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      <news:title>arXiv:2607.18086: Evidence-Sufficiency-Prompting senkt die Selbstüberschätzung klinischer LLMs, aber auch die Genauigkeit</news:title>
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      <news:title>CNCF: Platform Engineering muss KI-Agenten als gleichberechtigte Plattform-Konsumenten neben Anwendungen behandeln</news:title>
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      <news:title>Meta: SAM 3 und DINOv3 für Genesis Mission geöffnet, Segmentierungsanalyse von einem Monat auf 15 Minuten verkürzt</news:title>
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        <news:name>24 AI</news:name>
        <news:language>de</news:language>
      </news:publication>
      <news:publication_date>2026-07-21T00:00:00Z</news:publication_date>
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        <news:name>24 AI</news:name>
        <news:language>de</news:language>
      </news:publication>
      <news:publication_date>2026-07-21T00:00:00Z</news:publication_date>
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    <news:news>
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        <news:name>24 AI</news:name>
        <news:language>de</news:language>
      </news:publication>
      <news:publication_date>2026-07-21T00:00:00Z</news:publication_date>
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    <news:news>
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        <news:name>24 AI</news:name>
        <news:language>zh-cn</news:language>
      </news:publication>
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    <loc>https://24-ai.news/zh/news/2026-07-21/arxiv-clinical-llm-evidence-sufficiency/</loc>
    <news:news>
      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>zh-cn</news:language>
      </news:publication>
      <news:publication_date>2026-07-21T00:00:00Z</news:publication_date>
      <news:title>arXiv:2607.18086: 证据充分性提示降低了临床LLM的过度自信,但也降低了准确率</news:title>
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    <loc>https://24-ai.news/zh/news/2026-07-21/arxiv-mind-jailbreak-text-to-image/</loc>
    <news:news>
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        <news:name>24 AI</news:name>
        <news:language>zh-cn</news:language>
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        <news:name>24 AI</news:name>
        <news:language>zh-cn</news:language>
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    <news:news>
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        <news:language>zh-cn</news:language>
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    <news:news>
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        <news:name>24 AI</news:name>
        <news:language>zh-cn</news:language>
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      <news:publication_date>2026-07-21T00:00:00Z</news:publication_date>
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    <news:news>
      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>zh-cn</news:language>
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        <news:name>24 AI</news:name>
        <news:language>zh-cn</news:language>
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        <news:name>24 AI</news:name>
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      <news:publication_date>2026-07-21T00:00:00Z</news:publication_date>
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        <news:language>zh-cn</news:language>
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        <news:name>24 AI</news:name>
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      <news:publication_date>2026-07-21T00:00:00Z</news:publication_date>
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    <news:news>
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        <news:name>24 AI</news:name>
        <news:language>zh-cn</news:language>
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        <news:language>zh-cn</news:language>
      </news:publication>
      <news:publication_date>2026-07-21T00:00:00Z</news:publication_date>
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        <news:name>24 AI</news:name>
        <news:language>ja</news:language>
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      <news:publication_date>2026-07-21T00:00:00Z</news:publication_date>
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        <news:language>ja</news:language>
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      <news:publication_date>2026-07-21T00:00:00Z</news:publication_date>
      <news:title>arXiv:2607.17779: MINDフレームワーク、95.62%の攻撃成功率でtext-to-imageモデルの防御を突破</news:title>
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        <news:language>ja</news:language>
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      <news:publication_date>2026-07-21T00:00:00Z</news:publication_date>
      <news:title>arXiv:2607.18100: SOPHIAのアクティベーションステアリングが言語モデルを推論の自己ループから救い出す</news:title>
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        <news:name>24 AI</news:name>
        <news:language>ja</news:language>
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        <news:name>24 AI</news:name>
        <news:language>ja</news:language>
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      <news:publication_date>2026-07-21T00:00:00Z</news:publication_date>
      <news:title>arXiv:2607.18084: WorldCupArenaがサッカーワールドカップの結果予測で言語モデルをテスト</news:title>
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        <news:name>24 AI</news:name>
        <news:language>ja</news:language>
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      <news:publication_date>2026-07-21T00:00:00Z</news:publication_date>
      <news:title>AWS、Self-Distilled ReasoningでAmazon Nova 2の数学的精度をファインチューニング後6%から約68%へ回復</news:title>
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    <news:news>
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        <news:name>24 AI</news:name>
        <news:language>ja</news:language>
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      <news:publication_date>2026-07-21T00:00:00Z</news:publication_date>
      <news:title>Anthropic、Claude Code v2.1.217でMCPのメモリリークを修正、同時実行サブエージェント数を20に制限</news:title>
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        <news:name>24 AI</news:name>
        <news:language>ja</news:language>
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      <news:publication_date>2026-07-21T00:00:00Z</news:publication_date>
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        <news:name>24 AI</news:name>
        <news:language>ja</news:language>
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      <news:publication_date>2026-07-21T00:00:00Z</news:publication_date>
      <news:title>Google、Gemini 3.6 FlashとGemini 3.5 Flash-Liteが一般提供開始、出力トークン17%削減と新Cyberモデルを発表</news:title>
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        <news:name>24 AI</news:name>
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      <news:publication_date>2026-07-21T00:00:00Z</news:publication_date>
      <news:title>GitHub Copilot、canvasがAIエージェントとのリアルタイム協働を実現する共有インタラクティブワークスペースを提供</news:title>
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    <news:news>
      <news:publication>
        <news:name>24 AI</news:name>
        <news:language>ja</news:language>
      </news:publication>
      <news:publication_date>2026-07-21T00:00:00Z</news:publication_date>
      <news:title>Meta、SAM 3とDINOv3をGenesis Missionに開放、セグメンテーション分析を1ヶ月から15分に短縮</news:title>
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    <news:news>
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        <news:name>24 AI</news:name>
        <news:language>ja</news:language>
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      <news:publication_date>2026-07-21T00:00:00Z</news:publication_date>
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        <news:name>24 AI</news:name>
        <news:language>ja</news:language>
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      <news:publication_date>2026-07-21T00:00:00Z</news:publication_date>
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        <news:name>24 AI</news:name>
        <news:language>ja</news:language>
      </news:publication>
      <news:publication_date>2026-07-21T00:00:00Z</news:publication_date>
      <news:title>Sakana AI、Fugu-CyberがCyberGymで86.9%、CTI-REALMで72.1%を達成、GPT-5.5-Cyberに匹敵</news:title>
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        <news:name>24 AI</news:name>
        <news:language>ko</news:language>
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        <news:name>24 AI</news:name>
        <news:language>ko</news:language>
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      <news:publication_date>2026-07-21T00:00:00Z</news:publication_date>
      <news:title>arXiv:2607.18086: 증거 충분성 프롬프트, 임상 LLM의 과신은 줄이지만 정확도도 낮춘다</news:title>
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        <news:name>24 AI</news:name>
        <news:language>ko</news:language>
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        <news:name>24 AI</news:name>
        <news:language>ko</news:language>
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      <news:publication_date>2026-07-21T00:00:00Z</news:publication_date>
      <news:title>arXiv:2607.18100: SOPHIA 활성화 스티어링, 언어 모델을 추론 자기 반복 루프에서 구출</news:title>
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        <news:name>24 AI</news:name>
        <news:language>ko</news:language>
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</urlset>
