expert systems

Experts say a plan backed by Donald Trump to license Patriot missile production for Ukraine, rather than supply the systems directly, could take years to implement. Setting up licensed manufacturing would require technology transfers, industrial agreements and training, raising questions about whether such an arrangement could help Ukraine's air defenses in the near term.

Analysts warn that the spread of artificial intelligence across global supply chains is increasing the risk of systemic contagion. As production networks become more interconnected and dependent on automated systems, a disruption in one node could rapidly propagate through entire sectors. The debate is drawing attention in Italy, where experts are weighing how firms can manage the growing interdependence of AI-driven supply chains.

Microsoft Research has introduced Quine, a multimodal world model of biology. According to a report by Unite.AI, the system is designed to integrate different types of biological data into a unified model. Details about its capabilities, benchmarks and intended applications remain limited in the initial coverage, and independent expert reaction has not yet been reported.

A new analysis warns that fraud carried out with AI-generated deepfakes is raising the liability stakes for banks and companies. As criminals use convincing synthetic voices and video to impersonate executives and clients, institutions face growing questions over whether they can be held legally responsible when such scams slip through verification systems. Legal experts are weighing how existing duties of care apply to this fast-moving technology.

The European Central Bank is holding the ninth edition of its Macroprudential Policy Group Workshop, a regular forum where central bankers and financial stability experts discuss tools for preventing systemic risk in the banking system. The event brings policymakers together to review macroprudential measures such as capital buffers and lending rules at a time of heightened scrutiny of banking sector resilience.

Alan Renwick of University College London has set conditions for Andy Burnham's electoral reform plans to secure political legitimacy. Renwick argues the process must involve public deliberation, remain open-minded about which voting system consultation reveals as the preferred option, and listen to experts. His comments add expert scrutiny to reform proposals championed by the Greater Manchester mayor.

On Food Loss and Waste Awareness Day, nutrition experts are highlighting that nutrient-dense foods such as fruits, vegetables and animal-source products are among the first to be lost or wasted in food systems. Commentators warn this waste contributes to 'hidden hunger' — micronutrient deficiencies affecting millions worldwide — and are calling for stronger action to reduce losses across supply chains.

Policy debate is turning to how the health sector should manage artificial intelligence tools that are being adopted faster than safety rules are being written. The core concern is that AI systems used in diagnosis, administration and patient care lack clear regulatory guardrails, leaving providers, developers and regulators to weigh innovation against patient safety without an established framework.

AI startup IQuest Research has released IQuest-Q1, an open-source mixture-of-experts model with 320 billion total parameters but only 15 billion active per query, aimed at agentic coding tasks. The sparse architecture promises large-model capability with much lower inference costs. It arrives as competition intensifies among open-weight coding models, and developers are weighing its benchmarks and licensing against rivals like DeepSeek and Qwen.

Rice University is holding its annual AI in Health Conference, bringing together experts to discuss how artificial intelligence is being applied in medicine and patient care. Sessions focus on innovation alongside ethical questions, including responsible use, patient privacy and fairness of AI tools in clinical settings, as health systems weigh rapid adoption of the technology.

Experts report that Houthi forces in Yemen are using modified Iranian defense systems, specifically cruise missiles, in their operations. The deployment is seen as a development that could alter the strategic balance in the Red Sea conflict by enhancing the group's strike capabilities. The reports add to concerns over Iran-supplied weaponry fueling the conflict and threatening shipping lanes in the region.

Civil society organisations, led by the International Drug Policy Consortium, are calling on states to confront systemic racism in drug control during a dialogue with the UN Expert Mechanism on the Right to Development (EMLER) at the 63rd session of the Human Rights Council. Advocates argue drug policies disproportionately harm racialised and marginalised communities and are pressing governments to reform enforcement and adopt rights-based approaches.