{
  "date": "2026-10-04",
  "topic": "AI Agent Ecosystem & Research Knowledge Management",
  "papers": [
    {
      "url": "https://arxiv.org/abs/2604.11307",
      "title": "PaperScope: A Multi-Modal Multi-Document Benchmark for Agentic Deep Research Across Massive Scientific Papers",
      "authors": ["Lei Xiong", "Huaying Yuan", "Zheng Liu", "Zhao Cao", "Zhicheng Dou"],
      "date": "2026-04-13",
      "description": "Multi-modal multi-document scientific reasoning benchmark to evaluate agentic deep research."
    },
    {
      "url": "https://arxiv.org/abs/2506.11763",
      "title": "DeepResearch Bench: A Comprehensive Benchmark for Deep Research Agents",
      "authors": ["Mingxuan Du", "Benfeng Xu", "Chiwei Zhu", "Xiaorui Wang", "Zhendong Mao"],
      "date": "2025-06-13",
      "description": "100 PhD-level research tasks spanning 22 domains with FACT and RACE evaluation frameworks."
    },
    {
      "url": "https://arxiv.org/abs/2506.18096",
      "title": "Deep Research Agents: A Systematic Examination And Roadmap",
      "authors": ["Yuxuan Huang", "Yihang Chen", "Haozheng Zhang", "Kang Li", "Huichi Zhou", "Meng Fang", "Linyi Yang", "Xiaoguang Li", "Lifeng Shang", "Songcen Xu", "Jianye Hao", "Kun Shao", "Jun Wang"],
      "date": "2025-06-22",
      "description": "Systematic examination of DR agents including static/dynamic workflows, planning, memory, and multi-agent coordination."
    },
    {
      "url": "https://arxiv.org/abs/2402.14207",
      "title": "Assisting in Writing Wikipedia-like Articles From Scratch with Large Language Models",
      "authors": ["Yijia Shao", "Yucheng Jiang", "Theodore A. Kanell", "Peter Xu", "Omar Khattab", "Monica S. Lam"],
      "date": "2024-02-22",
      "description": "STORM system synthesizing topic outlines through multi-perspective question asking."
    },
    {
      "url": "https://arxiv.org/abs/2310.08560",
      "title": "MemGPT: Towards LLMs as Operating Systems",
      "authors": ["Charles Packer", "Sarah Wooders", "Kevin Lin", "Vivian Fang", "Shishir G. Patil", "Ion Stoica", "Joseph E. Gonzalez"],
      "date": "2023-10-12",
      "description": "Virtual context management utilizing hierarchical memory systems analogous to traditional operating systems."
    }
  ],
  "repos": [
    {
      "url": "https://github.com/stanford-oval/storm",
      "name": "stanford-oval/storm",
      "description": "An LLM-powered knowledge curation system that researches a topic and generates a full-length report with citations."
    }
  ]
}