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Source channel @MachineLearningResearch · Post #75 · Jun 3

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Европейские эксперты выпустили белую книгу о текущем состоянии и перспективах квантового ML Это не просто новая технология, а потенциальная смена вычислительной парадигмы Страны/регионы, которые сейчас создадут правильную экосистему (таланты + инфраструктура + стандарты + применения), получат долгосрочное технологическое лидерство Стратегические выводы из отчета: 1. Мы на пороге технологической революции • Две вычислительные революции происходят одновременно - ML и квантовые вычисления, с разными уровнями зрелости • Их синергия создаст качественно новые возможности, недоступные каждой технологии по отдельности 2. Геополитическая гонка уже началась • ЕС зажат между доминированием США и растущей ролью Китая, особенно в ML • Патенты на применение ML в квантовых вычислениях уже активно регистрируются, в основном в США • Пример #DeepSeek показывает, что инновации и открытые модели могут кардинально изменить баланс сил 3. Критическое окно возможностей: 5-10 лет • Сейчас формируются стандарты и платформы, которые определят будущее • Лидерство в этих областях определяется научным превосходством и способностью создавать интегрированные программные платформы • Кто создаст экосистему первым, тот получит долгосрочное преимущество 4. Ключевые стратегические направления: То, что уже работает-ML для улучшения квантовых систем Это создает немедленную ценность и ускоряет развитие Среднесрочная перспектива (критично для лидерства): • Гибридные квантово-классические системы • Квантовые алгоритмы для конкретных промышленных задач Долгосрочная цель (определит будущее): • Полностью квантовые ML-системы • Принципиально новые вычислительные парадигмы 5. Стратегические рекомендации: - Инвестиции должны идти параллельно в: • Фундаментальные исследования • Прикладные разработки • Инфраструктуру (квантовые компьютеры + классические HPC) - Критически важно: • Создание открытых платформ и стандартов • Подготовка специалистов на стыке квантовых технологий и ML • Баланс между открытой наукой и коммерческой конкурентоспособностью - Энергетический аспект: Необходимо оценивать и оптимизировать энергопотребление как квантовых ML решений, так и классического ML для квантовых технологий Это может стать конкурентным преимуществом Риск для отстающих- зависимость в критических областях (медицина, безопасность, материалы, энергетика) на десятилетия вперед

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@ssbclear · Post #9853 · 02/07/2026, 02:50 AM

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wat@ssbclear ⚔️WAT Challenge⚔️ Write sentences— 15 seconds or less for each. 📝Write & Review! ▹ Drop your responses below. ▹ Review at least 2 fellow responses with constructive feedback. Let’s sharpen our thinking and expression— together. 💬🧠 Everyone reviews, everyone gets reviewed!💪🔥 🔤Today’s Words: #wat@ssbclear ⚔️WAT Challenge⚔️ Write sentences— 15 seconds or less for each. 📝Write & Review! ▹ Drop your responses below. ▹ Review at least 2 fellow responses with constructive feedback. Let’s sharpen our thinking and expression— together. 💬🧠 Everyone reviews, everyone gets reviewed!💪🔥 🔤Today’s Words: Crisis Education Women Fitness Justice Law Sacrifice

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@ssbclear · Post #9847 · 02/06/2026, 02:50 AM

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wat@ssbclear ⚔️WAT Challenge⚔️ Write sentences— 15 seconds or less for each. 📝Write & Review! ▹ Drop your responses below. ▹ Review at least 2 fellow responses with constructive feedback. Let’s sharpen our thinking and expression— together. 💬🧠 Everyone reviews, everyone gets reviewed!💪🔥 🔤Today’s Words: #wat@ssbclear ⚔️WAT Challenge⚔️ Write sentences— 15 seconds or less for each. 📝Write & Review! ▹ Drop your responses below. ▹ Review at least 2 fellow responses with constructive feedback. Let’s sharpen our thinking and expression— together. 💬🧠 Everyone reviews, everyone gets reviewed!💪🔥 🔤Today’s Words: Leader Alone Friend Courage Obstacle Time Nation

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@ssbclear · Post #9841 · 02/05/2026, 02:50 AM

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wat@ssbclear ⚔️WAT Challenge⚔️ Write sentences— 15 seconds or less for each. 📝Write & Review! ▹ Drop your responses below. ▹ Review at least 2 fellow responses with constructive feedback. Let’s sharpen our thinking and expression— together. 💬🧠 Everyone reviews, everyone gets reviewed!💪🔥 🔤Today’s Words: #wat@ssbclear ⚔️WAT Challenge⚔️ Write sentences— 15 seconds or less for each. 📝Write & Review! ▹ Drop your responses below. ▹ Review at least 2 fellow responses with constructive feedback. Let’s sharpen our thinking and expression— together. 💬🧠 Everyone reviews, everyone gets reviewed!💪🔥 🔤Today’s Words: Fear Command Influence Courage Stress Risk Challenge

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@ssbclear · Post #9835 · 02/04/2026, 02:50 AM

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wat@ssbclear ⚔️WAT Challenge⚔️ Write sentences— 15 seconds or less for each. 📝Write & Review! ▹ Drop your responses below. ▹ Review at least 2 fellow responses with constructive feedback. Let’s sharpen our thinking and expression— together. 💬🧠 Everyone reviews, everyone gets reviewed!💪🔥 🔤Today’s Words: #wat@ssbclear ⚔️WAT Challenge⚔️ Write sentences— 15 seconds or less for each. 📝Write & Review! ▹ Drop your responses below. ▹ Review at least 2 fellow responses with constructive feedback. Let’s sharpen our thinking and expression— together. 💬🧠 Everyone reviews, everyone gets reviewed!💪🔥 🔤Today’s Words: Soldier War Mother Success Abide Allow Danger

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@ssbclear · Post #9830 · 02/03/2026, 02:50 AM

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wat@ssbclear ⚔️WAT Challenge⚔️ Write sentences— 15 seconds or less for each. 📝Write & Review! ▹ Drop your responses below. ▹ Review at least 2 fellow responses with constructive feedback. Let’s sharpen our thinking and expression— together. 💬🧠 Everyone reviews, everyone gets reviewed!💪🔥 🔤Today’s Words: #wat@ssbclear ⚔️WAT Challenge⚔️ Write sentences— 15 seconds or less for each. 📝Write & Review! ▹ Drop your responses below. ▹ Review at least 2 fellow responses with constructive feedback. Let’s sharpen our thinking and expression— together. 💬🧠 Everyone reviews, everyone gets reviewed!💪🔥 🔤Today’s Words: Learn Hard work Criticism Bold Team Ability

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@ssbclear · Post #9820 · 02/01/2026, 03:29 AM

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#wat@ssbclear ⚔️WAT Challenge⚔️ Write sentences— 15 seconds or less for each. 📝Write & Review! ▹ Drop your responses below. ▹ Review at least 2 fellow responses with constructive feedback. Let’s sharpen our thinking and expression— together. 💬🧠 Everyone reviews, everyone gets reviewed!💪🔥 🔤Today’s Words: #wat@ssbclear ⚔️WAT Challenge⚔️ Write sentences— 15 seconds or less for each. 📝Write & Review! ▹ Drop your responses below. ▹ Review at least 2 fellow responses with constructive feedback. Let’s sharpen our thinking and expression— together. 💬🧠 Everyone reviews, everyone gets reviewed!💪🔥 🔤Today’s Words: Energy Romance Boyfriend Father Deep

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@ssbclear · Post #9813 · 01/31/2026, 03:27 AM

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#wat@ssbclear ⚔️WAT Challenge⚔️ Write sentences— 15 seconds or less for each. 📝Write & Review! ▹ Drop your responses below. ▹ Review at least 2 fellow responses with constructive feedback. Let’s sharpen our thinking and expression— together. 💬🧠 Everyone reviews, everyone gets reviewed!💪🔥 🔤Today’s Words: #wat@ssbclear ⚔️WAT Challenge⚔️ Write sentences— 15 seconds or less for each. 📝Write & Review! ▹ Drop your responses below. ▹ Review at least 2 fellow responses with constructive feedback. Let’s sharpen our thinking and expression— together. 💬🧠 Everyone reviews, everyone gets reviewed!💪🔥 🔤Today’s Words: Revise Ahead Thought Adopt Practice

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@ssbclear · Post #9809 · 01/30/2026, 03:27 AM

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#wat@ssbclear ⚔️WAT Challenge⚔️ Write sentences— 15 seconds or less for each. 📝Write & Review! ▹ Drop your responses below. ▹ Review at least 2 fellow responses with constructive feedback. Let’s sharpen our thinking and expression— together. 💬🧠 Everyone reviews, everyone gets reviewed!💪🔥 🔤Today’s Words: #wat@ssbclear ⚔️WAT Challenge⚔️ Write sentences— 15 seconds or less for each. 📝Write & Review! ▹ Drop your responses below. ▹ Review at least 2 fellow responses with constructive feedback. Let’s sharpen our thinking and expression— together. 💬🧠 Everyone reviews, everyone gets reviewed!💪🔥 🔤Today’s Words: Legend Sight Sequence Sweet Simmer

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@ssbclear · Post #9804 · 01/29/2026, 03:28 AM

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#wat@ssbclear ⚔️WAT Challenge⚔️ Write sentences— 15 seconds or less for each. 📝Write & Review! ▹ Drop your responses below. ▹ Review at least 2 fellow responses with constructive feedback. Let’s sharpen our thinking and expression— together. 💬🧠 Everyone reviews, everyone gets reviewed!💪🔥 🔤Today’s Words: #wat@ssbclear ⚔️WAT Challenge⚔️ Write sentences— 15 seconds or less for each. 📝Write & Review! ▹ Drop your responses below. ▹ Review at least 2 fellow responses with constructive feedback. Let’s sharpen our thinking and expression— together. 💬🧠 Everyone reviews, everyone gets reviewed!💪🔥 🔤Today’s Words: Refine Answer Time Queen Shallow

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@ssbclear · Post #9797 · 01/28/2026, 03:25 AM

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#wat@ssbclear ⚔️WAT Challenge⚔️ Write sentences— 15 seconds or less for each. 📝Write & Review! ▹ Drop your responses below. ▹ Review at least 2 fellow responses with constructive feedback. Let’s sharpen our thinking and expression— together. 💬🧠 Everyone reviews, everyone gets reviewed!💪🔥 🔤Today’s Words: #wat@ssbclear ⚔️WAT Challenge⚔️ Write sentences— 15 seconds or less for each. 📝Write & Review! ▹ Drop your responses below. ▹ Review at least 2 fellow responses with constructive feedback. Let’s sharpen our thinking and expression— together. 💬🧠 Everyone reviews, everyone gets reviewed!💪🔥 🔤Today’s Words: Cloud Brave Crook Sad Aware

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@ssbclear · Post #9791 · 01/27/2026, 03:25 AM

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#wat@ssbclear ⚔️WAT Challenge⚔️ Write sentences— 15 seconds or less for each. 📝Write & Review! ▹ Drop your responses below. ▹ Review at least 2 fellow responses with constructive feedback. Let’s sharpen our thinking and expression— together. 💬🧠 Everyone reviews, everyone gets reviewed!💪🔥 🔤Today’s Words: #wat@ssbclear ⚔️WAT Challenge⚔️ Write sentences— 15 seconds or less for each. 📝Write & Review! ▹ Drop your responses below. ▹ Review at least 2 fellow responses with constructive feedback. Let’s sharpen our thinking and expression— together. 💬🧠 Everyone reviews, everyone gets reviewed!💪🔥 🔤Today’s Words: Safe Joy Mingle Mercy Follow

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@ssbclear · Post #9784 · 01/26/2026, 03:20 AM

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#wat@ssbclear ⚔️WAT Challenge⚔️ Write sentences— 15 seconds or less for each. 📝Write & Review! ▹ Drop your responses below. ▹ Review at least 2 fellow responses with constructive feedback. Let’s sharpen our thinking and expression— together. 💬🧠 Everyone reviews, everyone gets reviewed!💪🔥 🔤Today’s Words: #wat@ssbclear ⚔️WAT Challenge⚔️ Write sentences— 15 seconds or less for each. 📝Write & Review! ▹ Drop your responses below. ▹ Review at least 2 fellow responses with constructive feedback. Let’s sharpen our thinking and expression— together. 💬🧠 Everyone reviews, everyone gets reviewed!💪🔥 🔤Today’s Words: Above Sink Depression Crime Amount

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