QA Engineering Won the War Why AI Is Shifting Engineering From Building to Validation
For most of our industry’s history, the people with the most authority were the people closest to the act of building.
For most of our industry’s history, the people with the most authority were the people closest to the act of building.
For decades, engineering has been shaped around a set of principles that we rarely question. Maintainability, testability, modularity, and reusability have been treated as foundational qualities of good systems. They are deeply embedded in how we design architectures, review code, and evaluate technical decisions.
For decades, we repeated a simple idea: code is read more than it is written.
Execution is no longer scarce. It has been compressed by years of tooling improvements and, more recently, by AI. The cost of producing software continues to fall.
For years, we optimized engineering speed.
Two weeks ago, I built an MVP for StrengthsOS in under 12 days. At the same time, I started rewriting Octolaunch from scratch. That’s not the interesting part.
As organizations scale, governance expands. Reporting structures multiply, compliance requirements mature, alignment rituals increase, and cross-functional touchpoints become more frequent. None of this is inherently problematic. In fact, process often emerges to reduce chaos and increase predictability.
In technology-driven organizations, engineering is not merely a delivery function — it is the execution engine of the business. Strategic ambition, product vision, commercial commitments, regulatory obligations, and operational reliability ultimately depend on engineering capacity.
For almost a year, I didn’t publish anything. Not because I didn’t have opinions. Not because I stopped caring. But because I was struggling.
Feedback is often called a gift, and indeed it's a powerful tool for improving our behaviors. This article won't cover how to provide feedback or various feedback methods, as these topics have been extensively covered elsewhere. Instead, I want to explore a key question: are we truly providing feedback when we claim to be?