
Build To Learn FAQ
The Build‑to‑Learn FAQ clarifies the distinction between product discovery (building to learn) and product delivery (building to earn), emphasizing that solving the problem—not merely confirming it—is the toughest challenge. It outlines the product manager’s role as a value‑ and viability‑focused contributor rather than a decision‑maker, and highlights how generative AI can accelerate prototyping and decision support. The piece also explains the “prototype‑as‑spec” approach, the limited role of PRDs after discovery, and the structured testing of value, usability, feasibility, and viability risks.

Product Coaching and AI
The article argues that the shortage of effective human product coaching can be mitigated by using generative AI foundation models as personal product coaches. Recent advances in models such as Claude, Gemini and GPT have reduced erroneous advice, making them...