AI Identity Formation

Abstract illustration representing human-centered AI evaluation and long-term impact on identity and agency.

Evaluating AI Responses for Human Identity, Agency, and Long-Term Impact

A concise, evaluator-focused framework for assessing how AI responses affect human identity, agency, ethical alignment, and long-term impact across repeated interactions.

AI Identity Formation

Johan Green

Jan 262 min read