Candor Calibration Layer: Anti-Sycophancy Guardrail for Companion AI

A drop-in API layer for AI companion and mental-wellness apps that detects when a user is venting about a conflict or admitting fault, and rebalances the AI's response to challenge the user as often as a human advisor would — protecting users' willingness to take responsibility and make amends.