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Cycle-consistent learning unlocks self-improvement in vision-language models, enabling them to reason about their own generations and boosting performance across understanding and generation tasks.
A new family of GUI agents, GUI-Owl-1.5, leapfrogs existing open-source models on 20+ GUI benchmarks, proving that multi-platform, real-time GUI automation is now within reach.