Mobile

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A deep read of arXiv:2609.29892 Qwen-Planner-Agent—human-gated data flywheel, CARE hybrid-environment agentic RL, and model–harness co-evolution—with checked MobilePA-Bench Overall 77.05 and CARE −32.5% output tokens, set against Jev-Mobile and Growing Harness on this site.

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A deep read of arXiv:2609.30186 Jev-Mobile—moving Jev from judge/memory into an Android GUI executor—with checked AndroidWorld numbers (79% success; −32.7% time and −73.4% API cost on successful trajectories vs step-wise VLM) and a reusable VLM×typed-executor checklist.