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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Why Geneva’s AI week matters more than a single summit

Geneva will host far more than another technology summit in July 2026. Over the course of a single week, the city will bring together three processes that are usually treated as separate tracks: ITU’s ‘AI for Good Global Summit‘, the inaugural ‘Global Dialogue on AI Governance‘ under UN auspices, and the ‘WSIS Forum 2026‘.

Swiss authorities have already laid out a timetable that shows how closely these strands are now aligned. The Global Dialogue on AI Governance is scheduled for 6 and 7 July, AI for Good will run from 7 to 10 July, and the WSIS Forum will take place from 6 to 10 July.

That overlap is more than a matter of scheduling. A more important signal lies in the fact that the same city will briefly host three different approaches to the global AI debate. The first is the innovation and demonstration layer. AI for Good has long brought together companies, researchers, startups, and international organisations to explore practical uses of AI across healthcare and education, as well as climate and development.

AI for Good and a UN governance dialogue will bring policy and technology discussions together in Geneva.

Recent trade coverage suggests that the 2026 edition will again combine live demonstrations, standards discussions, national strategies, and skills-related conversations, making the summit more than a conventional conference. It is increasingly becoming a showcase for both technological ambition and the policy language surrounding it.

The second layer is diplomatic. The Global Dialogue on AI Governance, which will be held in Geneva for the first time, carries far more weight than a ceremonial UN gathering. As CSIS has argued, the forum should be read as a sign of broader realignment in global AI politics, especially in relation to the US, China, and countries in the Global South.

The questions at stake go beyond safe and responsible AI development. They also include the interoperability of national regulatory approaches, the capacity of developing countries to engage with AI governance, and the distribution of political influence in shaping future rules.

The third layer is developmental and institutional. The WSIS Forum has long served as a platform for debates on the information society, digital cooperation, and development policy. It’s running in parallel to AI for Good, and the new UN dialogue shows that AI is no longer a subject that can remain confined to technical or commercial circles. Instead, AI is being folded more directly into wider debates on inclusion, digital capacity, development, and international cooperation.

That is what makes Geneva’s July calendar noteworthy. The significance lies not simply in the fact that three events are happening at once, but in what their convergence represents. For a few days, technology showcases, multilateral governance talks, and long-running digital development agendas will be forced into the same conversation.

If earlier AI debates could still be treated as separate tracks, July 2026 suggests they are beginning to merge. That convergence may prove to be the more important story.

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MIT uses AI to detect atomic material defects

Researchers at MIT have developed an AI model capable of identifying and quantifying atomic-scale defects in materials without damaging them. The approach aims to improve the design and performance of semiconductors, batteries, and solar cells.

The model analyses data from neutron-scattering experiments and can detect up to six different point defects simultaneously. Trained on 2,000 semiconductor materials, it analyses atomic vibrations to estimate defect types and concentrations that are hard for traditional methods to measure.

Conventional techniques such as X-ray diffraction or electron microscopy typically capture only limited aspects of material defects and often require destructive testing. The AI system uses pattern recognition to build a more complete picture, offering a non-invasive option for manufacturing quality control.

Researchers say the method could eventually be adapted to more widely used tools such as Raman spectroscopy, making industrial adoption more practical. Future work will also extend the model beyond point defects to larger structural features in materials.

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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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New Microsoft Copilot update brings deeper enterprise AI integration

Microsoft has expanded its Microsoft 365 Copilot platform with new AI capabilities designed to handle complex, multi-step workflows across workplace applications. The update integrates AI into business tools, combining multiple models to improve reasoning and execution.

A key addition is Copilot Cowork, a system designed to manage longer tasks by breaking down user requests into structured plans. It can coordinate actions across apps, manage schedules, and track progress while allowing users to intervene at each stage.

The feature is currently available through Microsoft’s Frontier programme.

Further upgrades come through Researcher, an AI tool that synthesises information from multiple sources to produce detailed reports with citations. A new Critique function uses two models, one generating outputs and the other refining them to improve accuracy and reliability.

Microsoft says the updates aim to shift Copilot from a content-generation tool to an execution-focused assistant capable of carrying out real work processes. Early adopters report better planning, scheduling, and structured deliverables in enterprise environments.

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UK-Philippines partnership advances digital education and EdTech

The British Embassy in Manila and the Philippines’ Department of Education have expanded cooperation to advance EdTech and digital learning, focusing on inclusive and evidence-based approaches instead of fragmented implementation.

A partnership that aims to strengthen foundational learning while supporting long-term resilience in the education system.

Support is being delivered through EdTech Hub, with initiatives centred on developing a National EdTech Policy, improving responses to climate-related disruptions, and expanding the use of AI in education administration.

The programme includes pilot projects and evaluation frameworks designed to ensure technology adoption remains effective, scalable, and responsive to local needs.

A key component involves participation in global AI initiatives, including an observatory and challenge programme to build institutional capacity and encourage experimentation.

These efforts seek to enhance efficiency in education systems while supporting innovation in teaching and learning environments, particularly in areas affected by environmental and structural challenges.

The collaboration between the UK and the Philippines reflects a broader commitment to digital transformation in education across Southeast Asia, aiming to ensure equitable access to learning opportunities.

By combining research, policy development, and technological innovation, both sides seek to prepare students and institutions for evolving demands while maintaining a focus on inclusion and long-term sustainability.

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Malta launches SMART Food project with AI and blockchain

Malta is advancing the SMART Food project to strengthen the agri-food sector. The initiative is a Malta-Italy partnership funded under the Interreg programme.

Minister Anton Refalo said the project aims to create a reliable and technologically advanced food system. A digital platform using AI and blockchain will provide real-time information on products from production to consumption.

The project seeks to meet consumer demand for clarity on food origin, safety, and sustainability. It will also support farmers and industry operators in adopting more efficient practices.

Minister Refalo added that the initiative strengthens trust across the food chain and empowers consumers. Malta’s scale allows it to adopt innovative solutions and take a leading role in modernising the sector.

The Malta Food Agency manages the project, including development, management, and training. Chief Executive Brian Vella said it safeguards product quality, improves traceability, and reinforces confidence in local produce.

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New AI features reshape Samsung browsing experience

Samsung Electronics has launched its Samsung Browser for Windows, extending its mobile browsing experience to PCs while introducing new AI-driven capabilities. The update aims to connect devices, letting users switch between mobile and desktop seamlessly.

Cross-device continuity sits at the core of the update, enabling users to resume browsing sessions exactly where they left off. Features such as synchronised bookmarks, history, and integration with Samsung Pass simplify logins and improve convenience while maintaining security.

A key addition comes through a partnership with Perplexity AI, bringing an embedded agentic AI assistant directly into the browser. The system understands language and page context, helping users summarise content, manage tabs, and create plans without leaving the page.

Enhanced intelligence extends to search and navigation, allowing users to query browsing history in plain language, compare information across multiple tabs, and even locate specific moments within videos.

The browser is available on Windows 10 and 11, although its advanced AI features are currently limited to users in the United States.

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