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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 #720 · 10.12.2025 г., 08:04

🇪🇺EU FRA Flags Rights Risks in High-Risk AI Deployment The EU Agency for Fundamental Rights has released a report showing that many developers and deployers of high-risk AI systems lack the knowledge or tools to mitigate impacts on fundamental rights. The assessment covers the use of such systems in asylum procedures, education, employment, law enforcement, and the administration of public benefits: areas where algorithmic decisions can directly affect access to essential services and legal protections. The FRA recommends expanding the definition of AI to better reflect fundamental-rights considerations and issuing clear guidance on how to conduct impact assessments. According to the report, these steps are necessary to ensure that high-risk AI systems are developed and deployed in ways that do not compromise individuals’ rights across critical public domains. #AIandLaw#FundamentalRights#EUAI#AIRegulation

AI & Law

@ai_and_law · Post #436 · 06.11.2024 г., 08:04

Strengthening the EU’s AI Leadership Through Investment and Strategic Governance The EU Council has endorsed the European Court of Auditors’ call to elevate AI ambitions within the EU, emphasizing increased, targeted investments and enhanced governance. Recognizing AI’s potential to drive Europe’s global competitiveness, the Council urges a focus on fostering AI talent and creating an ecosystem built on excellence and trust. Moreover, the Council highlights the importance of considering environmental impacts, especially in energy efficiency and the reliability of the hardware supply chain, as the EU moves forward with AI policies. By reinforcing collaboration with member states and international partners, the EU aims to position itself as a global leader and benchmark in AI governance. #AIGovernance#EUAI#SustainableAI #

AI & Law

@ai_and_law · Post #761 · 10.02.2026 г., 08:04

🇪🇺European Parliament Pushes New Copyright Safeguards for AI The European Parliament’s Committee on Legal Affairs has approved an own-initiative report proposing new measures to strengthen copyright protection in the context of generative AI. The proposals include mandatory transparency obligations on training data practices for all generative AI systems placed on the EU market. MEPs also call for remuneration mechanisms for rightsholders and the development of voluntary, sector-specific collective licensing agreements. The report is not legally binding but signals political direction and will be submitted for a vote by the full Parliament during the March plenary session. #AIandCopyright#EUAI#GenerativeAI#CopyrightLaw#AIRegulation

AI & Law

@ai_and_law · Post #73 · 02.08.2023 г., 07:04

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