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    AI Is Unsafe Until It Learns to Stabilize

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    Structured Reasoning as Equilibrium

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    Why Autoregressive Language Models Cannot Lead to Human-Level Intelligence

    Anthropic’s ‘Mythos’ AI Flags 2,000+ Software Flaws in 7 Weeks, Withheld from Public Release Over Safety Risks

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Home Business

AI tools arm car renters against bogus damage claims

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Rental-car agencies are adopting AI-powered scanners from firms like UVeye and ProovStation to flag dings and scratches, prompting complaints from customers hit with charges for minor blemishes. In response, newcomers such as Proofr and Ravin AI are giving drivers their own digital leverage: time-stamped, geotagged, before-and-after image reports that use computer vision to spot changes and create tamper-resistant records. The tools aim to curb questionable claims as companies roll out automated inspections at U.S. airports, including locations run by Sixt and Hertz. While adoption underscores a broader tech shift in auto services, both sides acknowledge accuracy still hinges on lighting, angles and image quality—leaving a continuing debate over fairness and the line between true damage and wear-and-tear.

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