My AI Inference and Hardware Stack in 2026 (And Why I Chose Each Tool)

The Setup

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

First Impressions

Groq immediately stood out for onboarding. Cerebras had a steeper learning curve but more power under the hood. Sambanova 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 Groq, but for specific workflows Cerebras was unbeatable.

The Honest Verdict

If you're looking for ai inference and hardware 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