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Forget training separate models for each pedestrian attribute dataset – a single Transformer can now handle RGB images, video sequences, and even event streams with comparable accuracy to specialized methods.
LLMs can navigate massive chemical spaces and enforce toxicity filters in drug discovery, but only if you constrain them with a dual-layer architecture that combines free-form reasoning with structured execution.