We need to recalibrate how we prepare our kids, how we structure our careers, and even how we perceive our value as humans. This isn’t just technological evolution; it’s social evolution happening at lightning speed. Ignoring this isn’t just risky—it’s reckless. The shift is coming, ready or not.

Society isn’t even close to ready for this intelligence boom. We’re cruising toward a profound disruption of the knowledge economy—one that will redefine not only jobs, but the very meaning of expertise and human purpose. Education, employment, governance—everything’s about to shift.
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We aren’t talking incremental steps or modest efficiency boosts. This is a fundamental reshaping of how we live, work, and think. These models aren’t just clever assistants; they’re rapidly becoming expert-level operators at a pace and precision previously unimaginable.
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we're in recursive intelligence territory now. second-order effects? unpredictable. forget mars or fusion—those are solved, just waiting to roll out. the real story? every barrier between conceivable and achievable just collapsed. intelligence is loose. reality itself is negotiable.

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saw a demo yesterday that cracked protein folding while designing metamaterials that shouldn’t be possible. not theoretical- actual fabrication instructions. the researchers looked shell-shocked. laughing uncontrollably. others just sat there, silent. there’s no roadmap for this.

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