jevIMAGE
rulesmith uses DSPy to build decision graphs so Jev only judges hard cases
A rules-based decision graph filters out obvious rows first and sends only hard cases to Jev, raising accuracy by 6.7 points on a job fraud task while cutting calls to 29%.
Brad
@brad_agiArchived 19 days agoOriginally posted 2026.10.11
Brad @brad_agiOriginally posted 2026.10.11
You’re using Jev wrong. Without a decision graph, you pay a model call for every row, even the obvious ones. rulesmith has DSPy write the graph over your fields, so Jev only judges the hard cases. Job fraud, fine-tuned 4B judge: +6.7 pts accuracy, 29% of the calls.
x.com/brad_agi/status/2109099904828313992Archived 2026.10.12 10:05