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Изворен канал @pythonotes · Post #335 · 29 мар.

В Linux стандартными средствами можно использовать часть оперативной памяти как диск. Для этого требуется указать тип монтирования tmpfs в команде mount mount -t tmpfs -o size=5G tmpfs /mnt/ram Теперь путь /mnt/ram можно использовать как обычный каталог. Для чего это может быть нужно? ▫️ Скорость работы с таким каталогом выше чем многие SSD и тем более HDD. ▫️ Если у вас очень быстрый SSD на NVMe M.2 то такой способ особо не прибавит вам скорости, но поможет сохранить ресурс SSD когда требуется обрабатывать очень много мелких файлов и оперативка позволяет выделить нужный объем. ▫️ Оперативка это энергозависимая память, поэтому выключении питания все файлы безвозвратно теряются. Такой "non persistent" каталог гарантирует удаление временных файлов. Я написал небольшой скрипт для условного теста и сравнения скорости копирования файлов между SSD и RAM. Вот мои результаты: Single File Size: 30.0Gb ssd > ssd: 0:00:12.850 / 2.3Gb/s sdd > ram: 0:00:06.453 / 4.6Gb/s ram > ram: 0:00:06.995 / 4.3Gb/s ram > sdd: 0:00:06.217 / 4.8Gb/s Dir size: 32.7Gb, File count: 11127 ssd > ssd: 0:00:15.063 / 2.2Gb/s sdd > ram: 0:00:08.486 / 3.9Gb/s ram > ram: 0:00:08.032 / 4.1Gb/s ram > sdd: 0:00:07.026 / 4.7Gb/s Скрипт для теста ↗️ На моём железе прирост скорости ~2x. Плюс экономия ресурса SSD. В Windows такой фишки по умолчанию нет, но обязательно найдутся аналогичные решения #linux#triks

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AI & Law

@ai_and_law · Post #694 · 04.11.2025 г., 08:04

🇳🇱Netherlands' DPA Iissues Guide on Building AI Literacy The Netherlands' data protection authority, Autoriteit Persoonsgegevens, published guidance on developing AI literacy. The AP said AI literacy is critical for developing and deploying responsible AI and algorithms. The guide contains information on legal obligations and offers practical examples for implementing the AP's AI action plan, which is updated periodically. #AILiteracy

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AI & Law

@ai_and_law · Post #581 · 30.05.2025 г., 07:04

🇪🇺AI Literacy Is Now a Legal Requirement in the EU: How it Works? As of February 2, 2025, Article 4 of the EU AI Act is in force—and with it, a new legal obligation: AI literacy is no longer optional. Providers and deployers of AI systems must ensure that their personnel, and anyone handling AI systems on their behalf, have sufficient understanding of how these systems function, what risks they carry, and how they interact with the people affected by them. The European AI Office has just released detailed Q&A guidance to clarify what this means in practice. It addresses the definition of “AI literacy,” how to assess adequate knowledge levels based on staff education, experience, and use context, and how enforcement will be handled. This is a significant compliance shift—especially for companies deploying AI in sensitive sectors. Training and governance functions will now need to be legally auditable. #AIAct#AILiteracy#AICompliance#AIGovernance

AI & Law

@ai_and_law · Post #768 · 19.02.2026 г., 08:04

🇺🇸U.S. Department of Labor Launches Federal AI Literacy Framework The U.S. Department of Labor has introduced the United States’ first federal-level AI literacy framework, a voluntary initiative aimed at guiding AI literacy programs across government, the public workforce, and education systems. The framework defines AI literacy as a foundational set of competencies enabling responsible use and evaluation of AI technologies, with a primary focus on generative AI as a core workplace tool. It is intended as a baseline understanding rather than specialized training for AI developers. Designed for broad application, the framework encourages tailored programs for different roles and contexts. It outlines benefits for workers (independent skill-building and adaptation to AI-enabled environments), employers (responsible deployment and workforce transition), and education providers (curriculum design and competency assessment). Although nonbinding, it is expected to influence private-sector training initiatives in the U.S. and abroad. The document emphasizes that AI literacy requirements will evolve with technological change, labor market developments, and implementation feedback. #AIRegulation#AILiteracy#GenerativeAI#PublicPolicy

AI & Law

@ai_and_law · Post #795 · 30.03.2026 г., 07:04

🇺🇸U.S. Department of Labor Launches “Make America AI-Ready” Initiative The U.S. Department of Labor announced the “Make America AI-Ready” initiative, a free AI literacy course designed to provide workers with foundational AI skills. The program delivers training via text messages, allowing users to complete the course in seven days with daily 10-minute sessions, aiming to ensure accessibility, including for individuals without reliable internet or devices. Developed in partnership with education technology company Arist, the initiative aligns with the White House’s AI Action Plan and America’s Talent Strategy. The course covers five areas: understanding AI principles, exploring use cases, directing AI through prompts, evaluating outputs, and responsible use. According to officials, the program is intended to prepare workers for an AI-driven economy and expand access to AI-related skills and opportunities. #AIRegulation#AILiteracy#FutureOfWork#USpolicy#AIgovernance