BBeau Carnes1d ago · 1 min readHigh-Speed Decision Pipelines: Jev and Prefill-Only Inference from ScratchAutoregressive token generation is notoriously slow and memory-intensive, especially when you only need a model to make a structured classification or routing decision rather than write out paragraphsfreecodecamp.org
AAvneesh Jadhav3d ago · 1 min readAI on EdgeRecently, I happened to deploy d3 and qwen 3.5 on my own infra. One is a System One decision model that specializes in giving structured probabilistic outputs for software, while the other is a Systemavneeshjadhav.hashnode.dev
NNinad Ingale6d ago · 24 min readThe Smartest AI of 2026: Can’t Say a Single Word“Why have superhuman chat models not led to AGI?”— Diogo Almeida, founder of TypeSafe AI, on the question that led to Jev I’ll be honest, when I first read about Jev, my reaction was a bit of a shrug1technophileholmes.hashnode.dev
DDerrick Qin6d ago · 8 min readA lightweight model router for Gemini agents on CPU-only Cloud RunOn 3 October, I gave a talk at GDG DevFest Melbourne 2026 called Token-Maxxing Is Not a Strategy: Getting More Value per Token on Google Cloud. This post covers the core idea behind it and the weekendderrickqin.com
VVarun KumawatOct 22 · 18 min readAsking Instead of Generating: How I Use Jev in My AI Hiring PlatformGetHired is the job platform I'm building. Applicants get matched to jobs and recruiters get matched to candidates. It holds jobs scraped from company career pages alongside jobs companies post directdevhubcommunity.hashnode.dev
AAditya BiranjeOct 21 · 21 min readWhat Is a Causal Decision Model [CDM]? Reverse-Engineering Jev, in TypeScriptPut a secret code inside one question, then ask a different question what the code is, and Jev's probability for it comes back as 0.00. Put the same code in the shared state instead, and the probabiliadityabiranje210.hashnode.dev
JJason AgostoniOct 17 · 7 min readJev is not as cheap as you think. Unless it is.Recently, TypeSafe launched Jev, the first of what people are calling System One or decision models: your app sends state plus a query, and Jev sends back typed decisions with probabilities instead ofjason.agostoni.net
GGPUStackOct 12 · 14 min readGPUStack × Jev: Decision Routing — Mechanism, Configuration, and ValidationGPUStack v2.3.0rc2 introduced a preview of an advanced routing capability worth testing hands-on: selecting a model through the Jev decision service. When multiple models are available in GPUStack, angpustack.hashnode.dev
JJacob Edgar-AndersonOct 12 · 27 min readWhat is Jev good for? A plain English guide to the AI model that can't write a wordJev is an AI model that picks instead of writing. You give it a situation and a list of options, and in about a third of a second it tells you which option fits, how sure it is about every one of themsayora.ai
JJacob Edgar-AndersonOct 12 · 20 min readJev handed our LLM the wrong page a tenth as often as our embeddingsHere's a question from our test set. A caller rings a multi-trade maintenance company. "Hi, I had a plumber round last week and there's a problem with what he did, it's still leaking. Who do I contacsayora.ai
