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<url><loc>https://korshunov.ai/en/article/11423-reddit-user-questions-hardware-efficiency-running-qwen3-6-27b-with-llama-cpp/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>en</news:language></news:publication><news:publication_date>2026-07-11T17:54:56.109447+00:00</news:publication_date><news:title>Reddit user questions hardware efficiency running Qwen3.6 27B with llama.cpp</news:title></news:news></url>
<url><loc>https://korshunov.ai/ru/article/11423-polzovatel-reddit-zadaetsia-voprosom-ob-effektivnosti-oborudovaniia-pri-zapuske/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ru</news:language></news:publication><news:publication_date>2026-07-11T17:54:56.109447+00:00</news:publication_date><news:title>Пользователь Reddit задаётся вопросом об эффективности оборудования при запуске Qwen3.6-27B с llama.cpp</news:title></news:news></url>
<url><loc>https://korshunov.ai/es/article/11423-usuario-de-reddit-cuestiona-la-eficiencia-del-hardware-al-ejecutar-qwen3-6-27b/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>es</news:language></news:publication><news:publication_date>2026-07-11T17:54:56.109447+00:00</news:publication_date><news:title>Usuario de Reddit cuestiona la eficiencia del hardware al ejecutar Qwen3.6-27B con llama.cpp</news:title></news:news></url>
<url><loc>https://korshunov.ai/zh-hans/article/11423-reddityong-hu-xun-wen-shi-yong-llama-cppyun-xing-qwen3-6-27bshi-de-ying-jian-lu/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>zh-cn</news:language></news:publication><news:publication_date>2026-07-11T17:54:56.109447+00:00</news:publication_date><news:title>Reddit用户询问使用llama.cpp运行Qwen3.6-27B时的硬件效率</news:title></news:news></url>
<url><loc>https://korshunov.ai/pt-br/article/11423-usuario-do-reddit-questiona-a-eficiencia-de-hardware-ao-executar-qwen3-6-27b-com/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>pt</news:language></news:publication><news:publication_date>2026-07-11T17:54:56.109447+00:00</news:publication_date><news:title>Usuário do Reddit questiona a eficiência de hardware ao executar Qwen3.6-27B com llama.cpp</news:title></news:news></url>
<url><loc>https://korshunov.ai/hi/article/11423-reddit-upyogkrtaa-llama-cpp-ke-saath-qwen3-6-27b-claate-smy-haarddveyr-dksstaa/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>hi</news:language></news:publication><news:publication_date>2026-07-11T17:54:56.109447+00:00</news:publication_date><news:title>Reddit उपयोगकर्ता llama.cpp के साथ Qwen3.6-27B चलाते समय हार्डवेयर दक्षता के बारे में प्रश्न पूछता है</news:title></news:news></url>
<url><loc>https://korshunov.ai/ja/article/11423-reddityu-sa-kallama-cppteqwen3-6-27bwoshi-xing-suruji-noha-toueaxiao-lu-wen/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ja</news:language></news:publication><news:publication_date>2026-07-11T17:54:56.109447+00:00</news:publication_date><news:title>Redditユーザーがllama.cppでQwen3.6-27Bを実行する際のハードウェア効率について質問</news:title></news:news></url>
<url><loc>https://korshunov.ai/ko/article/11423-reddit-sayongjaga-llama-cppro-qwen3-6-27b-silhaeng-si-hadeuweeo-hyoyulseonge/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ko</news:language></news:publication><news:publication_date>2026-07-11T17:54:56.109447+00:00</news:publication_date><news:title>Reddit 사용자가 llama.cpp로 Qwen3.6-27B 실행 시 하드웨어 효율성에 대해 질문</news:title></news:news></url>
<url><loc>https://korshunov.ai/fr/article/11423-un-utilisateur-de-reddit-s-interroge-sur-l-efficacite-materielle-lors-de-l-de-6/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>fr</news:language></news:publication><news:publication_date>2026-07-11T17:54:56.109447+00:00</news:publication_date><news:title>Un utilisateur de Reddit s'interroge sur l'efficacité matérielle lors de l'exécution de Qwen3.6-27B avec llama.cpp</news:title></news:news></url>
<url><loc>https://korshunov.ai/id/article/11423-pengguna-reddit-mempertanyakan-efisiensi-perangkat-keras-saat-menjalankan-qwen3/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>id</news:language></news:publication><news:publication_date>2026-07-11T17:54:56.109447+00:00</news:publication_date><news:title>Pengguna Reddit mempertanyakan efisiensi perangkat keras saat menjalankan Qwen3.6-27B dengan llama.cpp</news:title></news:news></url>
<url><loc>https://korshunov.ai/ar/article/11423-mstkhdm-rdyt-ytsl-n-kf-ljhz-nd-tshgyl-qwen3-6-27b-bstkhdm-llama-cpp/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ar</news:language></news:publication><news:publication_date>2026-07-11T17:54:56.109447+00:00</news:publication_date><news:title>مستخدم رديت يتساءل عن كفاءة الأجهزة عند تشغيل Qwen3.6-27B باستخدام llama.cpp</news:title></news:news></url>
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<url><loc>https://korshunov.ai/fr/article/11422-alphaavatar-v0-6-4-introduit-la-perception-partagee-et-la-memoire-env-en-ligne/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>fr</news:language></news:publication><news:publication_date>2026-07-11T17:43:51.501462+00:00</news:publication_date><news:title>AlphaAvatar v0.6.4 introduit la perception partagée et la mémoire ENV en ligne</news:title></news:news></url>
<url><loc>https://korshunov.ai/id/article/11422-alphaavatar-v0-6-4-memperkenalkan-persepsi-bersama-dan-memori-env-online/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>id</news:language></news:publication><news:publication_date>2026-07-11T17:43:51.501462+00:00</news:publication_date><news:title>AlphaAvatar v0.6.4 memperkenalkan persepsi bersama dan memori ENV online</news:title></news:news></url>
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<url><loc>https://korshunov.ai/ru/article/11422-alphaavatar-v0-6-4-vvodit-obshchee-vospriiatie-i-onlain-env-pamiat/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ru</news:language></news:publication><news:publication_date>2026-07-11T17:43:51.501462+00:00</news:publication_date><news:title>AlphaAvatar v0.6.4 вводит общее восприятие и онлайн ENV память</news:title></news:news></url>
<url><loc>https://korshunov.ai/es/article/11422-alphaavatar-v0-6-4-introduce-percepcion-compartida-y-memoria-env-en-linea/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>es</news:language></news:publication><news:publication_date>2026-07-11T17:43:51.501462+00:00</news:publication_date><news:title>AlphaAvatar v0.6.4 introduce percepción compartida y memoria ENV en línea</news:title></news:news></url>
<url><loc>https://korshunov.ai/zh-hans/article/11422-alphaavatar-v0-6-4-yin-ru-gong-xiang-gan-zhi-he-zai-xian-env-nei-cun/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>zh-cn</news:language></news:publication><news:publication_date>2026-07-11T17:43:51.501462+00:00</news:publication_date><news:title>AlphaAvatar v0.6.4 引入共享感知和在线 ENV 内存</news:title></news:news></url>
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<url><loc>https://korshunov.ai/hi/article/11422-alphaavatar-v0-6-4-saajhaa-pridrshy-aur-onnlaain-env-memorii-pesh-krtaa-hai/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>hi</news:language></news:publication><news:publication_date>2026-07-11T17:43:51.501462+00:00</news:publication_date><news:title>AlphaAvatar v0.6.4 साझा परिदृश्य और ऑनलाइन ENV मेमोरी पेश करता है</news:title></news:news></url>
<url><loc>https://korshunov.ai/ja/article/11422-alphaavatar-v0-6-4kagong-you-zhi-jue-toonrainenvmemoriwodao-ru/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ja</news:language></news:publication><news:publication_date>2026-07-11T17:43:51.501462+00:00</news:publication_date><news:title>AlphaAvatar v0.6.4が共有知覚とオンラインENVメモリを導入</news:title></news:news></url>
<url><loc>https://korshunov.ai/ko/article/11123-pex8749-seuwiciro-mi50-6gae-yeongyeol-si-seongneung-jeoha-geoyi-eobseum/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ko</news:language></news:publication><news:publication_date>2026-07-11T15:06:17.686688+00:00</news:publication_date><news:title>PEX8749 스위치로 MI50 6개 연결 시 성능 저하 거의 없음</news:title></news:news></url>
<url><loc>https://korshunov.ai/fr/article/11123-le-commutateur-pex8749-permet-de-connecter-6-mi50-avec-une-perte-de-performance/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>fr</news:language></news:publication><news:publication_date>2026-07-11T15:06:17.686688+00:00</news:publication_date><news:title>Le commutateur PEX8749 permet de connecter 6 MI50 avec une perte de performance négligeable</news:title></news:news></url>
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<url><loc>https://korshunov.ai/en/article/11123-pex8749-switch-allows-6-mi50s-with-negligible-performance-loss/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>en</news:language></news:publication><news:publication_date>2026-07-11T15:06:17.686688+00:00</news:publication_date><news:title>PEX8749 switch allows 6 MI50s with negligible performance loss</news:title></news:news></url>
<url><loc>https://korshunov.ai/ru/article/11123-kommutator-pex8749-pozvoliaet-podkliuchit-6-mi50-s-prenebrezhimo-maloi-poterei/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ru</news:language></news:publication><news:publication_date>2026-07-11T15:06:17.686688+00:00</news:publication_date><news:title>Коммутатор PEX8749 позволяет подключить 6 MI50 с пренебрежимо малой потерей производительности</news:title></news:news></url>
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<url><loc>https://korshunov.ai/zh-hans/article/11123-pex8749-jiao-huan-ji-yun-xu-lian-jie-6-kuai-mi50-xing-neng-sun-shi-ke-hu-lue-bu/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>zh-cn</news:language></news:publication><news:publication_date>2026-07-11T15:06:17.686688+00:00</news:publication_date><news:title>PEX8749 交换机允许连接 6 块 MI50，性能损失可忽略不计</news:title></news:news></url>
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<url><loc>https://korshunov.ai/hi/article/11123-pex8749-svic-6-mi50-ko-ngnny-prdrshn-haani-ke-saath-anumti-detaa-hai/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>hi</news:language></news:publication><news:publication_date>2026-07-11T15:06:17.686688+00:00</news:publication_date><news:title>PEX8749 स्विच 6 MI50 को नगण्य प्रदर्शन हानि के साथ अनुमति देता है</news:title></news:news></url>
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<url><loc>https://korshunov.ai/ru/article/11012-jam-predstavliaet-teoriiu-agnosticheskoe-adaptivnoe-vyravnivanie-metrik-dlia/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ru</news:language></news:publication><news:publication_date>2026-07-11T11:54:17.650831+00:00</news:publication_date><news:title>JAM представляет теорию-агностическое адаптивное выравнивание метрик для распознавания личности</news:title></news:news></url>
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<url><loc>https://korshunov.ai/zh-hans/article/11012-jamyin-ru-li-lun-wu-guan-de-zi-gua-ying-du-liang-dui-qi-yong-yu-ren-ge-shi-bie/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>zh-cn</news:language></news:publication><news:publication_date>2026-07-11T11:54:17.650831+00:00</news:publication_date><news:title>JAM引入理论无关的自适应度量对齐用于人格识别</news:title></news:news></url>
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<url><loc>https://korshunov.ai/fr/article/11012-jam-introduit-un-alignement-de-metrique-adaptatif-et-agnostique-a-la-theorie-la/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>fr</news:language></news:publication><news:publication_date>2026-07-11T11:54:17.650831+00:00</news:publication_date><news:title>JAM introduit un alignement de métrique adaptatif et agnostique à la théorie pour la reconnaissance de personnalité</news:title></news:news></url>
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<url><loc>https://korshunov.ai/zh-hans/article/11011-wcog-vla-yin-ru-shuang-ceng-ji-shi-jie-ren-zhi-vla-yi-shi-xian-zhu-dong-shi-zi/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>zh-cn</news:language></news:publication><news:publication_date>2026-07-11T11:47:13.302128+00:00</news:publication_date><news:title>WCog-VLA 引入双层级世界认知 VLA 以实现主动式自动驾驶</news:title></news:news></url>
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<url><loc>https://korshunov.ai/fr/article/10905-la-compression-de-prompts-par-agregation-d-activations-compresse-les-prompts-en/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>fr</news:language></news:publication><news:publication_date>2026-07-11T09:14:17.905705+00:00</news:publication_date><news:title>La compression de prompts par agrégation d'activations compresse les prompts en un seul vecteur</news:title></news:news></url>
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<url><loc>https://korshunov.ai/ru/article/10904-trace-dvukhkanalnyi-ustoichivyi-vodianoi-znak-atributsii-dlia-traektorii-agentov/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ru</news:language></news:publication><news:publication_date>2026-07-11T09:08:14.764931+00:00</news:publication_date><news:title>TRACE: двухканальный устойчивый водяной знак атрибуции для траекторий агентов LLM</news:title></news:news></url>
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<url><loc>https://korshunov.ai/zh-hans/article/10904-trace-mian-xiang-llmzhi-neng-ti-gui-ji-de-shuang-tong-dao-lu-bang-gui-yin-shui/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>zh-cn</news:language></news:publication><news:publication_date>2026-07-11T09:08:14.764931+00:00</news:publication_date><news:title>TRACE：面向LLM智能体轨迹的双通道鲁棒归因水印</news:title></news:news></url>
<url><loc>https://korshunov.ai/pt-br/article/10904-trace-marca-d-agua-robusta-de-atribuicao-de-dois-canais-para-trajetorias-de-llm/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>pt</news:language></news:publication><news:publication_date>2026-07-11T09:08:14.764931+00:00</news:publication_date><news:title>TRACE: marca d'água robusta de atribuição de dois canais para trajetórias de agentes LLM</news:title></news:news></url>
<url><loc>https://korshunov.ai/hi/article/10904-trace-llm-ejentt-ttraijekttrii-ke-lie-do-cainl-ronbstt-ettribyuushn-vaattrmaark/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>hi</news:language></news:publication><news:publication_date>2026-07-11T09:08:14.764931+00:00</news:publication_date><news:title>TRACE: LLM-एजेंट ट्रैजेक्ट्री के लिए दो-चैनल रॉबस्ट एट्रिब्यूशन वाटरमार्क</news:title></news:news></url>
<url><loc>https://korshunov.ai/ja/article/10904-trace-llme-shientogui-ji-xiang-keno2chiyanerujian-lao-nagui-shu-yong-tou-kashi/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ja</news:language></news:publication><news:publication_date>2026-07-11T09:08:14.764931+00:00</news:publication_date><news:title>TRACE: LLMエージェント軌跡向けの2チャネル堅牢な帰属用透かし</news:title></news:news></url>
<url><loc>https://korshunov.ai/ko/article/10904-trace-llm-eijeonteu-gwejeogeul-wihan-2caeneol-gyeongohan-gwisog-weoteomakeu/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ko</news:language></news:publication><news:publication_date>2026-07-11T09:08:14.764931+00:00</news:publication_date><news:title>TRACE: LLM 에이전트 궤적을 위한 2채널 견고한 귀속 워터마크</news:title></news:news></url>
<url><loc>https://korshunov.ai/fr/article/10904-trace-filigrane-d-attribution-robuste-a-deux-canaux-pour-les-trajectoires-d-llm/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>fr</news:language></news:publication><news:publication_date>2026-07-11T09:08:14.764931+00:00</news:publication_date><news:title>TRACE : Filigrane d'attribution robuste à deux canaux pour les trajectoires d'agents LLM</news:title></news:news></url>
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<url><loc>https://korshunov.ai/zh-hans/article/11009-trace-wei-llm-zhi-neng-ti-gui-ji-yin-ru-shuang-tong-dao-lu-bang-gui-yin-shui-yin/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>zh-cn</news:language></news:publication><news:publication_date>2026-07-11T09:00:30.518477+00:00</news:publication_date><news:title>TRACE 为 LLM 智能体轨迹引入双通道鲁棒归因水印</news:title></news:news></url>
<url><loc>https://korshunov.ai/en/article/11009-trace-introduces-a-two-channel-robust-attribution-watermark-for-llm-agent/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>en</news:language></news:publication><news:publication_date>2026-07-11T09:00:30.518477+00:00</news:publication_date><news:title>TRACE introduces a two-channel robust attribution watermark for LLM-agent trajectories</news:title></news:news></url>
<url><loc>https://korshunov.ai/ru/article/11009-trace-predstavliaet-dvukhkanalnyi-ustoichivyi-vodianoi-znak-atributsii-dlia-llm/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ru</news:language></news:publication><news:publication_date>2026-07-11T09:00:30.518477+00:00</news:publication_date><news:title>TRACE представляет двухканальный устойчивый водяной знак атрибуции для траекторий LLM-агентов</news:title></news:news></url>
<url><loc>https://korshunov.ai/es/article/11009-trace-introduce-una-marca-de-agua-robusta-de-atribucion-de-dos-canales-para-de/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>es</news:language></news:publication><news:publication_date>2026-07-11T09:00:30.518477+00:00</news:publication_date><news:title>TRACE introduce una marca de agua robusta de atribución de dos canales para trayectorias de agentes LLM</news:title></news:news></url>
<url><loc>https://korshunov.ai/pt-br/article/11009-trace-introduz-uma-marca-d-agua-robusta-de-atribuicao-de-dois-canais-para-de-llm/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>pt</news:language></news:publication><news:publication_date>2026-07-11T09:00:30.518477+00:00</news:publication_date><news:title>TRACE introduz uma marca d'água robusta de atribuição de dois canais para trajetórias de agentes LLM</news:title></news:news></url>
<url><loc>https://korshunov.ai/hi/article/11009-trace-ne-llm-ejentt-ttraajekttriij-ke-lie-do-cainl-robstt-attribyuushn-pesh/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>hi</news:language></news:publication><news:publication_date>2026-07-11T09:00:30.518477+00:00</news:publication_date><news:title>TRACE ने LLM-एजेंट ट्राजेक्ट्रीज़ के लिए दो-चैनल रोबस्ट अट्रिब्यूशन वाटरमार्क पेश किया</news:title></news:news></url>
<url><loc>https://korshunov.ai/ja/article/11009-tracehallme-shientonogui-ji-nidui-suru2chiyanerunojian-lao-nagui-shu-yong-tou-ru/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ja</news:language></news:publication><news:publication_date>2026-07-11T09:00:30.518477+00:00</news:publication_date><news:title>TRACEはLLMエージェントの軌跡に対する2チャネルの堅牢な帰属用透かしを導入</news:title></news:news></url>
<url><loc>https://korshunov.ai/ko/article/11009-traceneun-llm-eijeonteu-gwejeoge-daehan-2caeneol-gyeongohan-gwisog-doib/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ko</news:language></news:publication><news:publication_date>2026-07-11T09:00:30.518477+00:00</news:publication_date><news:title>TRACE는 LLM 에이전트 궤적에 대한 2채널 견고한 귀속 워터마크를 도입</news:title></news:news></url>
<url><loc>https://korshunov.ai/fr/article/11009-trace-introduit-un-filigrane-d-attribution-robuste-a-deux-canaux-pour-les-d-llm/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>fr</news:language></news:publication><news:publication_date>2026-07-11T09:00:30.518477+00:00</news:publication_date><news:title>TRACE introduit un filigrane d'attribution robuste à deux canaux pour les trajectoires d'agents LLM</news:title></news:news></url>
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<url><loc>https://korshunov.ai/zh-hans/article/11004-grpo-zai-jin-he-cheng-shu-ju-de-asr-gua-pei-zhong-jiang-wer-jiang-di-40/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>zh-cn</news:language></news:publication><news:publication_date>2026-07-11T07:37:32.094553+00:00</news:publication_date><news:title>GRPO 在仅合成数据的 ASR 适配中将 WER 降低 40%</news:title></news:news></url>
<url><loc>https://korshunov.ai/pt-br/article/11004-grpo-reduz-o-wer-em-40-na-adaptacao-de-asr-apenas-com-dados-sinteticos/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>pt</news:language></news:publication><news:publication_date>2026-07-11T07:37:32.094553+00:00</news:publication_date><news:title>GRPO reduz o WER em 40% na adaptação de ASR apenas com dados sintéticos</news:title></news:news></url>
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<url><loc>https://korshunov.ai/ja/article/11004-grpohahe-cheng-nomiasrshi-ying-tewerwo40-xue-jian/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ja</news:language></news:publication><news:publication_date>2026-07-11T07:37:32.094553+00:00</news:publication_date><news:title>GRPOは合成のみASR適応でWERを40%削減</news:title></news:news></url>
<url><loc>https://korshunov.ai/ko/article/11004-grponeun-habseong-jeonyong-asr-jeogeungeseo-wereul-40-gamsosikim/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ko</news:language></news:publication><news:publication_date>2026-07-11T07:37:32.094553+00:00</news:publication_date><news:title>GRPO는 합성 전용 ASR 적응에서 WER을 40% 감소시킴</news:title></news:news></url>
<url><loc>https://korshunov.ai/fr/article/11004-grpo-reduit-le-wer-de-40-sur-l-adaptation-asr-uniquement-synthetique/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>fr</news:language></news:publication><news:publication_date>2026-07-11T07:37:32.094553+00:00</news:publication_date><news:title>GRPO réduit le WER de 40% sur l'adaptation ASR uniquement synthétique</news:title></news:news></url>
<url><loc>https://korshunov.ai/id/article/11004-grpo-mengurangi-wer-sebesar-40-pada-adaptasi-asr-hanya-sintetis/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>id</news:language></news:publication><news:publication_date>2026-07-11T07:37:32.094553+00:00</news:publication_date><news:title>GRPO mengurangi WER sebesar 40% pada adaptasi ASR hanya sintetis</news:title></news:news></url>
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<url><loc>https://korshunov.ai/en/article/11003-omnifood-bench-evaluates-vlms-on-nutrient-reasoning-and-personalized-health/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>en</news:language></news:publication><news:publication_date>2026-07-11T07:29:00.560732+00:00</news:publication_date><news:title>OmniFood-Bench evaluates VLMs on nutrient reasoning and personalized health advice</news:title></news:news></url>
<url><loc>https://korshunov.ai/ru/article/11003-omnifood-bench-otsenivaet-vlm-po-rassuzhdeniiam-o-pitatelnykh-veshchestvakh-i-po/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ru</news:language></news:publication><news:publication_date>2026-07-11T07:29:00.560732+00:00</news:publication_date><news:title>OmniFood-Bench оценивает VLM по рассуждениям о питательных веществах и персонализированным рекомендациям по здоровью</news:title></news:news></url>
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<url><loc>https://korshunov.ai/zh-hans/article/11003-omnifood-benchping-gu-vlmzai-ying-yang-tui-li-he-ge-xing-hua-jian-kang-jian-yi/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>zh-cn</news:language></news:publication><news:publication_date>2026-07-11T07:29:00.560732+00:00</news:publication_date><news:title>OmniFood-Bench评估VLM在营养推理和个性化健康建议方面的表现</news:title></news:news></url>
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<url><loc>https://korshunov.ai/ja/article/11003-omnifood-benchha-rong-yang-tui-lun-toge-bie-hua-jian-kang-jia-woxing-u/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ja</news:language></news:publication><news:publication_date>2026-07-11T07:29:00.560732+00:00</news:publication_date><news:title>OmniFood-Benchは、栄養推論と個別化健康アドバイスにおけるVLMの評価を行う</news:title></news:news></url>
<url><loc>https://korshunov.ai/ko/article/11003-omnifood-benchneun-yeongyang-curon-mic-gaeinhwa-geongang-joeone-daehan-vlm/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ko</news:language></news:publication><news:publication_date>2026-07-11T07:29:00.560732+00:00</news:publication_date><news:title>OmniFood-Bench는 영양 추론 및 개인화 건강 조언에 대한 VLM 평가</news:title></news:news></url>
<url><loc>https://korshunov.ai/fr/article/11003-omnifood-bench-evalue-les-vlm-sur-le-raisonnement-nutritionnel-et-les-conseils/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>fr</news:language></news:publication><news:publication_date>2026-07-11T07:29:00.560732+00:00</news:publication_date><news:title>OmniFood-Bench évalue les VLM sur le raisonnement nutritionnel et les conseils de santé personnalisés</news:title></news:news></url>
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<url><loc>https://korshunov.ai/en/article/10900-nearest-centroid-classifier-achieves-94-2-accuracy-on-visem-semen-dataset/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>en</news:language></news:publication><news:publication_date>2026-07-11T06:31:55.097556+00:00</news:publication_date><news:title>Nearest Centroid classifier achieves 94.2% accuracy on VISEM semen dataset</news:title></news:news></url>
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<url><loc>https://korshunov.ai/es/article/10900-el-clasificador-de-centroide-mas-cercano-alcanza-una-precision-del-942-en-el-de/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>es</news:language></news:publication><news:publication_date>2026-07-11T06:31:55.097556+00:00</news:publication_date><news:title>El clasificador de centroide más cercano alcanza una precisión del 94,2% en el conjunto de datos VISEM de semen</news:title></news:news></url>
<url><loc>https://korshunov.ai/zh-hans/article/10900-zui-jin-zhi-xin-fen-lei-qi-zai-visemjing-ye-shu-ju-ji-shang-da-dao-94-2-de-zhun/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>zh-cn</news:language></news:publication><news:publication_date>2026-07-11T06:31:55.097556+00:00</news:publication_date><news:title>最近质心分类器在VISEM精液数据集上达到94.2%的准确率</news:title></news:news></url>
<url><loc>https://korshunov.ai/pt-br/article/10900-classificador-de-centroide-mais-proximo-atinge-942-de-precisao-no-conjunto-de-de/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>pt</news:language></news:publication><news:publication_date>2026-07-11T06:31:55.097556+00:00</news:publication_date><news:title>Classificador de Centroide Mais Próximo atinge 94,2% de precisão no conjunto de dados VISEM de sêmen</news:title></news:news></url>
<url><loc>https://korshunov.ai/hi/article/10900-niyrstt-senttronidd-klaasiphaayr-ne-visem-shukraannu-ddettaasett-pr-94-2-haasil/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>hi</news:language></news:publication><news:publication_date>2026-07-11T06:31:55.097556+00:00</news:publication_date><news:title>नियरस्ट सेंट्रॉइड क्लासिफायर ने VISEM शुक्राणु डेटासेट पर 94.2% सटीकता हासिल की</news:title></news:news></url>
<url><loc>https://korshunov.ai/ja/article/10900-zui-jin-jie-zhong-xin-fen-lei-qi-kavisemjing-ye-te-tasetsutote94-2-nojing-du/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ja</news:language></news:publication><news:publication_date>2026-07-11T06:31:55.097556+00:00</news:publication_date><news:title>最近接重心分類器がVISEM精液データセットで94.2%の精度を達成</news:title></news:news></url>
<url><loc>https://korshunov.ai/ko/article/10900-coegeun-jungsim-bunryugi-visem-jeongaeg-deiteoseseseo-94-2-jeonghwagdo-dalseong/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ko</news:language></news:publication><news:publication_date>2026-07-11T06:31:55.097556+00:00</news:publication_date><news:title>최근 중심 분류기, VISEM 정액 데이터셋에서 94.2% 정확도 달성</news:title></news:news></url>
<url><loc>https://korshunov.ai/fr/article/10900-le-classifieur-du-centre-le-plus-proche-atteint-942-de-precision-sur-l-ensemble/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>fr</news:language></news:publication><news:publication_date>2026-07-11T06:31:55.097556+00:00</news:publication_date><news:title>Le classifieur du centre le plus proche atteint 94,2 % de précision sur l'ensemble de données VISEM sur le sperme</news:title></news:news></url>
<url><loc>https://korshunov.ai/id/article/10900-klasifier-pusat-terdekat-mencapai-akurasi-942-pada-dataset-semen-visem/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>id</news:language></news:publication><news:publication_date>2026-07-11T06:31:55.097556+00:00</news:publication_date><news:title>Klasifier Pusat Terdekat mencapai akurasi 94,2% pada dataset semen VISEM</news:title></news:news></url>
<url><loc>https://korshunov.ai/ar/article/10900-musniwf-qrb-mrkz-yhqq-dq-bnsb-94-2-l-mjmw-bynt-lsyl-lmnwy-visem/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ar</news:language></news:publication><news:publication_date>2026-07-11T06:31:55.097556+00:00</news:publication_date><news:title>مُصنِّف أقرب مركز يحقق دقة بنسبة 94.2% على مجموعة بيانات السائل المنوي VISEM</news:title></news:news></url>
<url><loc>https://korshunov.ai/en/article/11002-nearest-centroid-achieves-94-2-accuracy-predicting-male-fertility-from-semen/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>en</news:language></news:publication><news:publication_date>2026-07-11T06:25:30.765920+00:00</news:publication_date><news:title>Nearest Centroid achieves 94.2% accuracy predicting male fertility from semen parameters</news:title></news:news></url>
<url><loc>https://korshunov.ai/ru/article/11002-metod-blizhaishego-tsentroida-dostigaet-tochnosti-94-2-pri-prognozirovanii-po/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ru</news:language></news:publication><news:publication_date>2026-07-11T06:25:30.765920+00:00</news:publication_date><news:title>Метод ближайшего центроида достигает точности 94.2% при прогнозировании мужской фертильности по параметрам спермы</news:title></news:news></url>
<url><loc>https://korshunov.ai/es/article/11002-el-vecino-mas-cercano-alcanza-una-precision-del-94-2-al-predecir-la-fertilidad-a/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>es</news:language></news:publication><news:publication_date>2026-07-11T06:25:30.765920+00:00</news:publication_date><news:title>El vecino más cercano alcanza una precisión del 94.2% al predecir la fertilidad masculina a partir de parámetros del semen</news:title></news:news></url>
<url><loc>https://korshunov.ai/zh-hans/article/11002-zui-jin-zhi-xin-fa-gen-ju-jing-ye-can-shu-yu-ce-nan-xing-sheng-yu-li-de-zhun-que/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>zh-cn</news:language></news:publication><news:publication_date>2026-07-11T06:25:30.765920+00:00</news:publication_date><news:title>最近质心法根据精液参数预测男性生育力的准确率达到94.2%</news:title></news:news></url>
<url><loc>https://korshunov.ai/pt-br/article/11002-vizinho-mais-proximo-atinge-942-de-precisao-na-previsao-da-fertilidade-masculina/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>pt</news:language></news:publication><news:publication_date>2026-07-11T06:25:30.765920+00:00</news:publication_date><news:title>Vizinho mais próximo atinge 94,2% de precisão na previsão da fertilidade masculina a partir de parâmetros do sêmen</news:title></news:news></url>
<url><loc>https://korshunov.ai/hi/article/11002-shukraannu-ke-pairaamiittron-se-puruss-prjnn-kssmtaa-kii-bhvissyvaannii-krne-men/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>hi</news:language></news:publication><news:publication_date>2026-07-11T06:25:30.765920+00:00</news:publication_date><news:title>शुक्राणु के पैरामीटरों से पुरुष प्रजनन क्षमता की भविष्यवाणी करने में निकटतम केंद्रक (Nearest Centroid) ने 94.2% सटीकता हासिल की</news:title></news:news></url>
<url><loc>https://korshunov.ai/ja/article/11002-jing-ye-harame-takaranan-xing-nosheng-zhi-neng-woyu-ce-surujin-jie-zhong-xin-fa/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ja</news:language></news:publication><news:publication_date>2026-07-11T06:25:30.765920+00:00</news:publication_date><news:title>精液パラメータから男性の生殖能を予測する近接重心法が94.2%の精度を達成</news:title></news:news></url>
<url><loc>https://korshunov.ai/ko/article/11002-jeongaeg-maegaebyeonsurobuteo-namseong-saengsigryeogeul-yeceughaneun-nearest-94/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ko</news:language></news:publication><news:publication_date>2026-07-11T06:25:30.765920+00:00</news:publication_date><news:title>정액 매개변수로부터 남성 생식력을 예측하는 Nearest Centroid가 94.2%의 정확도 달성</news:title></news:news></url>
<url><loc>https://korshunov.ai/fr/article/11002-le-classifieur-nearest-centroid-atteint-une-precision-de-942-pour-predire-la-a/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>fr</news:language></news:publication><news:publication_date>2026-07-11T06:25:30.765920+00:00</news:publication_date><news:title>Le classifieur Nearest Centroid atteint une précision de 94,2 % pour prédire la fertilité masculine à partir des paramètres du sperme</news:title></news:news></url>
<url><loc>https://korshunov.ai/id/article/11002-nearest-centroid-mencapai-akurasi-942-dalam-memprediksi-kesuburan-pria-dari/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>id</news:language></news:publication><news:publication_date>2026-07-11T06:25:30.765920+00:00</news:publication_date><news:title>Nearest Centroid mencapai akurasi 94,2% dalam memprediksi kesuburan pria dari parameter sperma</news:title></news:news></url>
<url><loc>https://korshunov.ai/ar/article/11002-tryq-qrb-mrkzy-thqq-dq-bnsb-94-2-fy-ltnbw-bkhswb-ldhkwr-mn-m-yyr-lsyl-lmnwy/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ar</news:language></news:publication><news:publication_date>2026-07-11T06:25:30.765920+00:00</news:publication_date><news:title>طريقة أقرب مركزية تحقق دقة بنسبة 94.2% في التنبؤ بخصوبة الذكور من معايير السائل المنوي</news:title></news:news></url>
<url><loc>https://korshunov.ai/en/article/11001-adorn-uses-rl-to-adaptively-handle-drift-in-open-ran-ai-ml-models/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>en</news:language></news:publication><news:publication_date>2026-07-11T06:18:13.286557+00:00</news:publication_date><news:title>ADORN uses RL to adaptively handle drift in Open RAN AI/ML models</news:title></news:news></url>
<url><loc>https://korshunov.ai/ru/article/11001-adorn-ispolzuet-rl-dlia-adaptivnoi-obrabotki-dreifa-v-modeliakh-ii-ml-open-ran/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ru</news:language></news:publication><news:publication_date>2026-07-11T06:18:13.286557+00:00</news:publication_date><news:title>ADORN использует RL для адаптивной обработки дрейфа в моделях ИИ/ML Open RAN</news:title></news:news></url>
<url><loc>https://korshunov.ai/es/article/11001-adorn-utiliza-rl-para-manejar-adaptativamente-la-deriva-en-modelos-de-ia-ml-de/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>es</news:language></news:publication><news:publication_date>2026-07-11T06:18:13.286557+00:00</news:publication_date><news:title>ADORN utiliza RL para manejar adaptativamente la deriva en modelos de IA/ML de Open RAN</news:title></news:news></url>
<url><loc>https://korshunov.ai/zh-hans/article/11001-adorn-shi-yong-qiang-hua-xue-xi-zi-gua-ying-chu-li-open-ran-ai-ml-mo-xing-zhong/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>zh-cn</news:language></news:publication><news:publication_date>2026-07-11T06:18:13.286557+00:00</news:publication_date><news:title>ADORN 使用强化学习自适应处理 Open RAN AI/ML 模型中的漂移</news:title></news:news></url>
<url><loc>https://korshunov.ai/pt-br/article/11001-adorn-usa-rl-para-lidar-adaptativamente-com-a-deriva-em-modelos-de-ia-ml-do-open/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>pt</news:language></news:publication><news:publication_date>2026-07-11T06:18:13.286557+00:00</news:publication_date><news:title>ADORN usa RL para lidar adaptativamente com a deriva em modelos de IA/ML do Open RAN</news:title></news:news></url>
<url><loc>https://korshunov.ai/hi/article/11001-adorn-open-ran-ai-ml-monddl-men-ddriphtt-ko-anukuulit-ruup-se-snbhaalne-ke-lie/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>hi</news:language></news:publication><news:publication_date>2026-07-11T06:18:13.286557+00:00</news:publication_date><news:title>ADORN Open RAN AI/ML मॉडल में ड्रिफ्ट को अनुकूलित रूप से संभालने के लिए RL का उपयोग करता है</news:title></news:news></url>
<url><loc>https://korshunov.ai/ja/article/11001-adornhaqiang-hua-xue-xi-woyong-iteopen-rannoai-mlmoteruniokerutorihutowoshi-ying/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ja</news:language></news:publication><news:publication_date>2026-07-11T06:18:13.286557+00:00</news:publication_date><news:title>ADORNは強化学習を用いてOpen RANのAI/MLモデルにおけるドリフトを適応的に処理する</news:title></news:news></url>
<url><loc>https://korshunov.ai/ko/article/11001-adorneun-rleul-sayonghayeo-open-ran-ai-ml-modelyi-deuripeuteureul-ceorihabnida/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ko</news:language></news:publication><news:publication_date>2026-07-11T06:18:13.286557+00:00</news:publication_date><news:title>ADORN은 RL을 사용하여 Open RAN AI/ML 모델의 드리프트를 적응적으로 처리합니다</news:title></news:news></url>
<url><loc>https://korshunov.ai/fr/article/11001-adorn-utilise-l-apprentissage-par-renforcement-pour-gerer-de-maniere-adaptative/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>fr</news:language></news:publication><news:publication_date>2026-07-11T06:18:13.286557+00:00</news:publication_date><news:title>ADORN utilise l'apprentissage par renforcement pour gérer de manière adaptative la dérive dans les modèles d'IA/ML d'Open RAN</news:title></news:news></url>
<url><loc>https://korshunov.ai/id/article/11001-adorn-menggunakan-rl-untuk-menangani-drift-secara-adaptif-pada-model-ai-ml-open/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>id</news:language></news:publication><news:publication_date>2026-07-11T06:18:13.286557+00:00</news:publication_date><news:title>ADORN menggunakan RL untuk menangani drift secara adaptif pada model AI/ML Open RAN</news:title></news:news></url>
<url><loc>https://korshunov.ai/ar/article/11001-ystkhdm-adorn-lt-lm-lm-zz-llt-ml-bshkl-tkyfy-m-lnhrf-fy-nmdhj-ldhk-lstn-y-wlt-lm/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ar</news:language></news:publication><news:publication_date>2026-07-11T06:18:13.286557+00:00</news:publication_date><news:title>يستخدم ADORN التعلم المعزز للتعامل بشكل تكيفي مع الانحراف في نماذج الذكاء الاصطناعي والتعلم الآلي لشبكة الوصول اللاسلكي المفتوح (Open RAN)</news:title></news:news></url>
<url><loc>https://korshunov.ai/en/article/10899-statistical-efficiency-and-inference-of-quantile-distributional-reinforcement/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>en</news:language></news:publication><news:publication_date>2026-07-11T06:09:46.798111+00:00</news:publication_date><news:title>Statistical Efficiency and Inference of Quantile Distributional Reinforcement Learning</news:title></news:news></url>
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<url><loc>https://korshunov.ai/zh-hans/article/10899-fen-wei-shu-fen-bu-qiang-hua-xue-xi-de-tong-ji-xiao-lu-yu-tui-duan/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>zh-cn</news:language></news:publication><news:publication_date>2026-07-11T06:09:46.798111+00:00</news:publication_date><news:title>分位数分布强化学习的统计效率与推断</news:title></news:news></url>
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<url><loc>https://korshunov.ai/ja/article/11088-mityan-jiu-zhe-karo-karutui-lun-jian-shi-yong-noo-hunso-sullm-servetatsushiyuho/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ja</news:language></news:publication><news:publication_date>2026-07-11T00:51:34.979923+00:00</news:publication_date><news:title>MIT研究者がローカル推論監視用のオープンソースLLM Serveダッシュボードを公開</news:title></news:news></url>
<url><loc>https://korshunov.ai/ko/article/11088-mit-yeonguweoni-rokeol-curon-moniteoringeul-wihan-opeunsoseu-llm-serve-gonggae/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ko</news:language></news:publication><news:publication_date>2026-07-11T00:51:34.979923+00:00</news:publication_date><news:title>MIT 연구원이 로컬 추론 모니터링을 위한 오픈소스 LLM Serve 대시보드 공개</news:title></news:news></url>
<url><loc>https://korshunov.ai/fr/article/11088-un-chercheur-du-mit-publie-un-tableau-de-bord-llm-serve-open-source-pour-la-de-l/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>fr</news:language></news:publication><news:publication_date>2026-07-11T00:51:34.979923+00:00</news:publication_date><news:title>Un chercheur du MIT publie un tableau de bord LLM Serve open-source pour la surveillance de l'inférence locale</news:title></news:news></url>
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<url><loc>https://korshunov.ai/zh-hans/article/11087-langgraph-cli-0-4-31-yun-xu-shi-yong-zui-gao-1-0-0-ban-ben-de-langgraph-api-yi/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>zh-cn</news:language></news:publication><news:publication_date>2026-07-11T00:42:06.713107+00:00</news:publication_date><news:title>langgraph-cli 0.4.31 允许使用最高 1.0.0 版本的 langgraph-api 以及用于部署的预构建镜像</news:title></news:news></url>
<url><loc>https://korshunov.ai/id/article/11087-langgraph-cli-0-4-31-mengizinkan-langgraph-api-hingga-1-0-0-dan-gambar-pra-untuk/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>id</news:language></news:publication><news:publication_date>2026-07-11T00:42:06.713107+00:00</news:publication_date><news:title>langgraph-cli 0.4.31 mengizinkan langgraph-api hingga 1.0.0 dan gambar pra-bangun untuk deployment</news:title></news:news></url>
<url><loc>https://korshunov.ai/pt-br/article/11087-langgraph-cli-0-4-31-permite-langgraph-api-ate-1-0-0-e-imagens-pre-construidas/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>pt</news:language></news:publication><news:publication_date>2026-07-11T00:42:06.713107+00:00</news:publication_date><news:title>langgraph-cli 0.4.31 permite langgraph-api até 1.0.0 e imagens pré-construídas para implantação</news:title></news:news></url>
<url><loc>https://korshunov.ai/hi/article/11087-langgraph-cli-0-4-31-langgraph-api-ko-1-0-0-tk-aur-ddiplony-ke-lie-priibildd-kii/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>hi</news:language></news:publication><news:publication_date>2026-07-11T00:42:06.713107+00:00</news:publication_date><news:title>langgraph-cli 0.4.31 langgraph-api को 1.0.0 तक और डिप्लॉय के लिए प्रीबिल्ड इमेजेस की अनुमति देता है</news:title></news:news></url>
<url><loc>https://korshunov.ai/ja/article/11087-langgraph-cli-0-4-31-ha-langgraph-api-1-0-0-oyohitehuroiyong-hurihirutoime-to/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ja</news:language></news:publication><news:publication_date>2026-07-11T00:42:06.713107+00:00</news:publication_date><news:title>langgraph-cli 0.4.31 は langgraph-api 1.0.0 およびデプロイ用プリビルドイメージをサポート</news:title></news:news></url>
<url><loc>https://korshunov.ai/ko/article/11087-langgraph-cli-0-4-31eun-langgraph-api-coedae-1-0-0-mic-baepoyong-sajeon-bildeu/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ko</news:language></news:publication><news:publication_date>2026-07-11T00:42:06.713107+00:00</news:publication_date><news:title>langgraph-cli 0.4.31은 langgraph-api 최대 1.0.0 및 배포용 사전 빌드 이미지를 허용합니다</news:title></news:news></url>
<url><loc>https://korshunov.ai/fr/article/11087-langgraph-cli-0-4-31-permet-langgraph-api-jusqu-a-1-0-0-et-les-images-pour-le/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>fr</news:language></news:publication><news:publication_date>2026-07-11T00:42:06.713107+00:00</news:publication_date><news:title>langgraph-cli 0.4.31 permet langgraph-api jusqu'à 1.0.0 et les images préconstruites pour le déploiement</news:title></news:news></url>
<url><loc>https://korshunov.ai/ar/article/11087-langgraph-cli-0-4-31-ysmh-b-langgraph-api-ht-lsdr-1-0-0-wswr-mu-d-msbqan-llnshr/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ar</news:language></news:publication><news:publication_date>2026-07-11T00:42:06.713107+00:00</news:publication_date><news:title>langgraph-cli 0.4.31 يسمح بـ langgraph-api حتى الإصدار 1.0.0 وصور مُعدة مسبقاً للنشر</news:title></news:news></url>
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