rOpenSci published a blog post requesting feedback for a prototype of an organization-level dashboard for tracking the health and maintenance of an organization’s R packages. They’re still looking for feedback and suggestions, so please read the blog post if you haven’t already,

NumFOCUS projects are the backbone of modern scientific discovery. Your support keeps these tools: • Free • Open • Reliable • Maintained by a global, dedicated community Donate today at https://t.co/Kqxd7em2bG #FuelTheFuture #MaxTheStack

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Optuna released v4.6! This version delivers significant enhancements to both user experience and optimization power. Key highlights include an interactive, LLM-powered interface for Optuna Dashboard, enabling users to filter trials and generate graphs using natural language.

Want to help NumFOCUS keep open-source science strong? Join the Give Me 5 movement now — and it takes less than 5 minutes. Share your own story to fuel the future and Max the Stack. Amplify your impact after you donate at https://t.co/hAW46yyAs0 #GiveMe5 #MaxTheStack

Hear Yanina's hopes for the future of this community, and consider donating to support this future today. Give it a listen and give 5 today: https://t.co/nKmfL4AnBQ • 5 dollars • 5 minutes • 5 shares with your network Donate today at https://t.co/5vgQ390adP

AI agents aren’t failing for lack of IQ—they’re failing for lack of context. The winners will nail the context layer: clear objectives, permission-aware access to the right content, and workflow-specific tools. Build agents that know your business, not just the internet.

Python-Blosc2 3.11.1 is here! After three months of intense work, they’ve unleashed a release that represents a massive leap forward in their support for the Array API standard. Blosc is achieving unprecedented performance in our computation engine, not just for their native B2ND

Tomorrow, Yanni Saibene shares why supporting its future matters now more than ever. You’ll want to hear this one! #GiveMe5 #MaxTheStack #FuelTheFuture

Introducing NumFOCUS’s newest Affiliated project, BrainGlobe! https://t.co/GYiPDIO7ET BrainGlobe is a project to build interoperable tools for the analysis and visualization of neuroscience histology data. Rather than a single repository, it includes ten user-facing data

Please welcome our newest Sponsored project, https://t.co/uKuyEjhpfo! 💙 https://t.co/Bu8J3Cnj52 https://t.co/FjeObraG2R is a community-driven project aiming to identify and benchmark computational methods for analyzing single-cell data. It provides a framework for evaluating

Lenny Kravitz is Bawma in 007 First Light. Pre-order now and unlock a free Deluxe Edition upgrade with 24h early access and more exclusive content.

John Carney shares some of the ways to get involved and support the open source community through NumFOCUS and PyData. Support these initiatives and Max the Stack by donating today at https://t.co/EPBqavcx90

From astronomy to economics to machine learning, NumFOCUS projects power the tools that push entire fields forward. When you support NumFOCUS, you’re not just backing a project — you’re backing thousands of breakthroughs made possible by open-source contributors around the world.

John Carney shares lessons learned from Data Engineering, ML, & AI, emphasizing the critical role of volunteers in fueling PyData's future! Watch, donate $5, share 5 times, or give 5 mins! ➡️ Video: https://t.co/0eRHlx6uyZ ➡️ Donate: https://t.co/eZYaCQFkTi

Something cool is dropping tomorrow. 👀 @jaspajjr is why a simple 5 minutes can make a big difference. Get ahead of the hype: donate and share today at https://t.co/UkKilOsddq

There's a spirit of revival stirring in America. Dinesh D'Souza's new film, The Dragon's Prophecy, is part of that movement. Based on Jonathan Cahn's No.1 bestseller, the film reveals how war, politics and the Bible converge in a way that we need to make a choice. Watch on GJW+.

Limited funding could become the norm, which pushes our projects to the max. Help keep open-source sustainable. Donate today at https://t.co/3WQ5jVbdb0. #NumFOCUS #MaxTheStack

Open-source thrives because people show up. Today, on Giving Tuesday, we’re calling on our whole community — developers, scientists, students, organizers, and supporters. Let’s push this campaign into maximum overdrive. Donate to support open science at https://t.co/exHXNOyOQJ

Today’s the day to Give Me 5: Give $5. Tag 5 friends. Share for 5 minutes. Small actions, maximum ripple effects. Join the movement: Donate at https://t.co/ywAyC7WBBF

It’s Giving Tuesday — let’s Max the Stack. Open-source is often pushed to the max. Your support keeps it sustainable. Donate today at https://t.co/OOmV9RjqE3 #NumFOCUS #MaxTheStack

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When we say “Maxed-Out Gratitude,” we mean our community. Without you, there’s no Stack to Max. Thank you for making NumFOCUS more than just code — you make it people-powered. Ready to keep that momentum going? Donate today and help us Max the Stack at https://t.co/uqLZAyViiR

Our gratitude is overflowing. To our maintainers, contributors, event organizers, event attendees, donors, and supporters: You make this community extraordinary. Thank you. ❤️ Help us keep this momentum going: Donate to NumFOCUS at https://t.co/PTsBVWAnTF

We’re giving max-level gratitude to @Sentry for supporting NumFOCUS and PyData in 2024. Their focus on better tools and better developer experiences strengthens our entire ecosystem. Join their impact: Donate to NumFOCUS today at https://t.co/o92qZGiGV2