Related Practices / Discussions

Databricks blog post introducing ai_decide, an AI Function that classifies, scores and chooses over governed data.

Official TypeSafe cookbook pattern: extract dates with typed questions and do validation and arithmetic in code.

Curator note summarising migration from Jev's preview evaluation endpoint to the stable POST /v1/systemone API.

OpenRouter cookbook recipe gating agent tool calls with deterministic checks plus Jev Noul probabilities and fixed thresholds.

TypeSafe's launch post for System One models and Jev, covering the interface, RLCD training, pricing, demos and caveats.

TypeSafe's documentation of where Jev 1.13 is known to fail: counting, dates, indirection, distractors, adversarial state and more.

Bilingual site cataloguing 500+ open-source Jev projects, gated by Jev itself, plus sixteen design patterns from real code.

Independent directory of about 950 projects built on the open Laya decision model, browsable by platform and use case.

Directory of Jev builds, guides and posts with each author's reported cost and speed, plus free Jev-powered tools.

TypeSafe's official cookbook for a two-stage skill-suggestion workflow that selects a skill and can reject the shortlist.

TypeSafe cookbook on why repeated Jev calls can differ, showing how an abstention rule raises repeat agreement.

Experiment site testing with data whether Jev's judgment about a person changes when their profile changes.

Independent evaluation by Senko Rasic comparing Jev zero-shot on Croatian text against a self-fine-tuned BERT.

Research note testing whether Jev's typed answers can be manipulated by prompt injection, across 14,495 logged calls with raw logs.

Classmethod DevelopersIO independent test of Jev for LLM model routing, reporting 40 successful calls and 10 of 10 correct classifications.

Article cross-checking 108 statements to argue that Jev's calibration is not unique, including the author's own corrections.

Flavio Copes' hands-on walkthrough of Jev and the System One idea, aimed at developers who have only seen LLM marketing.

Practical guide to Jev covering the playground, Python and JS SDKs, raw HTTP calls and the agent skill.

Latent Space AINews launch-day roundup on Jev as a System One model that only decides.

Tutorial contrasting one-pass option probabilities from a decision model with an LLM that needed 11 passes to emit the same JSON.

Hugging Face post on using a decision model to clear political fundraising emails out of a real inbox.

cellcog.ai page tracking Jev that keeps layered, dated records of what is claimed, conceded, measured and found.

News that Cloudflare's Clef-omni decision model takes text, images, audio and video in one request, with a Clef-flash price cut.

Curator note: TypeSafe's llms.txt revealed 18 official Jev cookbook recipes with runnable code, datasets and measured figures.

elvex blog on wiring Jev into an agent harness as a tool for search, approvals and context, citing 2,000 expense reports in 20 seconds.

Head-to-head eval page where TrustedRouter's gev-1.0 outperforms Jev on the same JevBench questions and also accepts images.

Halv blog post reporting a 57.1% agent cost reduction from putting Jev in the agent loop on SWE-rebench Astra pairs.

Dev.to article on Jev's founder and a walkthrough of using Jev through the Vercel AI SDK's evaluate integration.

Latent Space podcast episode with TypeSafe's Diogo Almeida on RLCD, intelligence per dollar, reliability and post-chat interfaces.

Blog post by Alex Molas with an HN thread arguing statistically that Jev's calibration claim cannot hold, with methods written out.