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EnergyDataAI

Hamish
Woodrow

I study how data moves the physical world — freight, energy, and the signals that reveal what's coming before the headlines do.

Why does my AI ship features I can break in two minutes?

My AI kept shipping features I could break in two minutes. So over a weekend I built it an adversarial review council — three anonymous frontier models that tear every plan apart while I sleep — and found the interesting part wasn't the council at all.

Too Lazy to Run, but Enough Time to Build a Fitness Agent

A hack project that turned into something more useful than anything I could buy. Building a fitness agent — one of my claws — that lives in Telegram, reads my Apple Watch, and actually gets me logging.

OpenClaw + Nemoclaw : a nae bad start

Here's what two weeks with OpenClaw actually looks like in the wild.

Another Week That Reset How I Build

Every other week feels like going back to primary school and re-learning how to count. A blog post on Claude Code reset how I build — and named something I keep feeling about this moment in AI tools.

The Age of the Mixtape

Frustrated by narrow news feeds, I built my own personalised morning podcast with Claude — pulling from RSS feeds I actually care about, summarised and converted to audio by 6am. What surprised me wasn't the build. It was what building it made me think about.

Why I'm Starting to Write Here

A brief note on why I'm building this space — and what I hope to share beyond the quarterly reports and industry deep-dives.

Engineering to Data Science: A Life of Forecasting — and How I Miss Physics

Five years as a Petroleum Engineer taught me to forecast with physics as a guide. Moving into data science and ecommerce demand forecasting, I found that guide had vanished — and I felt its absence more than I expected.

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