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Putin Is Testing the West. Trump's Response Is Not Comforting.

Slate

War Stories Putin Is Testing the West. Trump's Response Is Not Comforting. Enter your email to receive alerts for this author. You can manage your newsletter subscriptions at any time. You can manage your newsletter subscriptions at any time.


Poland shoots down Russian drones: Will NATO enter war in Ukraine?

Al Jazeera

How is Russia replenishing its military? What is a'coalition of the willing'? How China forgot promises and'debts' to Ukraine How are Europe, the US pulling apart on Ukraine? Poland shoots down Russian drones: Will NATO enter war in Ukraine? Polish and NATO forces scrambled to intercept Russian drones which entered Poland's airspace early on Tuesday night and early on Wednesday, marking their first direct military engagement with Moscow since the Kremlin's full-scale invasion of Ukraine began in 2022.


Russian drones test NATO's Article 5 defense guarantee ahead of Friday sanctions deadline

FOX News

U.S. Ambassador to NATO Matthew Whitaker responds to the'reckless threatening' on'Fox & Friends First' amid a rush to transfer patriot missiles to Ukraine. Days ahead of the U.S. preparing harsh new sanctions tied to the war in Ukraine, Russian Vladimir Putin, whether intentionally or just carelessly, has tested the political will of NATO's collective defense guarantee, Article 5. In recent days, drones launched from the Russian-aligned state of Belarus have pierced Lithuanian airspace, drawing alarms from the region's political and military leaders. One drone traversed approximately 100 kilometers, loitered ominously over Vilnius carrying two kilograms of explosives and ultimately crashed inside a military training zone. Earlier in July, another drone forced the evacuation of high-level officials when it crashed near the Šumskas border crossing.


AI Approaches to Qualitative and Quantitative News Analytics on NATO Unity

arXiv.org Artificial Intelligence

The paper considers the use of GPT models with retrieval-augmented generation (RAG) for qualitative and quantitative analytics on NATO sentiments, NATO unity and NATO Article 5 trust opinion scores in different web sources: news sites found via Google Search API, Youtube videos with comments, and Reddit discussions. A RAG approach using GPT-4.1 model was applied to analyse news where NATO related topics were discussed. Two levels of RAG analytics were used: on the first level, the GPT model generates qualitative news summaries and quantitative opinion scores using zero-shot prompts; on the second level, the GPT model generates the summary of news summaries. Quantitative news opinion scores generated by the GPT model were analysed using Bayesian regression to get trend lines. The distributions found for the regression parameters make it possible to analyse an uncertainty in specified news opinion score trends. Obtained results show a downward trend for analysed scores of opinion related to NATO unity. This approach does not aim to conduct real political analysis; rather, it consider AI based approaches which can be used for further analytics as a part of a complex analytical approach. The obtained results demonstrate that the use of GPT models for news analysis can give informative qualitative and quantitative analytics, providing important insights. The dynamic model based on neural ordinary differential equations was considered for modelling public opinions. This approach makes it possible to analyse different scenarios for evolving public opinions.


Unlocking Legal Knowledge with Multi-Layered Embedding-Based Retrieval

arXiv.org Artificial Intelligence

This work addresses the challenge of capturing the complexities of legal knowledge by proposing a multi-layered embedding-based retrieval method for legal and legislative texts. Creating embeddings not only for individual articles but also for their components (paragraphs, clauses) and structural groupings (books, titles, chapters, etc), we seek to capture the subtleties of legal information through the use of dense vectors of embeddings, representing it at varying levels of granularity. Our method meets various information needs by allowing the Retrieval Augmented Generation system to provide accurate responses, whether for specific segments or entire sections, tailored to the user's query. We explore the concepts of aboutness, semantic chunking, and inherent hierarchy within legal texts, arguing that this method enhances the legal information retrieval. Despite the focus being on Brazil's legislative methods and the Brazilian Constitution, which follow a civil law tradition, our findings should in principle be applicable across different legal systems, including those adhering to common law traditions. Furthermore, the principles of the proposed method extend beyond the legal domain, offering valuable insights for organizing and retrieving information in any field characterized by information encoded in hierarchical text.


Romania and Latvia confirm incursions by Russian drones into NATO airspace

FOX News

Latvia and Romania, two member countries of the North Atlantic Treaty Organization (NATO), said Russian drones violated their airspace over the weekend in a move that could stoke boiling-hot tensions between Moscow and the military alliance. Latvia's government said Sunday a Russian drone had fallen over the east of the country the previous day, likely crossing in from Belarus. Separately, on Sunday, Romania's foreign ministry said "criminal" Russian airborne drones encroached on its airspace while targeting Ukraine's civilian infrastructure. Mircea Geoana, the outgoing deputy secretary general of NATO and Romania's former top diplomat, said the military alliance condemned Russia's violation of Romanian airspace. "While we have no information indicating an intentional attack by Russia against allies, these acts are irresponsible and potentially dangerous," he wrote on X, formerly Twitter.


AI Act for the Working Programmer

arXiv.org Artificial Intelligence

The European AI Act is a new, legally binding instrument that will enforce certain requirements on the development and use of AI technology potentially affecting people in Europe. It can be expected that the stipulations of the Act, in turn, are going to affect the work of many software engineers, software testers, data engineers, and other professionals across the IT sector in Europe and beyond. The 113 articles, 180 recitals, and 13 annexes that make up the Act cover 144 pages. This paper aims at providing an aid for navigating the Act from the perspective of some professional in the software domain, termed "the working programmer", who feels the need to know about the stipulations of the Act.


Artificial intelligence, medical devices and GDPR in healthcare: Everything you need to know about the current legal frame

#artificialintelligence

There is no doubt that healthcare is one of the areas where the use of Artificial Intelligence (AI) systems is highly growing. As well, there is full awareness that this growth offers high potential, but also high risks. In this respect, the EU Commission's recent proposal for a Regulation on AI (which is currently under discussion of the EU Council, and will be soon passed on first reading by the UE Parliament) is undoubtedly a legislative framework that could increase trust and security in the use of this technology in patient care. It is therefore important to highlight the current regulatory framework into which the new IA Regulation will fit. It is important to highlight that the current normative framework on medical software appears already quite complete, if correctly applied.


How to fix the EU Artificial Intelligence Act

#artificialintelligence

The European Union is getting back to work after the summer break, and one of the key files on everyone's mind is the EU Artificial Intelligence Act (AIA). Over the summer, the European Commission held a consultation on the AIA that received 304 responses, with everyone from the usual Big Tech players down to the Council of European Dentists having their say. Access Now submitted a response to the consultation in August that outlined a number of key issues that need to be addressed in the next stages of the legislative process. If you want to regulate something, you need to define it properly; if not, you're creating problematic loopholes. Unfortunately, the definitions of emotion recognition (Article 3(34)) and biometric categorisation (Article 3(35)) in the current draft of the EU Artificial Intelligence Act are technically flawed.


Locked Shields: The world's largest cyber-war game

Al Jazeera

Tallinn, Estonia - Things are bad on the small island nation of Berylia after a diplomatic row with Crimsonia, its bigger neighbour and rival. There are street protests by the Crimsonian minority in Berylia, which then suffers a wave of cyber-attacks that make it lose control of its drones and its only international airbase. Crimsonia is blamed for the cyberoffensive even though there's no hard proof. Crippled by the attacks, Berylia, a new member of the North Atlantic Treaty Organisation (NATO), weighs its options. One of them is to invoke Article 5 and take the military alliance to war against Crimsonia.