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Multi-agent AI systems are taking over supply chain execution

agentic ai, ai, AI (Artificial Intelligence), AI Business Strategy, AI in Action, Artificial Intelligence, automation, explainable AI, Features, governance, Governance, Regulation & Policy, Logistics, Manufacturing & Engineering AI, multi-agent systems, physical ai, Retail & Logistics AI, supply chain, Trust, Bias & Fairness, Workforce & HR AI

Multi-agent AI systems are taking over supply chain execution as enterprise networks face diminishing returns from static dashboards, pushing logistics directors towards autonomous execution. Predictive demand models display recommendations, yet human planners still clear every action. Multi-agent systems replace that approval stage across targeted operational boundaries. Instead of waiting for weekly scheduling runs, independent software […]

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Microsoft AI CEO criticises Anthropic over model ‘rights’

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Microsoft AI CEO Mustafa Suleyman warned that Anthropic risks AI alignment failures by training Claude to view itself as a conscious entity deserving of legal rights. Suleyman targeted Anthropic’s January 2026 constitution, a primary training document designed to govern the model’s values and behaviour. He argued that coaching sequence completion engines to emulate sentience impairs

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Microsoft AI opens review on Humanist AI Code of Conduct

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Microsoft AI has published a draft Humanist AI Code of Conduct, opening a six-week public consultation on operational constraints for model training and deployment. The draft serves as a technical manual defining system behaviour, operational boundaries, and oversight protocols across MAI frontier models. It builds on the division’s humanist superintelligence framework announced last November, establishing

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Supply chains detect fast, act slow: How AI agents fix it

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Supply chain disruption cost businesses about $184 billion in 2025, according to the J.S. Held Global Risk Report, and most of that bill still buys faster detection, not faster action. That figure is usually treated as weather (i.e. storms happen, costs follow.) Treated as a product specification instead, it highlights an operating model that can

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The robotics capability framework for physical AI by Arm.

Arm launches Total Design for Physical AI and robotics framework

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Arm has launched Arm Total Design for Physical AI alongside a new robotics framework to establish common standards across automated systems. Physical industries – spanning mining, agriculture, manufacturing, and global transport – account for trillions of dollars in economic activity and an estimated $200 billion annual compute opportunity by the 2030s. To address engineering fragmentation

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Motional and MIT AI explains self-driving car decisions

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Motional and MIT researchers have built a system that lets self-driving cars explain their decisions in real-time, tackling the black-box problem in autonomous vehicle AI. The work, published in Nature, comes from a team at Motional that includes CEO Laura Major, working alongside researchers from MIT’s Computer Science and Artificial Intelligence Laboratory. Their proposed method,

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ChatGPT Ads passes $1B run rate in 200 days

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ChatGPT Ads has hit $1 billion in annualised revenue run rate in under 200 days, and OpenAI is expanding self-service ads to new regions. Tens of thousands of advertisers now use the platform and self-service access through Ads Manager is launching today in India, Europe, the Middle East, and North Africa. According to OpenAI, people

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Agentic AI in government just hit the hard part: deciding what a machine may decide

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The United Arab Emirates (UAE) has been early in adopting artificial intelligence for 9 years. It published a national AI strategy in October 2017 and, days later, created a ministerial post to run it, making Omar Sultan Al Olama the world’s first minister of state for artificial intelligence at 27. In the years since, it

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AI data centre regulation just got a template that needs no new law

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AI data centre regulation in Pennsylvania now begins with a signature. Before the state will so much as open a developer’s permit file, that developer has to sign a contract accepting a fixed set of conditions and the penalties for breaking them, and persuade the town that has to live with the building to say

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OpenAI president urges enterprises to hasten AI security defences

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OpenAI president and co-founder Greg Brockman warns that enterprise security teams face a compressed timeline to adopt AI defences. Brockman has published an account of what the company calls the “OpenAI-Hugging Face” incident, using it to argue that organisations need to uplevel their security practices with what he terms unprecedented speed. He writes that he

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