Jev 1.14: Image Input, Box Localization, and Long Context
What changed in Jev 1.14, which experimental features also work with 1.13, and how image input, Box questions, context limits, pricing, and version selection work.
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Jev AI Guides
Tips, tutorials, and stories from the people building Astrolify.
Microsoft-Decision-1: Features, Pricing, and Jev Comparison
Explore Microsoft-Decision-1 capabilities, API, pricing, and benchmarks, plus a practical Jev comparison covering calibration, latency, deployment, and pilot testing.
Cloudflare Clef vs Jev: Choosing an Open-Weight Decision Model
Cloudflare shipped Clef and Clef-flash, open-weight multimodal decision models that are API-compatible with Jev and accept image input. Here is how to choose.
Jev vs Laya: Choosing a System One decision engine
A technical buyer’s comparison: Jev for managed, typed, high-cardinality decisions; Laya for self-hosting, multilingual use, and model control.
Jev: The System One Model for Fast, Calibrated AI Decisions
TypeSafe AI's Jev replaces slow LLM reasoning with parallel, calibrated decisions—193× faster, 444× cheaper, with zero schema hallucination.