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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

    Structured Reasoning as Equilibrium

    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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Is AI really to blame for these job losses?

Why Predictive AI Cannot Plan and Why Stability AI Can
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Big tech firms are citing artificial intelligence to justify deep staff cuts, but evidence that AI is displacing workers at scale remains thin. Block, Atlassian, and others have trimmed headcount and said smarter tools mean they can do more with fewer people, even as engineers on the ground question whether today’s systems can safely replace large teams. Small-sample studies offer mixed results: developers often feel faster with AI assistants, but measured productivity gains are modest, and broader labor-market research to date finds limited job loss from AI. The disconnect between executive optimism and day-to-day experience is stark, with many workers reporting little time saved and some complaining AI tools slow them down. Investors have rewarded the cost-cutting and AI narrative—Block’s shares jumped on layoff news—yet critics see “AI-washing” of old-fashioned belt-tightening after pandemic overhiring. The risk, former staff warn, is that companies shed institutional knowledge needed to maintain legacy systems, increasing operational strain on the smaller cohorts who remain.

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