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Optimizing for Agents with llms.txt
llms.txt标准提案让网站为AI Agent提供精简信息，实现更高效的交互与数据获取。
If you’ve spent any time poking around the AIE World’s Fair 2026 website, you may have come across the llms.md page. If you’ve clicked the link, you m…
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Uncertainty-Aware Clarification in LLM Agents with Information Gain
让LLM Agent学会主动追问澄清：用信息增益量化不确定性，提升任务成功率与交互效率
arXiv:2606.03135v1 Announce Type: new Abstract: Large Language Model (LLM) agents often operate under underspecified user instructions, where latent u…
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Mitigating Conversational Inertia in Multi-Turn Agents
多轮对话智能体易陷入重复模式？这篇论文提出缓解“对话惯性”的新方法。
arXiv:2602.03664v3 Announce Type: replace-cross Abstract: Large language models excel as few-shot learners when provided with appropriate demonstratio…