WHAT NEW IN X10.31 SAT

AI collections from X · 22 collections · 63,170 posts

jevPOST

Jev's limits: no text generation, no vision, only predefined actions

A developer notes Jev is not autoregressive so it cannot write code or text, currently supports text only, and can only choose from a predefined action set, but it is extremely fast and cheap and suits state-to-action models for browser and computer use.

Gregor Zunic
@gregpr07Archived 2026.09.20Originally posted 2026.09.20
Gregor Zunic @gregpr07Originally posted 2026.09.20
Open original on X

Very realistic overview. Hard to discern hype from reality about Jev so here are some bitter facts: - Jev can’t write text: it’s not an autoregressive model, so forget about anything related to coding or writing - Jev can’t see (yet): text only, althought there is nothing fundamentally preventing it from being multimodal. I’m sure they will add support for images? - Jev can ONLY choose a set of predefined actions: the good thing about computer and browser use is that by very nature it’s a STATE -> ACTION model. The problem with long running state action models is that the reasoning and state understanding becomes extremely important. - Jev is extremely cheap and fast It opened up my eyes into what’s possible. We are often stuck in optimizing problems inside the box. This is one the real “think outside the box” solutions to problems we have been trying to solve. I am extremely hyped about the future of computer and browser use. Latency matters, and people are clearly hyped about it. We can surely combine some sort of global state understanding (LLM) with super fast actor model (System One). Obviously it’s possible - FSD and robotics companies have solved this already. How hard can it be to apply the same thing to browser use?

This post quotes another post: x.com/steve8708/status/2101117066845831478

x.com/gregpr07/status/2101349900588044539Archived 2026.09.20 10:09