#7 Lead AI. Or be led. cover art

#7 Lead AI. Or be led.

#7 Lead AI. Or be led.

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 A raw field report on choosing truth over applause and why “agency by design” must sit above data, models and policies. AI proposes. Humans decide. AI has no world-model of responsibility. If we don’t lead it, no one will. In this opener, Christina shares the moment she stopped trading integrity for applause and lays out v1: measurement & evaluation, human-in-the-loop instrumentation, a developmental layer prototype, and a public audit trail.
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