NumFOCUS

Open source maintainers are in a strange position: their packages might power thousands of production workflows, and they don’t know how to show it. At the first NumFOCUS b.o.s.s. town hall — presented with our partner @anacondainc — Daina Bouquin laid out exactly what's being built to change that: → A dedicated analytics dashboard for maintainers — co-designed with the community → Trusted publishing via OIDC (no more long-lived GitHub secret tokens) → An open API so you can build on your own package data → AI integrations to surface your work at the point of developer discovery These are still being built — and Anaconda is actively looking for maintainers to help shape them. Read more about the b.o.s.s. town hall and see the talks yourself on the NumFOCUS blog at hubs.la/Q04dfhyC0

During his recent episode of Give Me 5, Telmo Felgueira (@TSFelg) discussed how the community can support, specifically by contributing to learning and growth opportunities at PyData Lisbon. Watch the full episode now: hubs.la/Q04czN6s0

Another great opportunity from @DynareTeam! Learn more about the 5th Dynare Workshop for Advanced Users in Ispra with the post below!

Give Me 5, S2E3 is now live! Telmo Felgueira is an ML Engineering Manager at Loka, co-organizer of PyData Lisbon, and someone helping biotech clients navigate a world where a new foundation model drops every single week. In just 5 minutes, he covers: → Why the definition of open source is getting dangerously blurry in AI → Why bio AI has the highest open source stakes of any field — and why most people aren't talking about it → The natural gravity toward closed data in biotech, and why we need to fight it consciously Watch S2E3 now: hubs.la/Q04cnqVD0 Give Me 5 is a NumFOCUS production. Support open source science at hubs.la/Q04cnnxT0.

Dropping tomorrow: S2E3 of Give Me 5, featuring Telmo Felgueira (@TSFelg)! Telmo holds a Master’s in Electrical and Computer Engineering and has been working in the machine learning industry for the past seven years. He's currently ML Engineering Manager at Loka, an AWS Premier Partner for Life sciences and GenAI, leading projects on the application of Biological Large Language Models (BioLLMs) for AI-driven Drug Discovery. An expert in deep learning, probabilistic modelling, and time series, he also organises PyData Lisbon, helping grow Portugal's data science community. Come back tomorrow to check it out!

Check out this cool opportunity from the @DynareTeam! The Dynare Masterclass 2026 will be an immersive, hands-on masterclass to master the new features of Dynare 7. Registration closes April 20, so check out the info below and register today!

We're excited to be at PyCon DE & PyData Darmstadt 2026! Be sure to swing by the NumFOCUS booth to say hi and talk with us about helping support the open source scientific computing community. 🧡

📣 We've extended our Call for Proposals deadline to April 14th (23:59 CEST) ! Got a talk idea? There's still time to submit. Join us on stage at #PDAmsterdam2026 🐍📊 👇 Submit here: pretalx.com/pydata-amsterd… #CFP

Give Me 5 S2E2 is now live with Daina Bouquin from Anaconda! Hear how she got her start in the open source scientific community, hot takes on A.I., and more! Watch the full episode now at hubs.la/Q049s_n90

From research prototype → production-ready open source tool. That's what @NumFOCUS support enables for projects like @SciML_Org. Watch Erik's b.o.s.s. (best of open source software) Town Hall lightning talk: hubs.la/Q049hM840

Give Me 5 Season 2, Episode 2 is dropping tomorrow! Get insights from Anaconda's Daina Bouquin, Senior Developer Relations Engineer, on her journey into the open source science community, hot takes on AI, and more!

Give Me 5 Season 2 is back with Episode 2 this week, featuring Daina Bouquin, the Senior Developer Relations Engineer from Anaconda! We'll be dropping the episode later this week, so stay tuned!

Today is the day. It’s your last chance to Max the Stack to start the year. If you haven't given yet, today is your last chance. Give before midnight: hubs.la/Q047YsZ60

Be honest: "Donate to NumFOCUS" has been on your to-do list since the end of 2025, hasn't it… If you’ve already crossed it off, who’s to say you can’t again? 2 days left. Cross it off. Max the Stack. hubs.la/Q047YygR0

Quick dependency check before your next PR: ❓ NumFOCUS donation — pending [3 days left to fix that last one…] You keep your environment updated. Keep your open-source funding up to date, too. Give before March 31 to Max the Stack: hubs.la/Q047Yt0P0

FOUR DAYS LEFT. The countdown is on to the close of our first Max the Stack campaign of the year. Back the NF Stack of projects and help us fuel the future. hubs.la/Q047Ytnh0

5 days left to give and Max the Stack. Don’t wait, make an impact and help fund the support the NF Stack needs. hubs.la/Q047YrQZ0

Hey tech companies: your engineers probably run on open source. This is your chance to fund the infrastructure they depend on. See how your organization can Max the Stack and reach out: hubs.la/Q047Ysrn0

Because it’s hard getting everything in 5 minutes… So, we’re dropping some bonus content into your feed today! Check out this clip from Howard Butler’s time on Give Me 5, with the advice he’d give to someone entering the open source scientific computing community. Then, go watch the full episode, available now at hubs.la/Q0486Ljr0

Real talk: open-source projects are being pushed to the max. Limited funding. Tools the world depends on running on fumes. We can’t lower the demand. But we can raise the support. Donate before March 31: hubs.la/Q047YsyK0