AI shouldn’t just save time. The ethical imperative is to design for struggle, protect belonging, and enable trust at scale.

Static tests miss growth. Like language learning, AI-era skills need dynamic measures that capture progress in motion.

AI can offload tasks, but humans bring mindset. Effort, curiosity & clarity keep workplace learning relevant & transformative.