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Current vision-language models can generate fluent medical explanations, but struggle to ground them in relevant visual evidence, especially in emotionally charged scenarios.
Achieve 3x higher success in long-horizon robotic manipulation by explicitly separating high-level planning from low-level control, enabling memory-aware reasoning and adaptive replanning.
