Rubric 02
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The connecting tissue of research, technology and culture.
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[The Machine That Audits Itself: How a Compression Ratio Became AI Science's Honest Referee]
For two decades the hard part of machine driven discovery was generation. Symbolic regression systems searched equation space for forms that fit data. Concept driven law finders built libraries of physical primitives...
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The Governance Tax: When AI's Promises Outrun Its Truth
The promise of AI in the enterprise has always been simple: it will do more, faster, with fewer people. What the promise leaves out is the cleanup. In 2026, the people who signed off on that promise are discovering that...
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The Chatbot in the Backcountry: When AI Replaces a Hiker's Own Judgment
The three hikers who called for help from a rocky face on Mount Shasta in Northern California had done something that, on its surface, looks responsible. They had researched their route. They had consulted a source of...
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The Elvis Lawsuit Shows AI Crossing a Line That Copyright Law Wasn't Built to Police
The owners of Elvis Presley's music sued Anthropic for $41 million, alleging that the company trained its Claude model on 274 Presley songs without permission. 1] The complaint, filed on October 23, 2026, in federal...
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When AI Sounds Right and Isn't: The Deception Built Into Confident Output
Generative systems are very good at producing something that looks finished. They imitate tone, structure, and confidence with extraordinary fluency. What they cannot do on their own is guarantee that what they produce...
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AI agents force brands to define their judgement
That moment is where brand stops being a matter of colours and tone and becomes a matter of judgement. And according to one agency chief executive, it is also where AI offers companies something more valuable than speed...
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The Robot That Follows Every Rule and Still Fails the Person in the Hallway
A mobile robot slows for someone in a corridor. A collaborative arm eases its motion as a worker approaches. A humanoid pauses to let a pedestrian pass. Each of these responses looks like judgment the machine appearing...
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When the Robot Says It Is Cutting an Apple
The promise of large language models in robotics is seductively simple: you speak, the machine understands, the machine acts. Ask a robot to bring an apple to the cutting board and slice it, and the model translates...
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The Gatekeeper AI Is Learning to Say No
The debate about artificial general intelligence has settled into a familiar groove. How many parameters will the next model have? How much compute will it burn? How many reasoning steps can it chain together before it...
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Adversarial Random Forests for Synthetic Epidemiological Data
Long before anyone typed "generative AI" into a search bar, medical researchers faced a stubborn arithmetic problem: the most useful health data is often the least accessible. Privacy law is not an inconvenience bolted...
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The Gap Between What AI Says and What It Does
The most consequential deception in modern technology does not announce itself. It arrives as a fluent paragraph, a confident diagnosis, a helpful suggestion. A system trained on text learns to predict what a human...
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AI Automates Formal Verification of Secure Software
For as long as programmers have written code, a small priesthood among them has done something the rest of the profession avoids: proving, with mathematics, that software cannot misbehave. The discipline is called...
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