Guide · x.com
SatOnchain shares a handbook on using Jev as a classifier for large-scale evals.
saturn
@SatOnchain
this paper is f*cking gold. someone made handbook on "how jev can be used as classifiers for evals on scale" anyone who solve this has chance to make millions. Bookmark and read full handbook.
Sep 23, 2026 · 7 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.