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Asynchronous execution fundamentally alters action semantics for world-model controllers, causing planning models to hallucinate future actions and recurrent models to misattribute transitions.
OaK transforms LLM agents by grounding their decision-making processes in dynamically constructed ontologies, leading to enhanced reliability in multi-step reasoning.
Complex visual queries can significantly elevate the reasoning capabilities of multi-modal large language models, revealing new dimensions in AI's understanding of abstract visual content.