Blog

A practical comparison for agent workflows, coding, data analysis and computer use, with benchmarks, API prices and a plan for your own evaluation.

Jev provides typed decisions through an API; Laya adds a local, open-code option. Routing accuracy, calibration and end-to-end cost determine the value.

GPT‑6.1 Sol changes the migration checklist: cheaper cache reads, no none reasoning and Responses for tools. How to test it against Astra and Luna.

Gemini 3.8 Flash is GA with 1M context, controllable thinking, and introductory pricing of $0.75 / $3.75. The real change is not another leaderboard: it is a lower-cost main worker for long agent workflows, provided you control tokens, caching, and validation.