The Nuanced Perspective

Problem Comes First: Why the Best AI Demos Don't Start With AI

The fifth Demo Day of the GenAI System Design course showcased 26 one‑week AI projects built around real‑world problems, from men’s mental‑health check‑ins to accessible mail extraction. Organizers emphasized a problem‑first mindset, arguing that starting with an AI solution creates a “hammer‑looking‑for‑a‑nail” trap and leads to unpredictable outputs. Their CC/CD loop—continuous development paired with continuous calibration—guides teams to incrementally increase system agency while anchoring trust through deterministic components. Examples like WeGotYou, MailPilot, and Wealthwire AI illustrate how design thinking before code yields safer, more reliable products.