
Recognize the information and power imbalance between creators and users. Counterbalance it by opening decision rationales, inviting critique, and actively redistributing control through preferences, portability, and clear recourse. People should never need insider knowledge to defend their interests or opt out.

Run experiments that oversample marginalized groups, then publish differential impacts and mitigation steps. Make accessibility non-negotiable. If a cue helps many yet harms a few, redesign until harms fade. Equity is not a metric to average away; it is a promise.

Prohibit designs that shame, obstruct, or trick people into choices they did not intend. Establish internal review, external audits, and clear escalation paths. Reward teams for removing manipulative patterns, not merely for short-term conversion gains disconnected from long-term wellbeing.
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