Guide · x.com
Together AI fine-tunes a Jev-like classifier on Qwen3.5 4B: about 38,000 questions sampled from eight public datasets, roughly 25 minutes of training, and the tev1 repository that runs it. The $17 is the training job, not the system around it.
Hassan
@nutlope
x.com/i/article/2102…
Sep 23, 2026 · 1.1K likesOpen on X
Matt Canham
@matthewcanham
I've had many people reach out saying they've read everything they can about Jev but still don't get it. Here's an explanation for the normies
Guidex.com
Matt Canham’s X article, written for everyone who read the launch posts and still did not get it.
Avid
@Av1dlive
everything you need to start building with jev, in one article. code, architecture, diagrams... everything you need to follow the build and make it your own. x.com/i/article/2102…
Guidex.com
Avid’s builder’s guide, and the fullest public write-up of the pattern: where the decision layer sits in a coding harness, the five rules that keep it enforceable, and keel, the Rust app it was built in. Honest about the self-improvement part it has not proved.
CyrilXBT
@cyrilXBT
x.com/i/article/2101…
Guidex.com
cyril on where the 200× and 400× headline figures come from and why they are a ceiling rather than a typical result: 31 bounded checks counted in one real session, and the decision-point audit that finds yours.