Industry news and launches with decision models

RoboKrunch's curated Jev resource list with official links, news and its own measured experiments marked separately.

Long-form analysis of what Jev is, why it is fast, how much of the hype holds up, and how hard it is to reproduce.

Japanese research deck, article and source ledger tracking TypeSafe's Jev and System One models over time.

Unofficial Jev information hub site with access guide, pricing comparison, a BYOK playground and an auto-updated news timeline.

Chinese-run aggregator of X long posts and demo videos about Jev, keeping original links and authors rather than rehosting.

Bilingual tracker of the Jev ecosystem with evidence-graded entries, rescanned every few hours, plus an API access guide.

Microsoft's hosted decision model announcement, claiming top accuracy on 36 benchmarks and low latency versus GPT-6 Sol.

arXiv paper surveying 2,170 public Jev GitHub projects to map ecosystem growth, application domains and decision-use patterns.

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

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

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

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.

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

Simon Willison's blog post on what changes when a model's output is a typed decision instead of prose.

Substack essay arguing cheap calibrated decisions will shift where AI inference spending goes.

The Neuron's explainer article on TypeSafe's Jev and System One models: AI decisions without a chatbot.

DataCamp blog overview of Jev and System One models covering the primitives, pricing and TypeSafe's workflow evaluations.

TypeSafe's manifesto arguing for machine-native intelligence built for software rather than conversation.

InfoWorld article (2026-09-17) on TypeSafe's models for machines, listing decisions like which tool to invoke or whether to approve.

News note that TypeSafe added a Team page and an Enterprise navigation entry, read as a commercialization signal.

The Register's launch coverage of TypeSafe AI and Jev, including the Doom demo and the $40M seed round.

Financial Times report that TypeSafe drew funding approaches that could value it at $10bn or more after Jev launched.

Forkast news analysis arguing that Jev's refusal to generate text is the feature, and what that means for inference spend.

Developers Digest release-week roundup of Jev covering the API, evals, an adapter and the agent skill.

News report that Jev drew record paid-developer interest on Vercel and tripled OpenRouter token volume in one weekend.

Video talk by TypeSafe founder Diogo Almeida on why Jev needed a separate company: a design rationale for System One models.

Arcturus Labs analysis arguing OpenAI is best placed to fast-follow Jev's typed-decision shape, with a large HN debate on moats.

Community post reporting that TypeSafe's official X account was phished on Jev's release day.

ibl.ai article noting CriticGPT and Prometheus 2 built judge models in 2024, cited as prior art for Jev's design.