Insights
Practical, opinionated notes on data, machine learning and shipping AI. No filler.
All articles
Field notes, opinions and the occasional tool review.

Industry Applications4 min read
From PoC to production in 90 days: how we run an AI project
Behind the scenes4 min read
The technology we love: our 2026 data and AI stack

Data Science5 min read
Best practices in machine learning: what survives contact with production

Industry Applications5 min read
Finding power theft across a national grid: what a detection project really involves

AI Trends4 min read
The evaluation suite is the product: how to test generative AI before it ships

Data Science4 min read
Forecasting for businesses with seasons: notes from water, tourism and energy
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See the work
The projects behind the articles, told end to end.
Finding power theft across a national grid
HEDNO
Forecasting water demand for Athens, Greece's capital
EYDAP
Top 0.1% in the hardest data science tournament
Numerai
An assistant that knows fantasy football
RotoGPT
The AI partner behind two software products
HelloWorld
Predicting the price of every flight
ProjectPro
