Writing C++ with Jev by picking valid next tokens
The author experimented with TypeSafe's Jev decision/classifier model for C++: at each step it was given only grammatically valid next tokens to pick from, avoiding free-form generation.
Jev-Driven Dev Workflow: 70 Hours of Senior Dev Work for $5.01
The author combined Jev with Claude Opus 5.5 and Sonnet 5.5, running three comparison experiments across 47 tickets in one repo, showing that a Jev-involved pipeline can complete substantial development work at a very low cost.
OPUS 5.5 + SONNET 5.5 + JEV DID 70 HOURS OF SENIOR DEV WORK FOR $5.01 47 tickets in one repo. a senior dev bills $6,697.50 for them, and Sonnet alone burned $14.88 on the same list three runs on that list. the only thing i changed was who does which step ticket → jev → plan
· 0 likesOpen on X
More like this
Using Jev for Code Review
The author thinks code review is a really good use case for using Jev.
Fascin: A Jev-Powered PR Triage Tool
A developer shares Fascin, a PR triage tool built with Jev that assesses urgency, change type, and merge readiness, noting Jev handles the actual reasoning.
