Turns out you don't need a frontier lab budget to build a solid decision classifier.

Our Head of AI Developer Education @prof_oz fine-tuned a 9B Jev-style classifier on Fireworks using plain SFT, public datasets, and two simple tricks. The full recipe is open source, so you can train your own.