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UNICON achieves specialist-level performance in previously unseen disciplines without retraining, redefining the boundaries of numerical intelligence in AI.
LLM agents struggle to maintain performance in multi-day collaborative tasks, dropping significantly after just one environmental update, revealing a critical gap in adaptation to evolving real-world conditions.