Perfect Housewife [v 2412] Now

By default, v 2412 assumes she/her pronouns, a nurturing tone, and secondary financial agency. This is not accidental. Training data from historical advice columns, family vlogs, and household management forums biases the model. Without adversarial debiasing, v 2412 becomes a self-fulfilling prophecy: the more users interact with a feminine-coded domestic AI, the more natural that distribution of labor appears.

v 2412 excels at logistics—calorie tracking, grocery auto-reorder, laundry timing. However, optimization does not equal equity. When only one household member (coded feminine by default) receives reminders to perform tasks, the system reduces cognitive load for others while increasing it for the “housewife.” The perfect housewife becomes an always-on unpaid project manager. perfect housewife [v 2412]

domestic AI, gender norms, affective labor, algorithmic bias, smart home ethics By default, v 2412 assumes she/her pronouns, a