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    AI Is Unsafe Until It Learns to Stabilize

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    Structured Reasoning as Equilibrium

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    Sam Altman warns AI faces two chief threats: misalignment and dangerous concentration of power

    Trump AI adviser says AI makers—not government—must ensure their systems are safe

    Congress pushes back on Trump’s AI stance as lawmakers ramp up calls for guardrails

    Trump dismisses AI doomsday warnings as a ‘hoax’ while tech leaders decry an ‘unseen hand’ driving regulation

    Could AI doom humanity? The architects of the technology warn of mounting risks and urge oversight

    Trump Rejects New AI Oversight as Industry Chiefs Urge Slowdown on Rapid Advances

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    Sam Altman warns AI faces two chief threats: misalignment and dangerous concentration of power

    Trump AI adviser says AI makers—not government—must ensure their systems are safe

    Trump Rejects New AI Oversight as Industry Chiefs Urge Slowdown on Rapid Advances

    Trump says he alone is the AI ‘guardrail’ America needs as president

    Trump rejects AI guardrails, says a “smart president” is all that’s needed

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With chatbots acing the Turing test, should we retire it—and what should replace it?

The Machinery of Thought: How Centuries of Invention Led to Artificial Intelligence
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At a packed Royal Society event in London marking 75 years since Alan Turing proposed his “imitation game,” researchers argued that modern chatbots’ ability to pass the Turing test is no proof of understanding—and that the test should be retired. Speakers including neuroscientist Gary Marcus and University of Sussex’s Anil Seth urged the field to shift from chasing ill-defined artificial general intelligence toward targeted evaluations of safety and practical capabilities. While large language models now mimic human conversation convincingly, their brittleness outside familiar prompts underscores the gap between imitation and cognition. New benchmarks such as ARC-AGI-2 aim to measure adaptable reasoning, but there’s little consensus on how to define or certify “general” intelligence. The emerging consensus: prioritize rigorous, transparent assessments of real-world reliability and risk over headline-grabbing parlor games.

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On the Measure of Intelligence (ARC) by François Chollet
Beyond the Imitation Game: Measuring and Extrapolating LLM Performance (BIG-bench)
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