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Field Notes

Honest writing from inside the job — what AI actually looks like in a real PE department, what the research says about talent, and what I've learned building tools that have to work on the day.

Talent IDMay 2026·7 min read

The Talent Nobody Found: Why Data Is the Most Honest Talent Scout in Sport

Most elite senior athletes were never identified at junior level. The research is striking — and it points directly to what school PE can do differently. A look at the evidence, and what it means for the tools we build.

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2026May 2026·7 min read

From Zero Code to Vibe Coding — What I Actually Learned

I was vibe coding before I knew what it was called. Two years of building real tools for real classrooms — what I actually learned.

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