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Gyms for Them, Mirrors for Us

O’Reilly Media·Shreshta Shyamsundar·20 days ago
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Personal AI doesn’t have to run your life to change it. It just must see you clearly and feed your behavior back to you in a way you can’t dodge. Once you look at AI as feedback loops instead of little butlers, the whole “agent” conversation starts to feel upside down. We’ve overrotated on agents that act and massively underinvested in systems that watch, interpret, and train, for humans and for models. Stop shipping little butlers Most personal AI demos orbit the same fantasy: inbox‑zero sidekicks, calendar‑tuning bots, or agents that “just handle it” so you can “focus on what matters.” They’re great on stage but terrible as a risk posture. The butler model hides a simple asymmetry. A read‑only system that misinterprets you is mildly annoying; you ignore a bad suggestion. A write‑enabled system that misfires in your inbox or CRM is career-limiting. One error is a shrug, the other is an incident report. That’s the asymmetric agent in one line: Read is cheap; write is expensive .…

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