TLDR Dev · ARTICLES & TUTORIALS

JEV'S ARCHITECTURE UNMASKED

archerhume.com28 min read

Summary from the TLDR Dev newsletter

Ten thousand API probes suggest Jev is a causal decision model that shares state across isolated questions and emits decision probabilities directly instead of generating text. The strongest evidence supports direct readouts, batched question branches, and option interaction, while the sparse mixture-of-experts backbone remains speculative.