Always-on life-logging video makes the privacy-utility trade-off inevitable for persistent AI, requiring pipeline-aware designs and formal leakage metrics.
InSPO derives a globally optimal preference policy conditioning on alternative responses, proving superiority to DPO while guaranteeing invariance to modeling choices and improving alignment.