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As human oversight wanes, LRMs could autonomously evolve, but this shift introduces significant risks like reward hacking and feedback drift.
LongEarth-R1 outperforms all existing models on long-sequence Earth observation tasks, revealing the critical importance of structured reasoning in complex spatial analyses.
