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Candor Calibration Layer: Anti-Sycophancy Guardrail for Companion AIWhy it helps: Positions itself as a supportive companion, but the documented dependence-promoting effect of sycophancy threatens both user wellbeing and the brand; calibrated candor in conflict conversations addresses both risks.

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