GUI agents stop rebuilding future screens: latent prediction lifts success up to 40.6% and cuts world-model latency by 98.9%
GUI agents no longer reconstruct the next screen pixel by pixel; a shared latent representation now scores candidate actions and predicts action-conditioned futures at once, raising success rates by up to 31.9% offline and 40.6% online relative to pixel-space world models while cutting world-model inference latency by up to 98.9%.