Articles

Writing on AI, ML, and the practice of building reliable systems.

Technical deep-dives, strategic perspectives, and lessons learned from 15+ years shipping production AI in regulated industries. All articles are written to be evergreen—cross-posted to Medium, but always canonical here.

Sep 13, 2026 AI, AI Testing, Golden Datasets

The Golden Rule of AI Testing: Never Judge a Model by Its Demo

How golden datasets turn AI testing from guesswork into a repeatable, measurable discipline you can run after every change.

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Aug 22, 2026 Data Science, Machine Learning, AI

What Happened to Data Science? A Monochrome Intelligence Timeline

Machine Learning and Artificial Intelligence have been around for a long time. The more modern story of how statistics, machine learning and artificial intelligence became business essentials is more recent.

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