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Source channel @githubtrending · Post #15141 · Sep 13

#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

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AI & Law

@ai_and_law · Post #73 · 08/02/2023, 07:04 AM

Leading the Way in Responsible AI: The EU's Vital Opportunity Hello, AI enthusiasts! Today, we share a policy brief by Pegah Maham and Sabrina Küspert from the Stiftung Neue Verantwortung. They highlight the EU's significant chance to take the lead in responsible AI development through the AI Act and beyond. But to seize this opportunity, understanding the risks associated with general-purpose AI models is essential. 🔹 Risks from Unreliability: One major concern is the lack of control over AI models' behavior. This unreliability could lead to serious issues like discrimination and stereotype reproduction, spreading misinformation, and violating individual privacy. 🔹 Misuse and Dual-Use AI Models: The dual-use nature of some AI models poses another challenge. While they offer immense benefits, they can also be misused by malicious actors for cybercrime, biosecurity threats, and politically motivated purposes. 🔹 Systemic Risks: As AI rapidly integrates into our society, systemic risks emerge. These risks include economic power concentration and inequality, ideological homogenization, and disruptions from the lagging adaptation of society. By comprehending and addressing these risks, the EU can establish itself as a global leader in responsible AI development. #ResponsibleAI#AIRegulation#AIAct#AIChallenges#EUAI#TechPolicy#DigitalFuture#AICommunity

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@emagzinewspars · Post #9490 · 11/06/2025, 07:04 AM

#Beijing_Review🇨🇳📕[PDF]⬇️ 6 #November2025 #Weekly_Magazines For learning, for free(dom). @backupofmagazines Beijing Review spotlights China’s #15thFiveYearPlan and its vision for a coordinated, green, and globally inclusive future. The issue unpacks Xi–Trump #Summit diplomacy in Busan, China’s push for #GenderEquality partnerships, and #RCEP as an engine for regional #Integration. Articles explore how strategic planning drives #Sustainability and global development under the banner of #Modernization. From energy transition to cyberspace security, the issue portrays a confident China charting a course for shared growth and stability. #China#GlobalGovernance#Sustainability#FiveYearPlan#RCEP#XiTrumpMeeting#ClimateAction#DigitalFuture#GenderEquality#AsiaPacific