Product AF
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Sitemap - 2026 - Product AF

An AI SDLC for XP Practitioners

Goodhart’s Law and the limits of agent instructions

The Obsolete Conductor: Why AI Replaces the Product Orchestrator, Not the Product Manager

The First Place Kids Will Turn

Evals Belong in the System You Already Have

Surfers and Divers

The Art School Model of Product Enablement

AI and the Work of Slowing Down

AI Makes Coordination More Important, Not Less

AI Agents Are Repeating the Microservices Trap

Conviction versus Confidence

AI makes the First Yes cheaper

The Invisible Work Under Every Cascade

AI Will Not Save You From Your Operating Model

Build what you’d use, then doubt what it proves: when every itch can become software

The Wrong ROI Question for AI

The Most Truthful Roadmaps Lack Detail

AI Strategy Is a Blotto Game, Not a Factory Problem

The Small Pieces That Make Big Things Work

Goal Cascades Are Not About the Framework

AI is eating the “keep things moving” work

Why AI Skills Exist and Most Teams Will Struggle With Them

Skulto: Making AI Skills Resusable

AI Coding for individuals vs teams