2 posts tagged with "Night shift"

We spent a night trying to make our neural address parser less cocky. We ended it having learned something more useful. The model wasn't cocky — it was uninformed. It had never been shown whole categories of address.

This is the story of chasing the wrong number, and the diagnostics that pointed at the right one.

The second night shift ran from roughly 2am to 2pm UTC on May 25th, 2026. It started with a GPU that wouldn't stop crashing and ended with a trained model, an ONNX export, and a full evaluation report. This is the story of how infrastructure choices turned a hardware problem into a non-issue.