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Evolving AI scientists that remember past failures and successes can significantly outperform static, hand-designed pipelines in end-to-end scientific discovery.
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.
Autonomous vehicles can now navigate complex environments more efficiently and smoothly thanks to a novel integration of improved A*, Fuzzy DWA, and Fuzzy PID control, outperforming traditional methods in real-world tests.