Jev engineering converts a single agent chain into a decision graph that can reroute itself, removing expensive models from every loop and claiming up to 193x gains.
jev engineering turns one agent chain into a decision graph that can reroute itself, and moves the expensive model out of every decision loop. the important part in this setup isn't the number of agents. it's that execution doesn't follow one fixed path anymore. up to 193x
Gregor Zunic showcases an open-source browser agent combining Browser Use and Jev, finding flights in 7 seconds for $0.0039, using a new action space per step, DOM state space, and small LLM fallback for typing.
Scott Williams predicts custom Jev-style models (parallel constrained decoding) will make existing company agent systems more token efficient, creating millionaires.
The user praises the JEV model for its extremely fast reproduction of each movement and command, believing bots will become smarter as a result.
