iiinova — where your digital self keeps evolving

This Design Pattern Replaces an Entire Class Hierarchy This video compares three ways to model type-based variation in Python: subclasses, storing a type value such as an enum, and representing each variation as an object. Using a subscription system, i… www.youtube.com/watch?v=IdwdqdywNOM

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Python Hub @pythonhub.dev · 6h

DeepTeam DeepTeam is a framework to red team LLMs and AI agents. github.com/confident-ai/deepteam

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Python Hub @pythonhub.dev · 10h

Yoo... subprocess.run actually redirects to the Python docs for subprocess.run() www.reddit.com/r/Python/comments/1w…

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Python Hub @pythonhub.dev · 14h

nonetrace: tells you where a None came from when Python crashes on it When Python crashes on None, it points at the wrong line. nonetrace shows which call returned the None, why, and the fix. pypi.org/project/nonetrace

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Python Hub @pythonhub.dev · 18h

Kev tiny Jev-like family of decision models built on top of Qwen3.5 you can train and run on your own. github.com/jaredpalmer/kev

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Python Hub @pythonhub.dev · 22h

ZeroModels ZeroModels is an open-source Keras 3 library of pretrained models spanning vision, language, speech, depth estimation, and multimodal tasks. github.com/IMvision12/ZeroModels

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Python Hub @pythonhub.dev · 30/09/2026

Bad evals, my own: five exercises from two LLM judges The author uses five exercises from two real LLM judges to expose evaluation pitfalls, including inconsistent results, biased test sets, misleading metrics, and pass/fail thresholds that become unreli… digline.dev/blog/bad-evals-my-own

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Python Hub @pythonhub.dev · 29/09/2026

PyPy v8.0.0 PyPy 8.0.0 introduces its first Python 3.12 interpreter as a beta, alongside Python 2.7 and 3.11 releases, and raises the minimum glibc requirement for Linux binaries to 2.28. The release also advances compatibility with CPython’s … pypy.org/posts/2026/09/pypy-v800-re…

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Python Hub @pythonhub.dev · 29/09/2026

Hardware-Agnostic Models in vLLM The article explains how vLLM is introducing hardware-agnostic layers so it can keep supporting diverse models and accelerators even as frontier models increasingly rely on hardware-specific “flat” impleme… pytorch.org/blog/hardware-agnostic-…

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Python Hub @pythonhub.dev · 29/09/2026

Reef Continual learning infra for self-improving agents. github.com/Human-Agent-Society/reef

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Python Hub @pythonhub.dev · 29/09/2026

redis-lua-py Write Redis Lua scripts as real Python functions, not strings. github.com/IgnaceMaes/redis-lua-py

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Python Hub @pythonhub.dev · 29/09/2026

Fighting for #1 in the Ultimate Tic-Tac-Toe Arena Tom Alard details how he built a highly competitive Ultimate Tic-Tac-Toe bot using a neural network trained on over 300 million self-play positions, a custom search… tomalard.github.io/posts/fighting-f…

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Python Hub @pythonhub.dev · 29/09/2026

feder-cr / invisible_playwright_mcp Playwright MCP server undetected by anti-bots and captchas: AI agent browses the web on anti-detect stealth Firefox, Python, undetected browser automation, scraping, computer use. github.com/feder-cr/invisible_playw…

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Python Hub @pythonhub.dev · 29/09/2026

ASC ASC is a super FAST Android decompiler front-end designed for Agents/Mobile Researchers. github.com/MG1937/ASC

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Python Hub @pythonhub.dev · 28/09/2026

strands-agents / harness-sdk Build an agent harness and control it end-to-end. Open-source SDK for production AI agents in Python & TypeScript - any model, any cloud. github.com/strands-agents/harness-s…

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Python Hub @pythonhub.dev · 28/09/2026

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 … www.youtube.com/watch?v=Ck0w7zqshjU

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Python Hub @pythonhub.dev · 28/09/2026

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. github.com/ifixai-ai/iFixAi

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Python Hub @pythonhub.dev · 28/09/2026

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. github.com/anuj0456/OpenArch

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Python Hub @pythonhub.dev · 27/09/2026

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. github.com/SnailSploit/Claude-Red

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Python Hub @pythonhub.dev · 27/09/2026

Flowsint Flowsint is an open-source OSINT graph exploration tool designed for ethical investigation, transparency, and verification. github.com/reconurge/flowsint

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Python Hub @pythonhub.dev · 27/09/2026

Hyperresearch Agent-driven research knowledge base. Agents collect, search, and synthesize web research into a persistent, searchable wiki. github.com/jordan-gibbs/hyperresear…

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Python Hub @pythonhub.dev · 27/09/2026

Soft-deprecating re.match() The article explains when to use re.prefixmatch(), re.search(), and re.fullmatch(), what soft deprecation means for existing code, and how to flag re.match() usage with Ruff. hugovk.dev/blog/2026/soft-deprecati…

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Python Hub @pythonhub.dev · 26/09/2026

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. github.com/i2y/yokan

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Python Hub @pythonhub.dev · 26/09/2026

fugleramme E-ink bird frame for Raspberry Pi - real-time bird detection by audio, fully local AI, rendered as real, hand-cut 1800s bird illustrations. github.com/arnegiacomo/fugleramme

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Python Hub @pythonhub.dev · 26/09/2026

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 benchma… notebook.link/blog/the-last-mile-fa…

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Python Hub @pythonhub.dev · 26/09/2026

TencentCloud / Octop A smarter, self-hosted AI assistant — multi-user, multi-agent. github.com/TencentCloud/Octop

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Python Hub @pythonhub.dev · 26/09/2026

FlashML-org / FreeToken FreeToken brings datacenter-scale model serving to your desktop. Run massive models locally, fast and efficiently. github.com/FlashML-org/FreeToken

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Python Hub @pythonhub.dev · 25/09/2026

dbt-charts A declarative YAML syntax around SQL for making dashboards. github.com/dbt-labs/dbt-charts

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Python Hub @pythonhub.dev · 25/09/2026

tenderness Library for synthetic text-dense document generation with pixel perfect bboxes for your VLM and OCR models. github.com/paperchase-labs/tenderne…

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Python Hub @pythonhub.dev · 25/09/2026

caronc / apprise Apprise - Push Notifications that work with just about every platform! github.com/caronc/apprise

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Python Hub @pythonhub.dev · 25/09/2026

engrim Engrim is a local-first Python memory layer for coding agents that preserves project context and decisions across tools like Claude Code, Cursor, Codex, Windsurf, and OpenCode. github.com/timgordontg/engrim

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Python Hub @pythonhub.dev · 25/09/2026

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… baldino.dev/blog/there-are-only-twe…

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Python Hub @pythonhub.dev · 24/09/2026

Django raw SQL migrations next to the ORM Keep Django ORM migrations; version views, indexes, and rollback SQL with a manage.py check. dblift.com/blog/django-raw-sql-migr…

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Python Hub @pythonhub.dev · 24/09/2026

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… www.youtube.com/watch?v=fjF8EKnxKCU

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Python Hub @pythonhub.dev · 24/09/2026

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 perf… eddie.codes/posts/pandas-should-go-…

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Python Hub @pythonhub.dev · 24/09/2026

Rapidly scaling online storage to serve over 1 billion ChatGPT users Learn how OpenAI evolved Habitat from a Python library into a globally distributed storage platform serving 1 billion ChatGPT users and 22M requests per second. openai.com/index/scaling-storage-on…

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Python Hub @pythonhub.dev · 24/09/2026

Django: serve the change password well-known URL Adam Johnson explains how to implement the standard /.well-known/change-password URL redirect in Django using RedirectView, helping password managers direct users to their password change… adamj.eu/tech/2026/09/16/django-cha…

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Python Hub @pythonhub.dev · 24/09/2026

Jitter is the cheapest reliability fix you are not using Distributed systems synchronise themselves without being told to: every client that retries on a fixed interval, restarts after a deploy, or reconnects after a network blip ends up… ankit-rana.com/logs/49-jitter-synch…

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Python Hub @pythonhub.dev · 24/09/2026

k2-fsa / OmniVoice High-Quality Voice Cloning TTS for 600+ Languages github.com/k2-fsa/OmniVoice

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Python Hub @pythonhub.dev · 24/09/2026

LintLang LintLang is a Python-based static analyzer that catches ambiguous, conflicting, and error-prone instructions in AI agent prompts, tool descriptions, and configuration files. github.com/hermes-labs-ai/lintlang

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Python Hub @pythonhub.dev · 23/09/2026

Playing with a Badgeware Badger Ben Tasker shares his experience customizing the Badgeware Badger—a Raspberry Pi RP2350-powered e-ink name badge running MicroPython. He details troubleshooting image formatting, color-d… www.bentasker.co.uk/posts/blog/gene…

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Python Hub @pythonhub.dev · 23/09/2026

Cayu Cayu is a production agent runtime for building and operating AI agents in Python. github.com/cayu-dev/cayu

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Python Hub @pythonhub.dev · 19/09/2026

guardlist: a list that raises an error when modified during iteration Python protects dicts and sets from mutation during iteration, but not lists. GuardedList fills that gap with a clear error. pypi.org/project/guardlist

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Python Hub @pythonhub.dev · 19/09/2026

Pigeon Delegated authority for AI agents. A Pigeon Pass says what an agent may do. github.com/pigeonlabsHQ/pigeon

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Python Hub @pythonhub.dev · 19/09/2026

Plugin Architecture Across Service Boundaries: An API Contract with Pydantic & FastAPI - Pt. 1 This articles shows how to build a service-level plugin architecture with Pydantic and FastA… patrickm.de/plugin-architecture-acr…

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Python Hub @pythonhub.dev · 19/09/2026

Praxist Autonomous research system for measurable, computer-executable research. github.com/sapientinc/PRAXIST

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Python Hub @pythonhub.dev · 18/09/2026

NetAlertX Centralized network visibility and continuous asset discovery. Monitor devices, detect change, and stay aware across distributed networks. github.com/netalertx/NetAlertX

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