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Light-Omni achieves a remarkable 12.1脳 speedup in video understanding while enhancing accuracy, redefining efficiency in agentic video processing.
EvoEmbedding outperforms leading embedding models by adapting its representations in real-time, revolutionizing long-context retrieval and agentic memory integration.
Current research agents still struggle with retrieval robustness and hallucination control, even when evaluated in a static, verifiable research environment.
