Unintended behaviors can undermine the user experience and raise safety concerns. Start with a clear understanding of the doll’s intended operating range, including mechanical limits, response patterns, and safety protocols. Regularly test for drift in motion, unexpected substitutions in vocal responses, or deviations in programmed routines, and document anomalies when they occur. Use software safeguards such as fail-safes, sandboxed updates, and permission-based triggers to minimize accidental activations. Networked devices should be protected with strong passwords, two-factor authentication where possible, and encrypted communications to prevent tampering. Respect privacy by limiting data collection to what is strictly necessary and provide users with straightforward ways to review and delete data. If an issue arises, isolate the affected subsystem to prevent cascading failures—this might involve temporarily disabling some features while maintaining core functionality. Implement a proactive maintenance schedule that includes firmware checks, hardware inspections, and testing of safety features after updates. Engage in user education about safe usage, content boundaries, and consent expectations to align behavior with ethical norms. Finally, establish a transparent incident response plan that outlines steps to investigate, communicate, and rectify problems quickly. With layered safeguards, you reduce risk and preserve trust.