indexes now support PyTorch 2.13 and 2.14, and Python 3.15. Updated FlashAttention, FlashAttention 3, ca…

X AI KOLs Timeline ↗ · 2026-10-05 Cached

Astral's GPU wheel indexes now support PyTorch 2.13 and 2.14 and Python 3.15, with updated builds of FlashAttention, FlashAttention 3, causal-conv1d, DeepSpeed and other GPU packages across CUDA versions.

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#python

@charliermarsh: In the latest uv release, you can now install from a uv lockfile alone, without a pyproject.toml. This is designed for …

X AI KOLs Timeline ↗ · 2026-10-05 Cached

In the latest uv release, you can now install directly from a uv lockfile without needing a pyproject.toml, enabling better Docker/CI layer caching since dependency layers are no longer invalidated by pyproject.toml changes.

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#python

Show HN: Build with Python – a beginner course where your code draws

Hacker News Top ↗ · 2026-10-04 Cached

Scimigo launched 'Build with Python', a beginner course where learners write their first Python programs by drawing on a canvas, covering function calls, variables, loops, and click events to build a robot, patterns, and interactive drawings.

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#python

I built an open-source research automation tool for literature discovery, screening and reading — Alberto Research

Reddit r/openclaw ↗ · 2026-10-04

Alberto Research is an open-source Python tool that automates literature discovery, deduplication, screening and LLM-assisted reading with auditable, schema-validated outputs stored in SQLite. The v0.1 release integrates with Zotero, Notion and open-access sources, and seeks community feedback.

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#python

DEDA – Tracking Dots Extraction, Decoding and Anonymisation Toolkit

Hacker News Top ↗ · 2026-10-04 Cached

DEDA is an open-source Python toolkit for extracting, decoding, and anonymizing printer tracking dots (yellow dots) embedded in colour laser printouts, developed from TU Dresden research published at ACM IH&MMSec '18.

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#python

@TypeLLM: In Jev, every field is generated independently. In TypeLLM, earlier answers decide which fields come next: classify an …

X AI KOLs Timeline ↗ · 2026-10-03 Cached

TypeLLM, an alternative to Jev for LLM structured output, supports conditional fields where earlier answers determine which fields are generated next (e.g., extracting an amount only for invoices) — all within a single API call using `when`.

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#python

Rust for CPython (Python Language Summit 2026)

Lobsters Hottest ↗ · 2026-10-03 Cached

At the 2026 Python Language Summit, David Hewitt presented the Rust for CPython project's proposed roadmap, success criteria, and timeline, proposing optional Rust support starting in Python 3.16 and addressing concerns about platform support and core developer expertise.

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#python

@rauchg: Wonderful writeup on Jev + Python

X AI KOLs Timeline ↗ · 2026-10-02 Cached

Vercel announced that Jev is now available in the AI SDK for Python, demonstrating it with two experiments: real-time detection of Python versus English as users type, and step-by-step Python code generation one decision at a time.

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#python

Show HN: Pyxel – A Python retro game engine with built-in art and sound editors

Hacker News Top ↗ · 2026-10-01 Cached

Pyxel is an open-source retro game engine for Python, offering simple retro-console-like specs (16 colors, 4 sound channels) with built-in art and sound editors for creating pixel-art style games.

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#python

Can your local coding model repair these boundary-case bugs? Failure Map: 20,168 open Python tasks

Reddit r/LocalLLaMA ↗ · 2026-10-01

Failure Map is an open archive of 20,168 compact Python debugging tasks across 254 categories, with contracts, broken implementations, and executable boundary checks to benchmark local coding models on code repair. The author provides sample cases, a standardized prompt template, program baselines, and evaluation guidelines, noting no local-model scores have been measured yet.

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#python

@bkdgiffug: Li Xiaolai's *Self-Teaching Is a Craft*, already has 17,000+ Stars on GitHub. On the surface, it's teaching programming…

X AI KOLs Timeline ↗ · 2026-10-01 Cached

Li Xiaolai's open-source book "Self-Teaching Is a Craft" has surpassed 17,000 stars on GitHub — it teaches programming (Python, recursion, TDD, problem decomposition) as a way to build genuine self-learning ability, making it more a learning methodology than a beginner's coding guide.

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#python

pwasm 0.2a0

Simon Willison's Blog ↗ · 2026-10-01 Cached

Simon Willison released pwasm 0.2a0, a pure-Python WebAssembly engine he originally vibe-coded with AI models in January, which Claude Opus 5.5 has since extended over 42 commits to cover most of the WASM spec and bundle working builds of MicroPython, QuickJS, and Micro QuickJS.

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#python

Lightweight PDF parser with layout, tables, formulas and bounding boxes

Hacker News Top ↗ · 2026-10-01 Cached

papero-pdf-text-extractor 是一个轻量级 PDF 结构解析工具,无需 ML 模型即可在 CPU 上提取阅读顺序、表格、公式和边界框,支持导出 Markdown、JSON、Word 和 Excel,适用于 RAG、搜索和 LLM 场景。

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#python

@akshay_pachaar: Agents without memory aren't agents at all. An LLM can appear to remember because the application keeps sending previou…

X AI KOLs Timeline ↗ · 2026-10-01 Cached

Akshay Pachare explains how AI agent memory works across short-term (semantic, episodic, procedural) and long-term scopes, and introduces Oracle AI Agent Memory, a model- and framework-agnostic Python package built on Oracle AI Database that provides governed threads, summaries, durable memories, and scoped retrieval with significantly lower token usage than flat history.

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#python

@charliermarsh: Python 3.15.0 stable ships today

X AI KOLs Timeline ↗ · 2026-10-01

Python 3.15.0 stable version is released today, marking a notable update to one of the most widely used programming languages.

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#python

[email protected] release

Lobsters Hottest ↗ · 2026-10-01 Cached

django-modern-rest 0.16.0, a fully typed and async-ready REST API framework for Django, is released with major performance gains (up to 2.2x faster serialization), cursor pagination, first-class CSRF, improved OpenAPI support, and AI agent tooling built in.

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#python

Jevotron: Multiple Jev integrations from the command line

Hacker News Top ↗ · 2026-10-01 Cached

Jevotron is a command-line tool that provides multiple Jev integrations for one-shot anomaly detection on files like CSV, YAML, JSON, and OBO, caching assessments in SQLite and exporting review reports with visible probabilities and evidence.

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#python

Functional Ultrasound Imaging (fUSI) from scratch

Hacker News Top ↗ · 2026-09-30 Cached

A deep-dive explainer on functional ultrasound imaging (fUSI), covering how it captures hemodynamic brain activity at high resolution, its advantages over fMRI, and its potential for neuromodulation, accompanied by new Python tutorials on GitHub since most existing toolkits are locked in Matlab.

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#python

@clcoding: Graph Neural Networks for Molecular Discovery with Python is a 326-page resource focused on applying Graph Neural Netwo…

X AI KOLs Timeline ↗ · 2026-09-30 Cached

A 326-page resource announcing the book 'Graph Neural Networks for Molecular Discovery with Python', covering molecular graph representation, geometric deep learning, property prediction, molecule generation, and drug/chemical discovery with practical Python implementations and a free PDF link.

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