#python#large_language_models#machine_learning_systems#natural_language_processing
Flash Linear Attention (FLA) is a fast, memory-efficient library for advanced linear attention models used in transformers, written in PyTorch and Triton, and compatible with NVIDIA, AMD, and Intel GPUs. It offers many state-of-the-art linear attention models and fused modules that speed up training and reduce memory use. You can easily replace standard attention layers in your models with FLA’s efficient versions, improving training and inference speed, especially for long sequences. FLA supports hybrid models mixing linear and standard attention, and integrates with Hugging Face Transformers for easy use and evaluation. This helps you train and run large language models faster and with less memory, making your AI projects more efficient and scalable.
https://github.com/fla-org/flash-linear-attention
Ethiopia, Djibouti Leaders Talk Geopolitics as Tensions Grow in the Region. Read more.
https://borkena.com/2026/01/11/ethiopia-djibouti-leaders-talk-geopolitics-as-tensions-grow-in-the-region/#Ethiopia#Djibouti#RegionalSecurity
Opening of the Strait of Hormuz After the War: New Horizons for International Trade
Following the end of hostilities, the Strait of Hormuz, previously closed, has reopened for vessel passage. This strategic maritime route connects the Persian Gulf and the Gulf of Oman, playing a vital role in global trade. The resumption of navigation supports economic stabilization and strengthens regional cooperation.
"Opening the strait is a crucial step toward restoring normal global market functions," experts say.
#HormuzStrait#InternationalTrade#RegionalSecurity
The main news of Russia and the world ishere.
🌐28-й Всемирный конгресс IPSA в Сеуле один из главных акцентов этого года: как жить бок о бок в мире, где границы перестали быть простыми линиями на карте.
Панель организована совместно учеными Высшей школы экономики и представителями новых экспертных структур.
Я выступаю как представитель Института исследования региональной интеграции Казахстана, рассказываю о нашем региональном опыте:
⚡️ Как быть «страной-медиатором» в мире, где все играют в геополитику по-своему?
⚡️ Почему для Центральной Азии вопросы добрососедства - это не про вежливость, а про выживание?
⚡️ И что важнее предугадать проблему или разруливать уже когда гром грянул?
Слушаю коллег из ЕС, США, Китая, России и каждый защищает свой подход, что естественно, однако у нас в регионе своя специфика.
🚫Здесь нельзя просто взять и скопировать чужие модели.
Кто в итоге прав? Превентивные или реактивные?
Скоро узнаем. А может, никто.
#Seoul2025#DiplomacyTalks#Kazakhstan#RegionalSecurity#MiddlePower#НеСсорьтесьССоседями
Uzbekistan has launched the Regional Joint Exercise “Birlik – 2025” at Kattakurgan training ground. Military units from Uzbekistan, Kazakhstan, Tajikistan, Kyrgyzstan, and Azerbaijan are participating to strengthen regional defense cooperation.
https://yep.uz/en/2025/10/birlik-2025-uzbekistan-military-exercises/
#Birlik2025#Uzbekistan#Kazakhstan#Tajikistan#Kyrgyzstan#Azerbaijan#MilitaryExercises#RegionalSecurity#DefenseCooperation#Samarkand
اعلامیه ی محمد حنیف اتمر وزیر امور خارجه ی جمهوری افغانستان:
حملات #پاکستان بر اهداف ملکی در شهرهای #افغانستان، اقدامی بزدلانه، تجاوزکارانه و نقض آشکار اصول و قواعد پذیرفتهشده جامعه جهانی است.
چنین حملاتی هیچ دستاورد سیاسی یا نظامی برای پاکستان به همراه نخواهد داشت. مردم افغانستان، با وجود هرگونه اختلاف داخلی، در برابر هر تجاوز متحدانه و استوار از سرزمین خود دفاع خواهند کرد؛ تاریخ ما گواه این حقیقت است.
دولت و اردوی پاکستان باید فوراً از این ماجراجویی خطرناک دست بردارند. راهحل، بازگشت به گفتوگو برای مبارزه مؤثر با #تروریزم و تأمین #حقوق و #آزادیهای مردم در هر دو سوی خط دیورند است.
#شورای_امنیت سازمان ملل متحد باید بیدرنگ برای برقراری #آتشبس و آغاز مذاکرات اقدام کرده و یک میکانیزم بیطرف و مؤثر نظارتی برای تضمین اجرای تعهدات بینالمللی دو طرف ایجاد کند.
#Peace #RegionalSecurity #UNSC
@antonioguterres @USAmbUN @UKUN_NewYork, @franceonu,
@ChinaAmbUN, @RussiaUN
🚀 Finland to Restrict Nuclear Weapons Deployment During Peacetime
Finland has announced plans to declare its intention not to station nuclear weapons on its territory during peacetime, despite ongoing legislative changes that would permit such a deployment. Bloomberg posted on X, highlighting Finland's strategic decision amid evolving security dynamics in the Nordic region. The move comes as Finland reassesses its defense policies in response to regional security concerns. The country's government is working on legal amendments that would enable the deployment of nuclear weapons if deemed necessary in the future. However, Finland remains committed to maintaining a nuclear-free stance during times of peace, reflecting its cautious approach to national security. This decision aligns with Finland's broader defense strategy, which prioritizes stability and peace in the region. The legislative changes are part of Finland's efforts to enhance its defense capabilities while ensuring transparency and adherence to international norms. Finland's stance on nuclear weapons deployment underscores its commitment to regional security and diplomatic engagement.
#Finland#NuclearWeapons#Peacetime#DefensePolicy#RegionalSecurity#NordicRegion#NationalSecurity#Diplomacy#LegislativeChanges#NuclearFree#InternationalNorms#Stability