New MIT system turns creative AI models into durable objects

Researchers at MIT have introduced a system designed to close the gap between imaginative AI designs and everyday-use objects.

The tool, known as MIT Computer Science and Artificial Intelligence Laboratory’s PhysiOpt, combines generative AI with physics simulations to produce 3D models that are both visually appealing and structurally reliable.

Generative models often produce complex shapes that fail in real-world use due to instability or material limitations. PhysiOpt uses finite element analysis to stress-test designs and identify weak points, while preserving their intended look and function.

Users can input an item, its load, and material, letting the system optimise designs like cups or hooks in seconds. Researchers say the system works faster than other methods while creating more realistic, 3D-print-ready designs.

Development continues with plans to automate constraint prediction and improve manufacturing compatibility. The project, supported by the MIT-IBM Watson AI Lab, was presented at SIGGRAPH Asia, highlighting its potential to streamline the path from concept to physical product.

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ESMA sets guidance for crypto perpetuals and CFDs

The European Securities and Markets Authority (ESMA) has clarified that many crypto-perpetual contracts, including those for Bitcoin and Ether, are likely to be classified as contracts for difference (CFDs).

Due to their leverage, complexity, and risk, these products should target a narrow audience, with distribution strategies aligned accordingly.

The announcement came as Kraken launched perpetual futures for ten tokenised assets, including major indices, gold, and top tech and crypto stocks. ESMA warned that mass marketing or promotions targeting inexperienced investors are inappropriate under its guidance.

Firms must ensure that derivatives falling within the CFD category comply with product intervention requirements. Requirements include leverage limits, risk warnings, margin close-outs, negative balance protection, and a ban on incentives or benefits.

Non-advised services must include an appropriateness assessment to protect investors from unsuitable offerings.

ESMA also emphasised the importance of identifying and managing conflicts of interest arising from these products. The statement seeks to ensure firms market and distribute leveraged crypto products responsibly.

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Microsoft backs Australia’s next phase of digital government with new AI and cloud agreement

Australia’s rise to second place in the OECD Digital Government Index signals renewed momentum for national digital transformation.

A shift that comes as Microsoft signs a new five-year Volume Sourcing Arrangement with the Federal Government, designed to underpin modernisation across public services and create a secure, future-ready foundation for responsible AI adoption.

The agreement led by the Digital Transformation Agency gives agencies access to Microsoft Copilot, Azure, Microsoft 365, Dynamics 365 and a strengthened security and compliance framework instead of continuing reliance on ageing systems.

The arrangement sets clearer strategic pathways for innovation, procurement and skills development through an enhanced governance structure.

It recommits both sides to national security requirements, including the Security of Critical Infrastructure legislation, the Cloud Hosting Certification Framework and IRAP.

These measures allow agencies to expand AI use while retaining control of data and meeting the expectations placed on government institutions.

A successful Copilot trial in 2024 already demonstrated personal productivity gains of around one hour per day for participating staff.

Microsoft is also establishing a $1.55 million training fund for the Australian Public Service to support capability building in ethical AI use and modern cloud operations.

The company emphasises that Australia’s partner ecosystem will gain new opportunities because the agreement simplifies how local firms engage with government agencies. Such an approach forms an important part of the wider public sector reform agenda announced last year.

The new deal aligns with national priorities set out in the Whole-of-Government Cloud Computing Policy and the National AI Plan.

Australia now enters a pivotal period in which digital transformation is guided not only by technological capacity but by the frameworks of trust, resilience and public benefit that shape how government services evolve.

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Meta AI flood of unusable abuse tips overwhelms US investigators

Investigators in the US say that AI used by Meta is flooding child protection units with large volumes of unhelpful reports, thereby draining resources rather than assisting ongoing cases.

Officers in the Internet Crimes Against Children network told a New Mexico court that most alerts generated by the company’s platforms lack essential evidence or contain material that is not criminal, leaving teams unable to progress investigations.

Meta rejects the claim that it prioritises profit, stressing its cooperation with law enforcement and highlighting rapid response times to emergency requests.

Its position is challenged by officers who say the volume of AI-generated alerts has doubled since 2024, particularly after the Report Act broadened reporting obligations.

They argue that adolescent conversations and incomplete data now form a sizeable portion of the alerts, while genuine cases of child sexual abuse material are becoming harder to detect.

Internal company documents disclosed at trial show Meta executives raising concerns as early as 2019 about the impact of end-to-end encryption on the firm’s ability to identify child exploitation and support investigators.

Child safety groups have long warned that encryption could limit early detection, even though Meta says it has introduced new tools designed to operate safely within encrypted environments.

The growing influx of unusable tips is taking a heavy toll on investigative teams. Officers in the US say each report must still be reviewed manually, despite the low likelihood of actionable evidence, and this backlog is diminishing morale at a time when they say resources have not kept pace with demand.

They warn that meaningful cases risk being delayed as units struggle with a workload swollen by AI systems tuned to avoid regulatory penalties rather than investigative value.

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UK enforces mandatory ETA as digital border era begins

Non-visa nationals are now barred from entering the UK, as the country has begun enforcing mandatory digital permission through the Electronic Travel Authorisation.

Travellers from 85 nations, including the US, Canada and France, must obtain an ETA before departure; otherwise, airlines will prevent them from boarding rather than allow last-minute checks at the border. The authorisation costs £16 and remains valid for two years or until a passport expires.

British and Irish citizens remain exempt but must present valid proof of status when travelling. Authorities say the scheme brings the UK into line with similar systems used by the US and the EU.

The Home Office emphasises that the measure strengthens border security and supports a modern, efficient entry process designed to benefit both visitors and the wider public.

A requirement that also applies to travellers passing through the UK to take connecting flights, reinforcing the shift toward a fully digital immigration system.

Over 19 million people have already used the ETA since its launch in 2023, generating significant revenue that is being reinvested in broader border improvements. Officials argue that the momentum paves the way for a future contactless border, supported by the steady transition from physical documents to eVisas.

From 26 February, Certificates of Entitlement will also be issued digitally, creating a single record that no longer expires with a passport.

Most ETA applications are processed automatically within minutes, allowing short-notice trips to remain possible. However, authorities still recommend applying up to 3 working days in advance to avoid delays for the small number of cases that require additional review.

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Colorado targets AI chatbot safety

AI chatbots operating in Colorado would face new child safety and suicide prevention requirements under a bipartisan bill introduced in the Colorado legislature. Lawmakers say the measure addresses parents to concerns about harmful chatbot interactions.

House Bill 1263 would require companies to clearly inform children in Colorado that they are interacting with AI rather than a real person. Platforms would also be barred from offering engagement rewards to child users.

The proposal mandates reasonable safeguards to prevent sexually explicit content and to stop chatbots from encouraging emotional dependence, including romantic role-playing. Parental control options would also be required where services are accessible to children in Colorado.

Companies would need to provide suicide prevention resources when users express self-harm thoughts and report such incidents to the Colorado attorney general. Violations would be treated as consumer protection infractions, carrying fines of up to $1,000 per occurrence in Colorado.

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UAE builds sovereign financial cloud

The Central Bank of the UAE has partnered with Abu Dhabi-based AI company Core42 to develop a sovereign financial cloud infrastructure in the UAE. The system is designed to ensure data sovereignty and strengthen protection against cyber threats.

According to the Central Bank of the UAE, the platform will operate on a centralised, highly secure and isolated infrastructure. It aims to support continuous financial services while boosting operational agility across the UAE.

The infrastructure will be powered by AI and provide automation and real-time data analysis for licensed institutions in the UAE. It will also enable unified management of multi-cloud services within a single regulatory framework.

Core42, established by G42 in 2023, said finance must remain sovereign as it relies on digital infrastructure. The Central Bank of the UAE described the project as a key pillar of its financial infrastructure transformation programme.

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AI automation quietly reshapes core insurance operations

A Business Reporter analysis notes that AI in the insurance sector has progressed from pilots and back-office experiments to core operational automation, spanning underwriting, claims processing, customer servicing, document interpretation and financial workflows.

This shift is driven by the need to reduce high operating costs, estimated at roughly 22% of global premiums, which have long limited the industry’s growth and agility.

Modern AI systems are increasingly deployed as intelligent processing layers that interpret applications, policy documents and financial records, route work, reconcile data and assist human judgement without requiring wholesale replacement of legacy systems.

Insurers see potential for real-time underwriting support, dramatically faster claims intake and near-instant reconciliation of finance tasks, enabling staff to shift focus from repetitive administration to higher-value activities such as risk assessment, customer relationships and portfolio insights.

The commentary suggests that resistance to broader AI adoption in insurance is cultural rather than technical, as the industry’s traditionally cautious stance can slow integration even when automation delivers measurable value.

The core message is that AI’s role in insurance is not to replace humans but to remove friction and elevate human work by automating routine functions efficiently and at scale.

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How multimodal sensing powers physical AI

Multimodal sensing allows physical AI systems to combine inputs such as vision, audio, lidar and touch to build situational awareness in real time. The approach enables machines to operate autonomously in complex physical environments.

The architecture typically includes input modules for individual sensors, a fusion module to combine relevant data, and an output module to generate actions. Applications range from robotics and autonomous vehicles to spatial AI systems navigating dynamic 3D spaces.

Fusion techniques vary by use case, from Bayesian networks for uncertainty management to Kalman filters for navigation and neural networks for robotic manipulation. The aim is to leverage complementary sensor strengths while maintaining reliability.

Implementation presents technical challenges including environmental noise filtering, calibration across time and space, and balancing redundant versus complementary sensing. Engineers must also manage tradeoffs in processing power, controllers and system design.

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National security concerns reshape US data policy

US policymakers are increasingly treating personal data as a dual use asset that carries both economic value and national security risks. Regulators have raised concerns about sensitive information, including geolocation data linked to military personnel.

Measures such as the Protecting Americans Data from Foreign Adversaries Act of 2024 and the Department of Justice Data Security Program aim to curb misuse by designated foreign adversaries. Both frameworks impose broad restrictions on cross border data transfers.

Experts warn that compliance remains complex and uncertain, with companies adapting in what one adviser described as a fog. Enforcement signals have already emerged, including a draft noncompliance letter from the Federal Trade Commission and litigation.

Organizations are being urged to integrate national security expertise into privacy and cybersecurity teams. Observers say early preparation is essential as selective enforcement risks increase under strict but evolving US data protection regimes.

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