August 25, 2026
Writing specs for AI features
A specification for a probabilistic system needs things a normal PRD does not: acceptance criteria that are statistical, and a defined behaviour for being wrong.
ReadLevel: Intermediate
August 25, 2026
AI for Product Management
How AI changes discovery, specification, experimentation and measurement — and the parts of product management it does not change at all.
ReadAugust 25, 2026
Classical machine learning
Regression, trees, ensembles and — more importantly — evaluation. Most production ML is still this, not deep learning.
ReadAugust 25, 2026
Deep learning
Neural networks from first principles, then the two architectures that matter.
ReadAugust 25, 2026
Writing policy people follow
The last step, and the one that fails most often: rules specific enough to apply and permissive enough to be obeyed.
ReadAugust 25, 2026
Privacy and data governance
What you are allowed to hold, for how long, and what a model trained on it can leak back out.
ReadAugust 25, 2026
AI Ethics, Risk & Compliance
Responsible AI, governance frameworks and the failure modes that only appear once a system is live and used by people you never met.
Read