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If you ask which Python package manager is best, you will usually get a strong opinion.

But the better question is: best for what?

Brandon Geraci compared `uv`, `pixi`, `conda`, `mamba`, `pip`, and `poetry` on a realistic ML project with 25+ direct dependencies and 200+ transitive packages.

They were evaluated across:

• Install speed
• Lockfile generation
• Conda-forge compatibility
• Disk footprint
• Mixed conda/PyPI dependency behavior

The interesting part is that the fastest tool is not always the best fit.

This article breaks down the trade-offs and explains when each package manager is the right fit.

We Benchmarked 6 Python Package Managers on a Real ML Project. Here's What We Found. Head-to-head benchmark of pixi, uv, conda, mamba, pip, and poetry on a real ML/AI project with 25+ mixed conda-forge and PyPI dependencies.

🚨 It's today.
AI on Your Own Terms: A Practical Guide to Local Models with Dillon Roach.

This is your sign to stop reading about local AI and learn how to build it.
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Welcome! You are invited to join a meeting: OSA Community event with Dillon Roach. After registering, you will receive a confirmation email about joining the meeting. Welcome! You are invited to join a meeting: OSA Community event with Dillon Roach. After registering, you will receive a confirmation email about joining the meeting.

One of our own is going through something no family should have to face alone.

Our colleague and friend, Logan McKee, suffered a hemorrhagic stroke while traveling for work in Rome on May 10th. He's been in critical condition ever since, with his wife by his side, and three young kids (8, 5, and 2) at home waiting for news.

The OpenTeams family is sharing this not to pressure anyone, but simply because showing up for people matters.

If you're moved to help, Logan's family has a GoFundMe here: https://na2.hubs.ly/H05BVBQ0

💙 Logan and his family are in our hearts.

Donate to McKee Family, organized by Haley Laughlin Our family is asking for support for my brother-in-law, Logan, who recently suffered a sudden and serious … Haley Laughlin needs your support for McKee Family