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Introduces AgentOdyssey, a procedural text game generation framework designed to evaluate agents on test-time continual learning abilities including exploration, episodic memory, world knowledge acquisition, skill learning, and long-horizon planning. The framework highlights significant gaps between current agents and human performance.