We formalize the challenge of persona incongruity, revealing how existing methods fail to reconcile stable traits with atypical stances. We propose QUIRKYMIND, a framework coupling semantic stability with expressive control via an alternating discriminative-generative objective.
Empirical validation of the Specificity Erosion signal from DriftAlert. Pre-registered (OSF pkr84). Companion to The Nature of Agentic Drift (Rayman, Prakash, Haraldsdottir, 2026).
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