Cybersecurity

Brain-inspired networks boost AI performance and cut energy use

Researchers at the University of Surrey have developed a new method to enhance AI by imitating how the human brain connects information. The approach, called Topographical Sparse Mapping, links each artificial neuron only to nearby or related ones, replicating the brain’s efficient organisation.

According to findings published in Neurocomputing, the structure reduces redundant connections and improves performance without compromising accuracy. Senior lecturer Dr Roman Bauer said intelligent systems can now be designed to consume less energy while maintaining power.

Training large models today often requires over a million kilowatt-hours of electricity, a trend he described as unsustainable.

An advanced version, Enhanced Topographical Sparse Mapping, introduces a biologically inspired pruning process that refines neural connections during training, similar to how the brain learns.

Researchers believe that the system could contribute to more realistic neuromorphic computers, which simulate brain functions to process data more efficiently.

The Surrey team said that such a discovery may advance generative AI systems and pave the way for sustainable large-scale model training. Their work highlights how lessons from biology can shape the next generation of energy-efficient computing.

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Perplexity launches AI-powered patent search to make innovation intelligence accessible

The US software company, Perplexity, has unveiled Perplexity Patents, the first AI-powered patent research agent designed to democratise access to intellectual property intelligence. The new tool allows anyone to explore patents using natural language instead of complex keyword syntax.

Traditional patent research has long relied on rigid search systems that demand specialist knowledge and expensive software.

Perplexity Patents instead offers conversational interaction, enabling users to ask questions such as ‘Are there any patents on AI for language learning?’ or ‘Key quantum computing patents since 2024?’.

The system automatically identifies relevant patents, provides inline viewing, and maintains context across multiple questions.

Powered by Perplexity’s large-scale search infrastructure, the platform uses agentic reasoning to break down complex queries, perform multi-step searches, and return comprehensive results supported by extensive patent documentation.

Its semantic understanding also captures related concepts that traditional tools often miss, linking terms such as ‘fitness trackers’, ‘activity bands’, and ‘health monitoring wearables’.

Beyond patent databases, Perplexity Patents can also draw from academic papers, open-source code, and other publicly available data, revealing the entire landscape of technological innovation. The service launches today in beta, free for all users, with extra features for Pro and Max subscribers.

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Nexperia chip exports may resume as China softens stance on ban

China’s Ministry of Commerce announced plans to exempt specific Nexperia orders from its export ban, aiming to stabilise the global semiconductor supply chain after the Netherlands seized control of the Chinese-owned Dutch chipmaker.

The ministry stated that exemptions would be granted when the criteria were met, encouraging affected firms to apply.

A move that follows a meeting between Chinese President Xi Jinping and US President Donald Trump in Busan, where both sides reached a framework allowing Nexperia to resume shipments under eased restrictions.

Washington reportedly agreed to pause the 50 percent subsidiary rule, which restricts exports from companies half-owned by entities on its trade blocklist. Wingtech Technology, Nexperia’s Chinese parent, has been under these restrictions since December.

Beijing’s export ban, introduced after the Dutch takeover citing national security concerns, disrupted supplies from Nexperia’s Dongguan factory, which assembles about 70 percent of its products.

China condemned the Netherlands for intervening in corporate affairs, warning that such actions deepen global supply chain instability.

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A new phase for Hyundai and NVIDIA in AI mobility and manufacturing

NVIDIA and Hyundai Motor Group will build a Blackwell-powered AI factory for autonomous vehicles, smart plants and robotics. The partners will co-develop core physical AI, shifting from tool adoption to capability building across mobility, manufacturing and on-device chips.

The programme targets integrated training, validation and deployment on 50,000 Blackwell GPUs. In parallel, both sides will back the physical AI cluster in South Korea with about $3 billion, creating an NVIDIA AI Technology Center, Hyundai’s Physical AI Application Center and regional data centres.

Hyundai will use NVIDIA DGX for model training, Omniverse and Cosmos on RTX PRO Servers for digital twins and simulation, and DRIVE AGX Thor in vehicles and robots for real-time intelligence. The stack underpins design, testing and deployment at an industrial scale.

Factory digital twins will unify data, enable virtual commissioning and improve predictive maintenance, supporting safer human-robot work. Isaac Sim will validate tasks and ergonomics before line deployment, speeding robot integration and lifting throughput, quality and uptime.

Vehicles will gain evolving features via Nemotron and NeMo, from autonomy to personalised assistants and adaptive comfort. DRIVE AGX Thor with safety-certified DriveOS will power driver assistance and next-generation safety, linking car and factory into one intelligent ecosystem.

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An AI factory brings Nvidia compute into Samsung’s fabs

Nvidia and Samsung outlined a semiconductor AI factory that embeds accelerated computing into production. Over 50,000 GPUs will drive digital twins, predictive maintenance, and real-time optimisation. Partners present the project as a template for autonomous fabs.

The alliance spans design and manufacturing. Samsung uses CUDA-X and EDA tools to speed simulation and verification. Integrating cuLitho into OPC reports roughly twentyfold gains in computational lithography at advanced nodes.

Factory planning and logistics run on Omniverse digital twins and RTX PRO servers. Unified analytics support anomaly detection, capacity planning, and flow balancing. Managers expect shorter ramps and smoother changeovers with higher equipment effectiveness.

Robotics and edge AI extend intelligence to the line. Isaac Sim, Cosmos models, and Jetson Thor target safe collaboration, faster task retargeting, and teleoperation. Samsung’s in-house models enable multilingual assistance and on-site decision support.

A decades-long Nvidia–Samsung relationship underpins the effort, from NV1 DRAM to HBM3E and HBM4. Work continues on memory, modules, and foundry services, plus AI-RAN research with networks in South Korea and academia linking factory intelligence with next-gen connectivity.

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Cyber and energy leaders meet to harden EU power grid resilience

Europe’s 8th Cybersecurity Forum in Brussels brought together more than 200 officials and operators from energy, cybersecurity and technology to discuss how to protect the bloc’s increasingly digital, decentralised grids. ENISA said strengthening energy infrastructure security is urgent as geopolitics and digitalisation raise risk.

Discussions focused on turning new EU frameworks into real-world protection: the Cyber Resilience Act placing board-level responsibility for security, the NIS2 Directive updating obligations across critical sectors, and the Network Code on Cybersecurity setting common rules for cross-border electricity flows. Speakers pressed for faster implementation, better public-private cooperation and stronger supply-chain security.

Case studies highlighted live threats. Ukraine’s National Cybersecurity Coordination Center warned of the growing threat of hybrid warfare, citing repeated Russian cyberattacks on its power grid dating back to 2015. ENCS demonstrated how insecure consumer-energy devices like EV chargers, PV inverters, and home batteries can be easily exploited when security-by-design measures are absent.

Organisers closed with a call to standardise best practice, improve information sharing and coordinate operators, regulators and suppliers. As DG Energy’s Michaela Kollau noted, the resilience of Europe’s grids depends on a shared commitment to implementing current legislation and sector cybersecurity measures.

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Australian police create AI tool to decode predators’ slang

Australian police are developing an AI tool with Microsoft to decode slang and emojis used by online predators. The technology is designed to interpret coded messages in digital conversations to help investigators detect harmful intent more quickly.

Federal Police Commissioner Krissy Barrett said social media has become a breeding ground for exploitation, bullying, and radicalisation. The AI based prototype, she explained, could allow officers to identify threats earlier and rescue children before abuse occurs.

Barrett also warned about the rise of so-called ‘crimefluencers’, offenders using social media trends to lure young victims, many of whom are pre-teen or teenage girls. Australian authorities believe understanding modern online language is key to disrupting their methods.

The initiative follows Australia’s new under-16 social media ban, due to take effect in December. Regulators worldwide are monitoring the country’s approach as governments struggle to balance online safety with privacy and digital rights.

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CXMT launches LPDDR5X chips as China advances in semiconductor race

ChangXin Memory Technologies has begun mass production of LPDDR5X chips, marking a major milestone in China’s effort to strengthen its position in the global semiconductor market.

The Hefei-based manufacturer, preparing for a Shanghai stock listing, said its new DRAM generation will support faster data transfer and lower power use across mobile devices and AI systems.

The LPDDR5X range includes chips with speeds of up to 10,667 Mbps, positioning CXMT as a growing competitor to industry leaders such as Samsung, SK Hynix and Micron.

Earlier LPDDR5 versions launched in 2023 had already helped the firm progress towards advanced 16-nanometre manufacturing, narrowing the technological gap with global rivals.

Industry data indicate a rising global demand for memory chips, driven by AI applications and high-bandwidth computing. Additionally, DRAM revenue increased 17.1 percent in the second quarter, reaching US$31.6 billion.

CXMT’s expansion comes as it targets a Shanghai IPO valued at around 300 billion yuan, highlighting both investor interest and the ambition of China to achieve greater chip self-sufficiency.

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NVIDIA AI powers mobile clinics for breast cancer screening in rural India

A mobile clinic powered by NVIDIA AI is bringing life-saving breast cancer screenings to women in rural India.

The Health Within Reach Foundation, in partnership with Dallas-based startup MedCognetics, operates the Women Cancer Screening Van, which has already conducted over 3,500 mammograms, with 90% of patients screened for the first time.

MedCognetics, a member of NVIDIA’s Inception programme, provides an AI system that analyses mammogram data in real time to identify potential abnormalities.

The foundation reports that around 8% of screenings revealed irregularities, with 24 confirmed cancer diagnoses detected early enough for timely treatment. The collaboration demonstrates how AI can expand access to preventive healthcare in remote areas.

MedCognetics’ technology uses NVIDIA IGX Orin and Holoscan platforms for rapid image processing, supporting real-time detection and risk analysis. Its algorithms can improve image quality, assist radiologists in identifying small or early-stage tumours, and predict breast cancer risk within a year.

These tools are part of a wider effort to make advanced medical diagnostics affordable and accessible in developing regions.

By combining edge AI with local cloud infrastructure, the system enables faster diagnosis and better connectivity between healthcare workers in the field and radiologists in urban hospitals.

For millions of women in rural India, the initiative brings high-quality care directly to their communities and offers a powerful example of how AI can reduce health inequalities.

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AUSTRAC cracks down on crypto ATM money laundering risks

Australia’s financial crime regulator, AUSTRAC, has fined crypto ATM operator Cryptolink $56,340 for failing to report large cash transactions on time. The regulator also ordered the company to improve its anti-money laundering (AML) and counterterrorism financing (CTF) controls.

AUSTRAC’s Crypto Taskforce identified weaknesses in Cryptolink’s risk assessments and reporting controls, raising concerns about the misuse of crypto ATMs by criminals.

According to AUSTRAC CEO Brendan Thomas, crypto ATMs remain one of the highest-risk channels for money laundering in Australia, often used to launder scam proceeds. He emphasised that operators must take stronger action to prevent criminal exploitation of the sector.

As part of the undertaking, Cryptolink must appoint independent reviewers to assess its compliance systems and validate all large cash transaction reports. Cryptolink must report its remedial progress to AUSTRAC by March 2026, having paid the fine without admitting liability.

Findings from AUSTRAC’s taskforce revealed that 85% of transactions made by the 90 most frequent ATM users were linked to scams or money mule schemes. Authorities will keep monitoring high-risk operators to improve oversight and protect consumers from crypto-related crimes.

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