The Phase Where Clarity Becomes Structure
2 min readWhy the PM role matters in AI-first development, and how to use it effectively.
3 min readA hands-on, practical walkthrough of epics, user stories, and how the PM role structures work for AI-first engineering.
4 min readThe two pieces of PM work that make AI development predictable, stable, and production-ready.
3 min readHow product managers prevent AI from building features in the wrong order.
3 min readWhat an AI Architect really does, and how their decisions shape every agent and every line of generated code.
4 min readWhy defining data contracts and API shapes before coding gives AI a stable, predictable playground.
4 min readHow to think about your stack as an architectural constraint that makes AI-generated systems coherent instead of chaotic.
4 min readWhy this artifact feels confusing at first, and why it becomes the single most important document in AI-first development.
4 min readA lightweight way for Product Managers to prevent insecure behavior early—without becoming security engineers.
3 min read