We Are Building a Generation That Skipped the Fundamentals

I spent years in architecture school drawing by hand.

Not designing. Drawing. Copying masters. Reproducing details I did not yet understand well enough to invent. Tracing decisions made by people far better than me until my hand knew what my mind was still learning.

Cal Poly did not apologize for this. The repetition was the curriculum. You did not get to have ideas until you had earned the vocabulary to express them.

That progression … repetition, copy, reproduce, combine, original voice … is not a teaching method. It is how creative mastery actually forms. Every stage depends on the one before it. You cannot develop an original voice without having spent real time inside someone else's.

I carried that into every creative organization I led. At IGT I managed twelve studios on every continent. The best senior talent I worked with in gaming had all come up the same way. They had done the mundane work. The foundational work that teaches you workflow before it teaches you vision. That foundation was what made them exceptional later.

Now I am sitting in curiosity conversations with founders and CEOs and I keep hearing the same thing. Engineering teams are getting smaller. Junior roles are disappearing. AI is handling the foundational layer and the productivity numbers look great.

They do look great. Right now.

But productivity is not the only thing a junior layer produces. It also produces the next generation of senior leaders. The people making your most important decisions in five years. And those people are currently not being formed.

There is a second problem underneath that one. When the people making your product no longer reflect the audience you are trying to reach, your product starts becoming a conversation the company is having with itself. The junior layer is not just a talent pipeline. It is a cultural connection to the market. Remove it and your product starts aging from the inside without anyone noticing until it is too late.

The productivity gains from AI are real. I am not arguing against them.

What I am asking is whether the leaders making these decisions are thinking past the current quarter's output numbers to the question of who is being formed right now to lead the next chapter.

That question does not show up in your AI dashboard. But it will show up in your product in three to five years.

By then the window to fix it will have already closed.

What are you doing right now to develop the next generation of senior talent in your organization?