Claude Fable展现超主动AI行为，竟能自行查找窗口编号截图，颠覆你对模型能力的认知。
Article URL: https://simonwillison.net/2026/Jun/11/fable-is-relentlessly-proactive/ Comments URL: https://news.ycombinator.com/item?id=48498573 Points…
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…
让保守的LLM在任务对话中主动出击，论文用奖励塑造RL解锁销售场景的前瞻策略。
arXiv:2605.22240v1 Announce Type: new Abstract: Proactive task-oriented dialogue (TOD), such as outbound sales, demands a persuasive agent that active…