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    <loc>https://24-ai.news/hr/news/2026-07-18/arxiv-topoagent-scientific-reasoning/</loc>
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    <loc>https://24-ai.news/en/news/2026-07-18/arxiv-medfailbench-medical-safety/</loc>
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      <news:title>arXiv:2607.15193: Plover Steers GUI Agents Through a Plan-Centric, Editable Approach to User Interaction</news:title>
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      <news:title>Anthropic: Claude Code v2.1.214 Gets EndConversation Tool to Autonomously End Abusive Conversations</news:title>
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    <loc>https://24-ai.news/en/news/2026-07-18/github-copilot-usage-metrics/</loc>
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      <news:title>GitHub: Copilot Usage Metrics API Becomes Available Per Repository, Adds Copilot Desktop App</news:title>
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    <loc>https://24-ai.news/de/news/2026-07-18/arxiv-agent-deployment-safety-monitor/</loc>
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    <loc>https://24-ai.news/de/news/2026-07-18/arxiv-alipay-pibench-payment-agents/</loc>
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      <news:title>arXiv:2607.14573: Alipay-PIBench misst Coding-Agenten bei Zahlungen — Skill hebt RPR um 10,31 Prozentpunkte</news:title>
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      <news:title>arXiv:2607.15166: MedFailBench misst, WIE medizinische KI-Systeme versagen, nicht nur die Genauigkeit, anhand von 44 Fällen</news:title>
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    <loc>https://24-ai.news/de/news/2026-07-18/arxiv-searchos-information-seeking-agents/</loc>
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    <loc>https://24-ai.news/de/news/2026-07-18/arxiv-topoagent-scientific-reasoning/</loc>
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      <news:title>Anthropic: Claude Code v2.1.214 erhält EndConversation-Tool zur eigenständigen Beendigung missbräuchlicher Sitzungen</news:title>
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    <loc>https://24-ai.news/de/news/2026-07-18/github-copilot-usage-metrics/</loc>
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      <news:title>arXiv:2607.15193：Plover以计划为中心、可编辑的方式引导GUI智能体与用户交互</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://24-ai.news/zh/news/2026-07-18/arxiv-searchos-information-seeking-agents/</loc>
    <news:news>
      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>zh-cn</news:language>
      </news:publication>
      <news:publication_date>2026-07-18T00:00:00Z</news:publication_date>
      <news:title>arXiv:2607.15257：SearchOS通过显式证据图消除搜索智能体的重复循环</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://24-ai.news/zh/news/2026-07-18/arxiv-topoagent-scientific-reasoning/</loc>
    <news:news>
      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>zh-cn</news:language>
      </news:publication>
      <news:publication_date>2026-07-18T00:00:00Z</news:publication_date>
      <news:title>arXiv:2607.14658：TopoAgent以动态图取代线性规划，用于科学推理</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://24-ai.news/zh/news/2026-07-18/claude-code-v2-1-214-end-conversation/</loc>
    <news:news>
      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>zh-cn</news:language>
      </news:publication>
      <news:publication_date>2026-07-18T00:00:00Z</news:publication_date>
      <news:title>Anthropic：Claude Code v2.1.214新增EndConversation工具，可自主终止被滥用的对话</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://24-ai.news/zh/news/2026-07-18/github-copilot-usage-metrics/</loc>
    <news:news>
      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>zh-cn</news:language>
      </news:publication>
      <news:publication_date>2026-07-18T00:00:00Z</news:publication_date>
      <news:title>GitHub：Copilot usage metrics API现已支持按仓库统计，并纳入Copilot桌面应用</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://24-ai.news/ja/news/2026-07-18/arxiv-agent-deployment-safety-monitor/</loc>
    <news:news>
      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>ja</news:language>
      </news:publication>
      <news:publication_date>2026-07-18T00:00:00Z</news:publication_date>
      <news:title>arXiv:2607.14570：訓練不要のInformation Flow Graphモニターがエージェントの見逃し攻撃を11.6%から3.5%に削減</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://24-ai.news/ja/news/2026-07-18/arxiv-alipay-pibench-payment-agents/</loc>
    <news:news>
      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>ja</news:language>
      </news:publication>
      <news:publication_date>2026-07-18T00:00:00Z</news:publication_date>
      <news:title>arXiv:2607.14573：Alipay-PIBenchがコーディングエージェントの決済統合能力を測定——スキルがRPRを10.31ポイント押し上げる</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://24-ai.news/ja/news/2026-07-18/arxiv-brainpilot-brain-discovery/</loc>
    <news:news>
      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>ja</news:language>
      </news:publication>
      <news:publication_date>2026-07-18T00:00:00Z</news:publication_date>
      <news:title>arXiv:2607.15079：BrainPilotがSOTAエージェントシステムより低コストで神経科学研究を自動化</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://24-ai.news/ja/news/2026-07-18/arxiv-medfailbench-medical-safety/</loc>
    <news:news>
      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>ja</news:language>
      </news:publication>
      <news:publication_date>2026-07-18T00:00:00Z</news:publication_date>
      <news:title>arXiv:2607.15166：MedFailBenchが44の事例で医療AIシステムの失敗の仕方を測定、正確性だけではない</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://24-ai.news/ja/news/2026-07-18/arxiv-plover-gui-agents/</loc>
    <news:news>
      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>ja</news:language>
      </news:publication>
      <news:publication_date>2026-07-18T00:00:00Z</news:publication_date>
      <news:title>arXiv:2607.15193：Ploverが計画中心の編集可能なアプローチでGUIエージェントとのやり取りを導く</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://24-ai.news/ja/news/2026-07-18/arxiv-searchos-information-seeking-agents/</loc>
    <news:news>
      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>ja</news:language>
      </news:publication>
      <news:publication_date>2026-07-18T00:00:00Z</news:publication_date>
      <news:title>arXiv:2607.15257：SearchOSが明示的なエビデンスグラフで検索エージェントの反復ループを解消</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://24-ai.news/ja/news/2026-07-18/arxiv-topoagent-scientific-reasoning/</loc>
    <news:news>
      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>ja</news:language>
      </news:publication>
      <news:publication_date>2026-07-18T00:00:00Z</news:publication_date>
      <news:title>arXiv:2607.14658：TopoAgentが線形計画を動的グラフに置き換え、科学的推論を実現</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://24-ai.news/ja/news/2026-07-18/claude-code-v2-1-214-end-conversation/</loc>
    <news:news>
      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>ja</news:language>
      </news:publication>
      <news:publication_date>2026-07-18T00:00:00Z</news:publication_date>
      <news:title>Anthropic：Claude Code v2.1.214にEndConversationツールが追加、悪用された会話を自律的に終了</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://24-ai.news/ja/news/2026-07-18/github-copilot-usage-metrics/</loc>
    <news:news>
      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>ja</news:language>
      </news:publication>
      <news:publication_date>2026-07-18T00:00:00Z</news:publication_date>
      <news:title>GitHub：Copilot usage metrics APIがリポジトリ単位に対応、Copilotデスクトップアプリも追加</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://24-ai.news/ko/news/2026-07-18/arxiv-agent-deployment-safety-monitor/</loc>
    <news:news>
      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>ko</news:language>
      </news:publication>
      <news:publication_date>2026-07-18T00:00:00Z</news:publication_date>
      <news:title>arXiv:2607.14570: 훈련이 필요 없는 Information Flow Graph 모니터, 에이전트의 놓친 공격을 11.6%에서 3.5%로 감소</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://24-ai.news/ko/news/2026-07-18/arxiv-alipay-pibench-payment-agents/</loc>
    <news:news>
      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>ko</news:language>
      </news:publication>
      <news:publication_date>2026-07-18T00:00:00Z</news:publication_date>
      <news:title>arXiv:2607.14573: Alipay-PIBench, 코딩 에이전트의 결제 통합 능력 측정—스킬이 RPR을 10.31%p 끌어올려</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://24-ai.news/ko/news/2026-07-18/arxiv-brainpilot-brain-discovery/</loc>
    <news:news>
      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>ko</news:language>
      </news:publication>
      <news:publication_date>2026-07-18T00:00:00Z</news:publication_date>
      <news:title>arXiv:2607.15079: BrainPilot, SOTA 에이전트 시스템보다 낮은 비용으로 신경과학 연구를 자동화</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://24-ai.news/ko/news/2026-07-18/arxiv-medfailbench-medical-safety/</loc>
    <news:news>
      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>ko</news:language>
      </news:publication>
      <news:publication_date>2026-07-18T00:00:00Z</news:publication_date>
      <news:title>arXiv:2607.15166: MedFailBench, 44개 사례로 의료 AI 시스템의 실패 방식을 측정—정확도만이 아니다</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://24-ai.news/ko/news/2026-07-18/arxiv-plover-gui-agents/</loc>
    <news:news>
      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>ko</news:language>
      </news:publication>
      <news:publication_date>2026-07-18T00:00:00Z</news:publication_date>
      <news:title>arXiv:2607.15193: Plover, 계획 중심의 편집 가능한 방식으로 GUI 에이전트와의 상호작용을 이끌다</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://24-ai.news/ko/news/2026-07-18/arxiv-searchos-information-seeking-agents/</loc>
    <news:news>
      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>ko</news:language>
      </news:publication>
      <news:publication_date>2026-07-18T00:00:00Z</news:publication_date>
      <news:title>arXiv:2607.15257: SearchOS, 명시적 증거 그래프로 검색 에이전트의 반복 루프 해결</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://24-ai.news/ko/news/2026-07-18/arxiv-topoagent-scientific-reasoning/</loc>
    <news:news>
      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>ko</news:language>
      </news:publication>
      <news:publication_date>2026-07-18T00:00:00Z</news:publication_date>
      <news:title>arXiv:2607.14658: TopoAgent, 선형 계획을 동적 그래프로 대체해 과학적 추론을 수행</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://24-ai.news/ko/news/2026-07-18/claude-code-v2-1-214-end-conversation/</loc>
    <news:news>
      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>ko</news:language>
      </news:publication>
      <news:publication_date>2026-07-18T00:00:00Z</news:publication_date>
      <news:title>Anthropic: Claude Code v2.1.214, 남용된 대화를 스스로 종료하는 EndConversation 도구 추가</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://24-ai.news/ko/news/2026-07-18/github-copilot-usage-metrics/</loc>
    <news:news>
      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>ko</news:language>
      </news:publication>
      <news:publication_date>2026-07-18T00:00:00Z</news:publication_date>
      <news:title>GitHub: Copilot usage metrics API가 저장소 단위로 제공되며 Copilot 데스크톱 앱도 포함</news:title>
    </news:news>
  </url>
</urlset>
