Writing

Notes on building AI products.

Opinion pieces on AI product management and the gap between building and shipping, plus technical build logs.

Essays

In progress
AI-native or AI-veneer: a test you can run on any productSoonA falsifiable checklist, not a think piece.
Code takes an hour. Shipping takes six weeks.SoonWhere AI velocity meets enterprise review process — from inside Bell and Plusgrade.
Your next user is an agentSoonWhat breaks when agents operate software designed for humans.

Build logs

Published
Exploring neural networks with Fashion-MNIST ↗MediumBuilding a neural network from scratch — the math under deep learning and LLMs.Build your first chatbot with Google's Vertex AI ↗MediumA friendly, end-to-end guide to shipping a chatbot on Vertex.