Engineering Blog

Production notes on machine learning platforms, AI agents, and distributed cloud systems.

2026-07-18

12 min read

What an ML Platform Actually Is — And Why I Built One Instead of Certifying for One

Data scientists solve the last-mile problem. ML engineers build the road. Here is what the ML platform engineer's piece actually looks like — built from scratch, with 11 production bugs to show for it.

#mlops#aws#mlflow#feast#python