A Consent-First Personal AI Mentor Ecosystem: A Multi-Agent Framework for Lifelong Learning, Wellbeing, and Human Flourishing
A framework paper arguing that consent is not a constraint on society-scale AI mentorship systems but the mechanism that makes them effective. Proposes a two-tier architecture of individually owned Personal Mentor Agents and consent-scoped Institutional Coordinator Agents.
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