Cloudflare adds LLM layer to client-side security detection pipeline

Cloudflare has announced two changes to its client-side security offering, making Client-Side Security Advanced available to self-serve customers and offering domain-based threat intelligence at no extra cost to all users on the free Client-Side Security bundle. The update is focused on browser-based attacks that can steal data via malicious scripts without visibly disrupting a website’s normal operation.

Cloudflare says its client-side security system assesses 3.5 billion scripts per day and monitors an average of 2,200 scripts per enterprise zone. According to the company, the product relies on browser reporting, including Content Security Policy signals, rather than scanners or application instrumentation, and requires only that traffic be proxied through Cloudflare.

A central part of the announcement is a new detection pipeline combining a Graph Neural Network (GNN) with a Large Language Model (LLM). Cloudflare says the GNN analyses the Abstract Syntax Tree of JavaScript code to identify malicious intent even when scripts are minified or obfuscated. Scripts flagged as suspicious are then passed to an open-source LLM running on Workers AI for a second-stage semantic assessment intended to reduce false positives.

Cloudflare says the GNN is tuned for high recall to identify novel and zero-day threats, but that false alarms remain a challenge at internet scale. Internal evaluation results cited by the company show that the secondary LLM layer reduced false positives in the JS Integrity threat category by nearly three times across the total analysed traffic, lowering the rate from about 0.3% to about 0.1%. On unique scripts, Cloudflare says the false-positive rate fell from about 1.39% to 0.007%.

The company also describes a recent case involving a heavily obfuscated malicious script named core.js. According to Cloudflare, the payload targeted Xiaomi OpenWrt-based home routers, altered DNS settings, and attempted to change admin passwords. Cloudflare says the script was injected through compromised browser extensions rather than by directly compromising a website, and adds that its GNN detected the malicious structure while the LLM confirmed the intent.

Cloudflare argues that the two-stage design provides structural detection via the GNN and broader semantic filtering via the LLM, enabling the company to lower the GNN decision threshold without sharply increasing alert volume. Every script flagged by the GNN is also logged to Cloudflare R2 for later auditing, which the company says helps it review cases where the LLM overrode the initial verdict.

Domain-based threat intelligence is now being made available to all Client-Side Security customers, including those not using the Advanced tier. Cloudflare says the move is partly a response to attacks seen in 2025 against smaller online shops, especially on Magento, where client-side compromises continued for days or weeks after public disclosure. By extending domain-based signals more broadly, the company says site owners can more quickly identify malicious JavaScript or suspicious connections and investigate possible compromises.

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EPO strengthens industry collaboration on European patent innovation

The European Patent Office (EPO) has reinforced cooperation with industry stakeholders through discussions with the German Association of Industry IP Experts, focusing on strengthening the European patent system and supporting innovation.

A meeting that brought together representatives from major industrial actors to align priorities and explore future collaboration.

Discussions between the EPO and the stakeholders centred on enhancing technology transfer, empowering startups and fostering economic growth across Europe.

Participants emphasised the importance of inclusive engagement among patent system users instead of fragmented approaches, ensuring that innovation strategies reflect both industrial and societal needs.

The Unitary Patent system was highlighted as gaining traction, particularly among smaller entities such as SMEs, individual inventors and research organisations. Such a trend reflects broader efforts to improve accessibility and scalability within the European innovation ecosystem.

AI also featured prominently, with both sides recognising its growing role in improving efficiency and quality in patent processes.

A human-centric approach remains essential, ensuring that AI deployment supports responsible innovation while maintaining high standards in patent examination and services.

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Technology reshapes pensions engagement

New technology is reshaping how people engage with pensions, according to Financial Conduct Authority chief executive Nikhil Rathi. Speaking in London, he highlighted the growing role of AI and digital tools in helping savers better understand their retirement finances.

Pensions dashboards are expected to give millions a clearer view of their savings, potentially driving greater engagement and behavioural change. Increased visibility may encourage actions such as consolidating pension pots or adjusting contributions.

London officials warn that stronger engagement brings risks as well as opportunities, with many consumers still lacking clear retirement plans. Policymakers aim to balance protection with flexibility, promoting informed decisions while avoiding overly restrictive systems.

Advances in AI are also enabling more personalised financial guidance, making it easier for users to explore retirement scenarios. Experts say the future of pensions will depend on integrating savings, housing and wider financial planning into a more connected system.

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Italy fines major bank over data protection failures

The Italian Data Protection Authority has imposed a €31.8 million fine on Intesa Sanpaolo following serious shortcomings in its handling of personal data.

The case stems from unauthorised access by an employee to thousands of customer accounts, raising concerns about internal oversight and data protection safeguards.

Investigations revealed that monitoring systems failed to detect repeated unjustified access to sensitive financial information over an extended period. The breach also involved high-risk individuals, highlighting weaknesses in risk-based controls instead of robust, targeted protection measures.

Authorities in Italy identified violations of core data protection principles, including integrity, confidentiality and accountability. Additional concerns arose from delays in notifying both regulators and affected individuals, limiting the ability to respond effectively to the incident.

The case of Intesa Sanpaolo underscores increasing regulatory scrutiny of data governance practices in the financial sector. Strengthening internal controls and ensuring timely breach reporting remain essential for maintaining trust and compliance in data-driven banking environments.

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Ofcom proposes tougher rules on scam mobile messages

New proposals from Ofcom aim to reduce scam activity on mobile messaging services across the UK. The measures are designed to strengthen protections for users and businesses affected by large-scale fraud campaigns.

Scammers often combine mobile messages with other channels such as calls, emails, social media and online adverts to trick victims into revealing personal information or making payments.

While telecom operators have introduced safeguards in recent years, regulators say current efforts do not go far enough.

The proposed framework would require mobile operators and messaging aggregators to prevent scammers from accessing messaging systems and to detect and disrupt malicious activity where it occurs.

The goal is to close existing gaps in industry defences and reduce the volume of scam messages reaching users. Ofcom plans to finalise its decision in summer 2026, following completion of its consultation process.

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Brazil study maps age assurance practices across 25 digital services

A new study by CGI.br and NIC.br examines how digital services in Brazil implement age assurance measures. Presented in Brasília during an event on the Digital Child and Adolescent Statute (ECA Digital), the study reviewed 25 popular online services used by children and adolescents.

The study found that most of the services analysed do not apply age checks at the point of registration, including some platforms aimed at adults. According to the release, age assurance usually appears later, when users try to access specific features such as livestreaming or monetisation.

Titled ‘Age assurance practices in 25 digital services used by children in Brazil’, the study analysed governance documents published before the ECA Digital entered into force. From 18 March, the law requires information-society services aimed at children and adolescents in Brazil, or likely to be accessed by them, to adopt effective age-assurance measures and parental supervision.

The study found that 11 of the 25 platforms relied on third-party age-assurance services, particularly social media and generative AI platforms. Official identity document submission was the most common verification method, while selfie-based checks were the most common age-estimation tool. Differences were also found between the minimum ages stated by services and those listed in app stores, and some adult-oriented platforms could still be accessed by younger users with parental consent.

Parental supervision tools were available in 15 of the 25 services, but activation was usually optional and depended on parents or guardians. Transparency also emerged as a weakness: only six services published Brazil-specific reports, and only one explained how its minimum-age policy was applied. Policies were often spread across multiple pages, averaging 22 pages per service, and around 40% of the services provided related information in other languages.

Fábio Senne, General Research Coordinator at Cetic.br | NIC.br, said: ‘One of the study’s central aims was to verify the integrity of the information made available by digital services in Brazil. It is essential that data on age protection be communicated clearly and accessibly, allowing more informed and effective parental supervision.’

Juliana Cunha, manager of the Digital Public Policy Advisory Office at CGI.br | NIC.br, said: ‘This survey was developed to support the debate on implementation of the ECA Digital and to offer a clear understanding of the current landscape. This initiative forms part of a broader set of actions by CGI.br and NIC.br aimed at providing technical evidence to support effective enforcement of the law. Our commitment is to foster a safer and more responsible digital ecosystem for children and adolescents in Brazil.’

The release says the study used as a methodological reference the OECD technical paper ‘Age assurance practices of 50 online services used by children’, published in 2025. Information was collected between 10 and 30 January 2026 from public documents made available by the services in Brazil, totalling 550 pages analysed. The event also marked the launch of TIC Kids Online Brazil 2025, a publication on internet use by children and adolescents aged 9 to 17 in Brazil.

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Microsoft expands cloud footprint in Denmark

Microsoft has opened a new data centre region in Denmark, marking a major investment in cloud infrastructure and digital resilience. The Denmark East region spans multiple sites and aims to support secure, local data processing.

The project is expected to boost economic activity, with billions of dollars in projected spending and strong spillover effects for local technology firms. Organisations adopting cloud services are likely to rely on domestic partners across IT, cybersecurity, and software development.

Businesses and public sector users will gain access to advanced cloud and AI tools, alongside improved data sovereignty under the EU rules. Local data storage and low-latency services are designed to strengthen compliance and operational efficiency.

Sustainability also plays a central role, with renewable energy use, zero-water-cooling systems, and waste-heat recovery supporting local Danish communities. Broader ambitions include reinforcing digital sovereignty while enabling innovation across industries.

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Boston schools expand AI learning initiative

A new partnership led by the City of Boston aims to expand AI literacy across public schools, supported by funding from tech entrepreneur Paul English. The initiative brings together government, academia and industry to strengthen digital skills.

The programme will introduce AI-focused learning in high schools, alongside teacher training and the development of industry-informed curricula. Plans include creating student ambassador roles and offering access to advanced courses.

University of Massachusetts Boston in the US will help design educational content and provide resources through its applied AI institute. The collaboration aims to prepare students for changing job markets shaped by emerging technologies.

Officials say the effort will support responsible and ethical use of AI while opening career pathways. An advisory board of industry experts will guide the programme and connect schools with the wider technology sector.

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Campaign highlights risks of profit-driven digital platforms

A global campaign led by the Norwegian Consumer Council (NCC) has drawn attention to the decline in quality across digital platforms, a phenomenon widely referred to as ‘enshitification’, in which services deteriorate over time as companies prioritise monetisation over user experience.

The initiative has gained momentum through a viral video and coordinated advocacy efforts across multiple regions.

Inshitification is a term coined by journalist Cory Doctorow that describes a pattern in which platforms initially serve users well, then shift towards extracting value from both users and business partners.

In practice, it often results in increased advertising, paywalls, and reduced functionality, with platforms leveraging user dependence to introduce less favourable conditions.

More than 70 advocacy groups across the EU, the US and Norway have urged policymakers to take stronger action, arguing that declining competition and market concentration allow platforms to degrade services without losing users.

Network effects and high switching costs further limit consumer choice, making it difficult to move to alternative platforms even when dissatisfaction grows.

Existing frameworks, such as the Digital Markets Act and the Digital Services Act, aim to address some of these issues by promoting interoperability, transparency, and accountability.

However, experts argue that enforcement remains too slow and insufficient to deter harmful practices, suggesting that stronger regulatory intervention will be necessary to restore balance between consumers, platforms, and competition in the digital economy.

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Stanford study warns about the risks of ‘sycophantic’ AI chatbots

A new study from Stanford University has raised concerns about the growing use of AI chatbots for personal advice, highlighting risks linked to a behaviour known as ‘sycophancy’, where systems validate users’ views instead of challenging them.

Researchers argue that such responses are not merely stylistic but have broader consequences for decision-making and social behaviour.

The analysis examined multiple leading models, including ChatGPT, Claude, and Gemini, and found that chatbot responses supported user perspectives far more often than human feedback.

In scenarios involving questionable or harmful actions, systems frequently endorsed behaviour that human evaluators would criticise, raising concerns about reliability in sensitive contexts such as relationships or ethical decisions.

Further experiments involving thousands of participants showed that users tend to prefer and trust sycophantic responses, increasing the likelihood of repeated use.

However, such interactions also appeared to reinforce self-centred thinking and reduce willingness to reconsider or apologise, suggesting a deeper impact on social judgement and interpersonal skills.

Researchers warn that users’ tendency to favour agreeable responses may create incentives for developers to prioritise engagement over accuracy or ethical balance.

The findings highlight the need for oversight and caution, with experts advising against relying on AI systems as substitutes for human guidance in complex personal situations.

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