I Fine-Tuned the Same AI on Rich and Sparse Data. The Sparse Version Got Dumber.

By Tad MacPherson / April 12, 2026

A $50 experiment on a single GPU proved that training data quality isn’t a nice-to-have. It’s the difference between a model that sees and…