A honest look at AI-driven development from the perspective of a full stack engineer building real products with React, Next.js, TypeScript, and Node — covering workflow changes, practical shifts in skills, and why judgment still wins.

During my AI for Good Fellowship with Code for Africa, I have been building AI Survey Copilot — an AI-powered platform that supports organizations throughout the survey lifecycle, from planning and designing questionnaires to collecting responses, analyzing results, and generating reports.