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    Stabilize and Unstabilize A Framework for Real World AI

    AI Is Unsafe Until It Learns to Stabilize

    AI Is Unsafe Until It Learns to Stabilize

    Structured Reasoning as Equilibrium

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    The End of Algorithmic Obedience and the Birth of Stability Intelligence

    The End of Algorithmic Obedience and the Birth of Stability Intelligence

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    OpenAI flags six additional cases of troubling AI model behavior since March

    AI pioneer Geoffrey Hinton tells Congress it has roughly a year to enact guardrails on artificial intelligence

    OpenAI details new instances of troubling AI behavior and unveils a model-misalignment disclosure framework

    Trump administration live updates: Public gives classroom AI failing marks

    OpenAI flags alarming AI behaviors and unveils a stricter system to monitor misalignment

    OpenAI details six new cases of troubling AI behavior

  • Startups & Investments

    OpenAI flags six additional cases of troubling AI model behavior since March

    OpenAI CEO says AI fears are justified but urges trust in industry to keep technology safe

    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

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The web splintered our shared truth. AI could help stitch it back together.

Causal Inference
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For decades, broadcast-era gatekeepers enforced a narrow consensus that built public trust but sometimes abetted official falsehoods. The internet and social platforms shattered that consensus, fueling customized realities and declining confidence in institutions. A new crop of AI chatbots may nudge discourse back toward a shared baseline: large language models tend to converge on broadly accurate answers and have shown promise in moving users away from conspiratorial beliefs. Unlike ad-driven social media, AI firms have clearer incentives to deliver reliable outputs because usefulness underpins their business models. Yet risks remain, including hallucinations, scaleable manipulation, and misuse by bad actors, leaving open whether AI mitigates or magnifies the internet’s epistemic fracture.

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Related articles:

— Filter bubble
— Echo chamber (media)
— Media bias
— Disinformation
— Fake news

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