My AI/ML Operations Stack in 2026 (And Why I Chose Each Tool)

The Setup

I spent the last few weeks going deep on ai/ml operations tools. Not just reading docs or watching demos — actually using them on real projects. Here's what I found.

First Impressions

Weights And Biases immediately stood out for onboarding. Hugging Face had a steeper learning curve but more power under the hood. Lightning Ai surprised me the most.

What I Actually Ended Up Using

After testing everything, my daily driver ended up being a combination. For most tasks I stuck with Weights And Biases, but for specific workflows Hugging Face was unbeatable.

The Honest Verdict

If you're looking for ai/ml operations tools in 2026, don't just follow the hype. Test at least 3 options yourself. What works for my workflow might not work for yours — and that's fine.

Tools Mentioned