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Ask Now, Use Later: Benchmarking the Proactivity Gap in Long-Lived LLM Agents
长寿命LLM代理只会被动响应，这篇论文首次量化了它们主动提问能力的缺失，带来新视角。
arXiv:2605.28108v1 Announce Type: new Abstract: A long-lived LLM agent, such as OpenClaw, earns its value by acting on a user's preferences and constr…