LAYA AI vs Jev: what changes when you run it locally
A documentation and source review of LAYA next to Jev: deployment choice, benchmark caveats, the router's default checkpoint selection and what a real evaluation would need.
Read articleI’m a senior developer writing about AI, software and the decisions behind what we build.
A documentation and source review of LAYA next to Jev: deployment choice, benchmark caveats, the router's default checkpoint selection and what a real evaluation would need.
Read articleA developer’s guide to Jev, TypeSafe’s model for typed decisions, and the difference between a valid answer and a correct one.
Design a support workflow with Choice, Score and Noul. Inspect an offline-tested example that keeps every suggestion under human review.
A practical plan to evaluate Jev: meaningful test cases, confidence, error costs and the work that remains with people.
How much of a feature’s behaviour should live in typed code, and how much in a model’s judgement? That question sits behind most of what I’m writing about Jev right now, and I don’t expect to answer it once and be done.
Shorter notes are next: the archive starts empty and fills in with whatever I’m working through between articles. See Notes