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I’ll be brief. I value your time. You’re in control.

From a 2% AP Statistics Pass Rate to Jupyter Everywhere in the Classroom

501(c)(3) nonprofit improving data literacy and math outcomes in underserved schools, founded in San Antonio, TX.

The Librarification of AI: How Python’s History Predicts the Future of Vibe Coding

The “pure vibe” approach to AI development offers rapid prototyping but creates systems that can be difficult to scale. "Guided Vibe" may hold the solution.

Open Source Isn’t the Real Risk in National Defense.

Government contracts aren’t immune to AI hype circles. Most defense teams face the same wall: slow-moving, locked-in systems built by vendors who sell mystery, not control.

Pixi: The Reliability Layer Your Toolchain’s Been Missing

When reproducibility becomes non-negotiable, this is what comes next.

They Didn’t Want a Vendor. They Wanted Ownership.

Energy infrastructure is changing faster than policy can keep up. Power sources are becoming decentralized. Grids are growing brittle.

The Hidden Risk in AI Code Generation: Why “Almost Correct” Isn’t Enough

Marco Gorelli explores, can an LLM translate Polars to SQL?

What’s pi? What’s a Coding Harness, and Why Should I Care?

I don't use AI much as a programmer. I occasionally ask an LLM a question, but I don't do vibe-coding.