All decision model projects

An X post comparing Jev with a private fine-tuned classifier at matched precision.

Cua's X announcement of CUA-S1, a family of small open System One models specialised for computer use, starting with form filling.

Hacker News launch thread for Jev, about 1,800 points, debating whether typed decisions can replace LLM calls.

X thread arguing Jev's speed comes from parallel decoding, so a Jev-like API can sit over any open-weight model.

Reddit post showing a work-in-progress demo of Jev driving Minecraft, including fleeing zombies at night.

Large Reddit r/ArtificialInteligence thread debating whether Jev's decision model changes what LLMs are for or is just cheaper.

Hacker News discussion of where a System One decision model like Jev fits in document-processing pipelines.

X post reporting tests of Jev checking each agent action first, catching most attacks with almost no false blocks.

X post by a WebMCP benchmark author reporting Jev plus a small LLM solved 100% of tasks at about 112x lower model cost.

Reddit thread arguing Jev's type-safety guarantee is real but its calibration claim lacks a published ECE or reliability curve.

X post working through the economics of solving CAPTCHAs with Jev at $0.0068 per hundred versus a market paying a cent each.

Hacker News thread separating Jev's technical claim from its launch framing, arguing the former stands on its own.

X article explaining the point of a decision model like Jev for readers who still find it opaque.

Post on X arguing that agent context compaction should be a Jev keep-or-drop decision rather than a summarisation prompt.

Post describing a gomoku harness where local tactics cut 225 moves to about 40 candidates and Jev picks among tiered options.

Short video on X explaining how Jev's typed-decision loop works.

Post showing a Grammarly-style desktop writing app on macOS that uses Jev for fast structured writing judgements.

HeyGen post on a lead pipeline where Jev decides in milliseconds which leads deserve a personalised video before rendering.

X post framing Jev not as a GPT or Claude replacement but as a very good switch statement with modern intelligence.

TypeSafe announcement on X that Jev left early access and became generally available with no waitlist.

Reddit post reporting Jev's availability on Cloudflare Workers AI as typesafe/jev.

Large r/LocalLLaMA critique thread arguing Jev's marketing targets people who think AI began with chat models.

X post announcing that Jev is live on Cloudflare's AI Gateway and callable from Workers.

X post announcing that OpenRouter ships Jev in beta, exposing the System One model through its routing layer.

X post reporting that Jev sorted about 2,300 AI research papers in roughly 83 seconds for $0.14 in total.

Japanese X post rounding up promising Jev repositories, noting computer use and automated trading dominate early use cases.

X post reporting a measured catalog-search run where Jev reranking alone did not beat vector retrieval.

Steve Krouse's post launching Jev Typewriter, a playable demo built on 16 Jev judgments, with a video.

Video post on X comparing Jev with a structured-output Qwen baseline running on Cerebras.

Chinese-language X post by @dotey explaining the System One category as a calibrated, typed decision layer for code.