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      <news:title>arXiv:2607.09375: Li Auto Presents Mach-Mind-4-Flash — 35B MoE with 3B Active Parameters</news:title>
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      <news:title>arXiv:2607.09375: Li Auto stellt Mach-Mind-4-Flash vor — 35B MoE mit 3B aktiven Parametern</news:title>
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      <news:title>arXiv:2607.09424：Soofi S——在德国电信云上训练的德英主权开源模型</news:title>
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      <news:publication_date>2026-07-13T00:00:00Z</news:publication_date>
      <news:title>Anthropic：Claude의 가치관은 모델과 언어에 따라 다르게 나타납니다</news:title>
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    <loc>https://24-ai.news/ko/news/2026-07-13/arxiv-mach-mind-4-flash-li-auto/</loc>
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      <news:title>arXiv:2607.09375：Li Auto, Mach-Mind-4-Flash 발표——35B MoE, 활성 파라미터 3B</news:title>
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      <news:title>arXiv:2607.09415：자기 유도 테스트 시간 훈련으로 장문맥 LLM 최대 15% 향상</news:title>
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      <news:title>arXiv:2607.09493：에이전트를 위한 공유 선택적 영속 메모리——성공률 96%, 토큰 비용 97배 절감</news:title>
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      <news:publication_date>2026-07-13T00:00:00Z</news:publication_date>
      <news:title>arXiv:2607.09424：Soofi S——Deutsche Telekom 클라우드에서 훈련된 독일어·영어 주권 오픈소스 모델</news:title>
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      <news:publication_date>2026-07-13T00:00:00Z</news:publication_date>
      <news:title>arXiv:2607.09532：심층 신경망의 통계적으로 탐지 불가능한 백도어（ICML 2026）</news:title>
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      <news:title>AWS：OpenAI GPT-5.6（Sol, Terra, Luna）이 Amazon Bedrock에서 정식 출시</news:title>
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        <news:name>24 AI</news:name>
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      <news:title>Sakana AI：「스마트 세포 블록」이 집단 지능을 물리적 세계로 가져옵니다</news:title>
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      <news:title>arXiv:2607.08093: CausalDS — novi benchmark koji mjeri kauzalno zaključivanje AI agenata u data-science zadacima</news:title>
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      <news:title>arXiv:2607.08625: opsežan pregled izazova kliničkih dijaloških AI sustava — od kliničkog zaključivanja do sigurnosti pacijenata</news:title>
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      <news:title>arXiv:2607.08681: SolarChain-Eval — fizikalno ograničen benchmark za AI agente u decentraliziranim energetskim tržištima</news:title>
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      <news:title>arXiv:2607.07779: Terence Tao među autorima rada o granicama velikih jezičnih modela u frontierskoj matematici</news:title>
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      <news:publication_date>2026-07-11T00:00:00Z</news:publication_date>
      <news:title>arXiv:2607.08395: Token-Flow Firewall — runtime nadzor koji dugoživuće AI agente štiti i spušta uspješnost napada na 12,5%</news:title>
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      <news:publication_date>2026-07-11T00:00:00Z</news:publication_date>
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        <news:language>en</news:language>
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        <news:name>24 AI</news:name>
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      <news:publication_date>2026-07-11T00:00:00Z</news:publication_date>
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  </url>
  <url>
    <loc>https://24-ai.news/en/news/2026-07-11/arxiv-token-flow-firewall-agent-security/</loc>
    <news:news>
      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>en</news:language>
      </news:publication>
      <news:publication_date>2026-07-11T00:00:00Z</news:publication_date>
      <news:title>arXiv:2607.08395: Token-Flow Firewall — runtime monitoring that protects long-running AI agents and reduces attack success rate to 12.5%</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://24-ai.news/en/news/2026-07-11/claude-code-2-1-207-auto-mode-opus48/</loc>
    <news:news>
      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>en</news:language>
      </news:publication>
      <news:publication_date>2026-07-11T00:00:00Z</news:publication_date>
      <news:title>Anthropic: Claude Code v2.1.207 enables auto mode on all enterprise clouds, switches default model to Opus 4.8, and closes shell-injection vulnerability</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://24-ai.news/de/news/2026-07-11/arxiv-causalds-data-science-agents/</loc>
    <news:news>
      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>de</news:language>
      </news:publication>
      <news:publication_date>2026-07-11T00:00:00Z</news:publication_date>
      <news:title>arXiv:2607.08093: CausalDS — neues Benchmark misst kausales Schlussfolgern von KI-Agenten in Data-Science-Aufgaben</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://24-ai.news/de/news/2026-07-11/arxiv-patient-centered-clinical-dialogue/</loc>
    <news:news>
      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>de</news:language>
      </news:publication>
      <news:publication_date>2026-07-11T00:00:00Z</news:publication_date>
      <news:title>arXiv:2607.08625: umfassender Überblick über Herausforderungen klinischer konversationaler KI-Systeme — von klinischem Schlussfolgern bis zur Patientensicherheit</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://24-ai.news/de/news/2026-07-11/arxiv-solarchain-eval-energy-agents/</loc>
    <news:news>
      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>de</news:language>
      </news:publication>
      <news:publication_date>2026-07-11T00:00:00Z</news:publication_date>
      <news:title>arXiv:2607.08681: SolarChain-Eval — physikbeschränktes Benchmark für KI-Agenten in dezentralen Energiemärkten</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://24-ai.news/de/news/2026-07-11/arxiv-tao-llm-formal-mathematics/</loc>
    <news:news>
      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>de</news:language>
      </news:publication>
      <news:publication_date>2026-07-11T00:00:00Z</news:publication_date>
      <news:title>arXiv:2607.07779: Terence Tao als Mitautor einer Studie über die Grenzen großer Sprachmodelle in der Frontier-Mathematik</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://24-ai.news/de/news/2026-07-11/arxiv-token-flow-firewall-agent-security/</loc>
    <news:news>
      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>de</news:language>
      </news:publication>
      <news:publication_date>2026-07-11T00:00:00Z</news:publication_date>
      <news:title>arXiv:2607.08395: Token-Flow Firewall — Runtime-Überwachung schützt langlebige KI-Agenten und senkt Angriffserfolgsrate auf 12,5 %</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://24-ai.news/de/news/2026-07-11/claude-code-2-1-207-auto-mode-opus48/</loc>
    <news:news>
      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>de</news:language>
      </news:publication>
      <news:publication_date>2026-07-11T00:00:00Z</news:publication_date>
      <news:title>Anthropic: Claude Code v2.1.207 aktiviert Auto-Modus auf allen Enterprise-Clouds, wechselt Standardmodell zu Opus 4.8 und schließt Shell-Injection-Lücke</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://24-ai.news/zh/news/2026-07-11/arxiv-causalds-data-science-agents/</loc>
    <news:news>
      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>zh</news:language>
      </news:publication>
      <news:publication_date>2026-07-11T00:00:00Z</news:publication_date>
      <news:title>arXiv:2607.08093：CausalDS — 衡量 AI 智能体在数据科学任务中因果推理能力的新基准</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://24-ai.news/zh/news/2026-07-11/arxiv-patient-centered-clinical-dialogue/</loc>
    <news:news>
      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>zh</news:language>
      </news:publication>
      <news:publication_date>2026-07-11T00:00:00Z</news:publication_date>
      <news:title>arXiv:2607.08625：临床对话 AI 系统挑战全面综述——从临床推理到患者安全</news:title>
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  </url>
  <url>
    <loc>https://24-ai.news/zh/news/2026-07-11/arxiv-solarchain-eval-energy-agents/</loc>
    <news:news>
      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>zh</news:language>
      </news:publication>
      <news:publication_date>2026-07-11T00:00:00Z</news:publication_date>
      <news:title>arXiv:2607.08681：SolarChain-Eval — 用于去中心化能源市场 AI 智能体的物理约束基准</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://24-ai.news/zh/news/2026-07-11/arxiv-tao-llm-formal-mathematics/</loc>
    <news:news>
      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>zh</news:language>
      </news:publication>
      <news:publication_date>2026-07-11T00:00:00Z</news:publication_date>
      <news:title>arXiv:2607.07779：Terence Tao 参与撰写探讨大型语言模型在前沿数学中局限性的论文</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://24-ai.news/zh/news/2026-07-11/arxiv-token-flow-firewall-agent-security/</loc>
    <news:news>
      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>zh</news:language>
      </news:publication>
      <news:publication_date>2026-07-11T00:00:00Z</news:publication_date>
      <news:title>arXiv:2607.08395：Token-Flow Firewall — 实时监控持久 AI 智能体并将攻击成功率降至 12.5%</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://24-ai.news/zh/news/2026-07-11/claude-code-2-1-207-auto-mode-opus48/</loc>
    <news:news>
      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>zh</news:language>
      </news:publication>
      <news:publication_date>2026-07-11T00:00:00Z</news:publication_date>
      <news:title>Anthropic: Claude Code v2.1.207 在所有企业云上启用 auto mode，将默认模型切换为 Opus 4.8 并修复 shell-injection 漏洞</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://24-ai.news/ja/news/2026-07-11/arxiv-causalds-data-science-agents/</loc>
    <news:news>
      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>ja</news:language>
      </news:publication>
      <news:publication_date>2026-07-11T00:00:00Z</news:publication_date>
      <news:title>arXiv:2607.08093：CausalDS — データサイエンスタスクにおける AI エージェントの因果推論を測定する新ベンチマーク</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://24-ai.news/ja/news/2026-07-11/arxiv-patient-centered-clinical-dialogue/</loc>
    <news:news>
      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>ja</news:language>
      </news:publication>
      <news:publication_date>2026-07-11T00:00:00Z</news:publication_date>
      <news:title>arXiv:2607.08625：臨床対話 AI システムの課題に関する包括的レビュー——臨床推論から患者安全まで</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://24-ai.news/ja/news/2026-07-11/arxiv-solarchain-eval-energy-agents/</loc>
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      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>ja</news:language>
      </news:publication>
      <news:publication_date>2026-07-11T00:00:00Z</news:publication_date>
      <news:title>arXiv:2607.08681：SolarChain-Eval — 分散型エネルギー市場の AI エージェント向け物理制約付きベンチマーク</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://24-ai.news/ja/news/2026-07-11/arxiv-tao-llm-formal-mathematics/</loc>
    <news:news>
      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>ja</news:language>
      </news:publication>
      <news:publication_date>2026-07-11T00:00:00Z</news:publication_date>
      <news:title>arXiv:2607.07779：Terence Tao が共著——フロンティア数学における大規模言語モデルの限界を論じた論文</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://24-ai.news/ja/news/2026-07-11/arxiv-token-flow-firewall-agent-security/</loc>
    <news:news>
      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>ja</news:language>
      </news:publication>
      <news:publication_date>2026-07-11T00:00:00Z</news:publication_date>
      <news:title>arXiv:2607.08395：Token-Flow Firewall — 長期稼働 AI エージェントをリアルタイム監視し攻撃成功率を 12.5% に低下</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://24-ai.news/ja/news/2026-07-11/claude-code-2-1-207-auto-mode-opus48/</loc>
    <news:news>
      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>ja</news:language>
      </news:publication>
      <news:publication_date>2026-07-11T00:00:00Z</news:publication_date>
      <news:title>Anthropic: Claude Code v2.1.207 が全エンタープライズクラウドで auto mode を有効化、デフォルトモデルを Opus 4.8 に変更し shell-injection 脆弱性を修正</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://24-ai.news/ko/news/2026-07-11/arxiv-causalds-data-science-agents/</loc>
    <news:news>
      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>ko</news:language>
      </news:publication>
      <news:publication_date>2026-07-11T00:00:00Z</news:publication_date>
      <news:title>arXiv:2607.08093：CausalDS — 데이터 과학 작업에서 AI 에이전트의 인과 추론을 측정하는 새 벤치마크</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://24-ai.news/ko/news/2026-07-11/arxiv-patient-centered-clinical-dialogue/</loc>
    <news:news>
      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>ko</news:language>
      </news:publication>
      <news:publication_date>2026-07-11T00:00:00Z</news:publication_date>
      <news:title>arXiv:2607.08625：임상 대화 AI 시스템의 과제에 관한 포괄적 개요——임상 추론에서 환자 안전까지</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://24-ai.news/ko/news/2026-07-11/arxiv-solarchain-eval-energy-agents/</loc>
    <news:news>
      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>ko</news:language>
      </news:publication>
      <news:publication_date>2026-07-11T00:00:00Z</news:publication_date>
      <news:title>arXiv:2607.08681：SolarChain-Eval — 분산형 에너지 시장의 AI 에이전트를 위한 물리 제약 벤치마크</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://24-ai.news/ko/news/2026-07-11/arxiv-tao-llm-formal-mathematics/</loc>
    <news:news>
      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>ko</news:language>
      </news:publication>
      <news:publication_date>2026-07-11T00:00:00Z</news:publication_date>
      <news:title>arXiv:2607.07779：Terence Tao가 공동 저술한 최전선 수학에서 대형 언어 모델의 한계를 논한 논문</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://24-ai.news/ko/news/2026-07-11/arxiv-token-flow-firewall-agent-security/</loc>
    <news:news>
      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>ko</news:language>
      </news:publication>
      <news:publication_date>2026-07-11T00:00:00Z</news:publication_date>
      <news:title>arXiv:2607.08395：Token-Flow Firewall — 장기 실행 AI 에이전트를 실시간 감시하고 공격 성공률을 12.5%로 낮추다</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://24-ai.news/ko/news/2026-07-11/claude-code-2-1-207-auto-mode-opus48/</loc>
    <news:news>
      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>ko</news:language>
      </news:publication>
      <news:publication_date>2026-07-11T00:00:00Z</news:publication_date>
      <news:title>Anthropic: Claude Code v2.1.207이 모든 엔터프라이즈 클라우드에서 auto mode를 활성화하고 기본 모델을 Opus 4.8로 변경하며 shell-injection 취약점 수정</news:title>
    </news:news>
  </url>
</urlset>
