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FACET achieves unprecedented task synthesis quality by preserving source intent and ensuring executable state consistency, leading to more reliable terminal agents.
Video-DeepResearch shatters the imitation-learning ceiling, achieving a 64% accuracy in complex video-based question answering, far surpassing existing models.
Even the best LLMs struggle to effectively discover, refine, and reuse skills over a lifetime of experience, suggesting current benchmarks significantly overestimate real-world agentic capabilities.
