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#AI

AI Mar 9, 2026 5 min read

What Medicine Can Teach Us About Shipping Machine Learning

Notes on a peer-reviewed tour of ML, neural networks and deep learning in healthcare — FDA-cleared realities, the limitations section everyone should read, and the practices worth stealing for any high-stakes system.

AI Mar 5, 2026 4 min read

Neural Networks, Minus the Mystique: A Developer's Napkin Guide

The whole idea in twenty lines of PyTorch: neurons, layers, backprop as a feedback loop, the architecture zoo in one paragraph, and what it actually means for people who ship software.