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Forget massive models: a carefully trained 4B parameter agent can now rival 30B-class systems on complex research tasks, all while using only 10K open data.
Current mobile GUI agents, despite progress on existing benchmarks, crumble under the realistic demands of user-centric tasks, revealing critical weaknesses in perception, memory, and robustness.
