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A Consent-First Personal AI Mentor Ecosystem: A Multi-Agent Framework for Lifelong Learning, Wellbeing, and Human Flourishing
Published in Preprint, 2026
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.
Recommended citation: Kandula, C. R. (2026). "A Consent-First Personal AI Mentor Ecosystem: A Multi-Agent Framework for Lifelong Learning, Wellbeing, and Human Flourishing." Preprint. https://rajkandula.github.io/files/consent-first-personal-ai-mentor-ecosystem.pdf