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For researchers, three core challenges constitute an actionable research agenda: identity-continuous personalization requires new methods for modeling memory and preferences; Rehearsal Engineering requires a reproducible interactive training framework; and safety mechanisms require cross-disciplinary research on technical and institutional design.
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11/3/2026
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