标题： AI代理如何支持记者的工作？ 一个设计LLM驱动的智能报道系统的实验 显示英文标题

标题： How can AI agents support journalists' work? An experiment with designing an LLM-driven intelligent reporting system

摘要： 人工智能融入新闻实践代表了新闻采集、分析和传播方式的变革性转变。 大型语言模型（LLMs），特别是具有自主能力的模型，为增强新闻工作流程提供了前所未有的机会，同时为新闻编辑室的整合带来了复杂的挑战。 本研究基于记者访谈以及开发一种基于LLM的自动化工具（执行信息过滤、摘要和报道）的见解，探讨具有自主能力的LLM如何支持记者的工作流程。 本文详细描述了面向记者的自动化聚合和摘要系统，介绍了以用户为中心的LLM驱动报道系统（TeleFlash）的技术概述和评估，并讨论了已解决和未满足的记者需求，展望了新闻业中AI驱动工具的未来发展方向。 显示英文摘要

摘要： The integration of artificial intelligence into journalistic practices represents a transformative shift in how news is gathered, analyzed, and disseminated. Large language models (LLMs), particularly those with agentic capabilities, offer unprecedented opportunities for enhancing journalistic workflows while simultaneously presenting complex challenges for newsroom integration. This research explores how agentic LLMs can support journalists' workflows, based on insights from journalist interviews and from the development of an LLM-based automation tool performing information filtering, summarization, and reporting. The paper details automated aggregation and summarization systems for journalists, presents a technical overview and evaluation of a user-centric LLM-driven reporting system (TeleFlash), and discusses both addressed and unmet journalist needs, with an outlook on future directions for AI-driven tools in journalism.