Python Hub
Human-curated Python news, articles, projects and tools worth your time.
🌍 Follow Python Hub in your social environment
— x.com/PythonHub
— telegram.me/PythonHub
— mastodon.social/@pythonhub
— bluesky/@pythonhub.dev
🍩 Support Python Hub
— On Patreon, just $1 per month
🫱 Suggest a Link
Share a news, article or interesting project. Link will be published after manual review.
🔋 Ethical Ads
✉️ Weekly Digest Email
Subscribe to Python Hub Weekly Digest
🍹 Latest
package-doctor: finds Python dependencies at a trust boundary with no one left to fix them
Flags packages that handle untrusted input and look unmaintained. Ranks advisories by real exploitation. Runs beside pip-audit.
On solving the Jane Street Reverse Engineering Challenge
Jane Street’s ASIC reverse-engineering challenge turns a raw chip-layout file into a month-long puzzle about reconstructing how the circuit works. The author uses Python, graph algorithms, Verilog, simulation, and Z3 to recover the design, solve the challenge, and even uncover a real hardware bug.
AWS Lambda Functions in Python: A Practical Guide
Teaching NumPy's ufuncs new tricks
The post explains how NumPy’s universal functions (ufuncs) work in C and how their internals were upgraded to support multi-output reductions, enabling the long-requested np.minmax function. It also covers ongoing work on segmented reductions for ragged data and converting existing functions into generalized ufuncs (gufuncs) for subarray processing.
💖 Most Popular in the Last Two Weeks
HTTPX2 – A next-generation HTTP client for Python
pentestkit
Autonomous multi-agent pentest framework that plans, exploits, verifies with required proof, assigns CVSS scores, and generates client-ready reports. It achieved 104/104 (100%) on the XBOW validation benchmarks and is powered by Kimi K3.
AutoSaddler
Automatic Harness Optimization with Durable Updates from Agent Execution Traces.
Neocarta
Library built for generating semantic layer graphs for query routing, query generation and data discovery.
VoiceStudio
VoiceStudio is the open-source, fully local ElevenLabs alternative for voice cloning, voice design, video dubbing, dictation, transcription, and audiobook creation in 646 languages.
📅 Weekly Digests Archive
2026-09-13 · 2026-09-06 · 2026-08-30 · 2026-08-23 · 2026-08-16 · 2026-08-09 · 2026-08-02 · 2026-07-26 · 2026-07-19 · 2026-07-12 · 2026-07-05 · 2026-06-28 · 2026-06-21 · 2026-06-14 · 2026-06-07 · 2026-05-31 · 2026-05-24 · 2026-05-17 · 2026-05-10 · 2026-05-03 · 2026-04-26 · 2026-04-19 · 2026-04-12 · 2026-04-05 · 2026-03-29 · 2026-03-22 · 2026-03-15 · 2026-03-08 · 2026-03-01 · 2026-02-22 · 2026-02-15 · 2026-02-08 · 2026-02-01 · 2026-01-25 · 2026-01-18 · 2026-01-11 · 2026-01-04 · 2025-12-28 · 2025-12-21 · 2025-12-14 · 2025-12-07 · 2025-11-30 · 2025-11-23 · 2025-11-16 · 2025-11-09 · 2025-11-02 · 2025-10-26 · 2025-10-19 · 2025-10-12 · 2025-10-05 · 2025-09-28 · 2025-09-21 · 2025-09-14 · 2025-09-07 · 2025-08-31 · 2025-08-24 · 2025-08-17 · 2025-08-10 · 2025-08-03 · 2025-07-27
Project by Ruslan Keba. Since 2012. Powered by Python. Made in 🇺🇦Ukraine.