Responsible Efficiency: Ethics, Risk, and Governance
Audit datasets, evaluate outputs across cohorts, and include diverse reviewers. Fair recommendations prevent costly rework and reputational harm. What fairness risk worries you most? Share it, and we’ll map practical controls that keep efficiency aligned with values.
Responsible Efficiency: Ethics, Risk, and Governance
Define clear thresholds for review and escalation. Human oversight ensures context-sensitive decisions remain responsible. Efficiency is meaningless if outcomes are unsafe. Describe a high-stakes scenario, and we’ll identify the right checkpoints to protect customers and teams.