In the Age of AI, You Are the Last ‘Golden Generation’ of Developers

A lot of developers seem anxious now that AI has arrived.

But you—the developers working today—may actually be the “golden generation.”

Going forward, companies are increasingly likely to become intolerant of software development that does not make use of AI. When it comes to sheer productivity, humans will find it almost impossible to compete with AI. Before long, insisting on writing everything by hand at work may be treated as somewhere between a professional sin and a primitive way of doing things.

But AI-assisted development is not a universal solution.

Limitations in context windows, prompts missing information you failed to provide, information loss over long conversations, and similar problems inevitably introduce contradictions into AI-generated development work. The longer development continues, the more the AI’s consistency can drift. Correcting that drift will increasingly become the developer’s role.

You may be expected to avoid manually analyzing every line of code whenever possible. Instead, you will infer the state of the system from the AI’s responses and fragments of code, identify where things are going wrong, and steer the AI back in the right direction.

You could call this ability “intuition.”

The problem is that this kind of intuition has traditionally been developed through hands-on coding: analyzing code yourself, designing systems yourself, writing them yourself, making mistakes, and accumulating experience.

Today’s senior developers were able to build that experience while being paid by their employers.

What happens when the next generation of developers tries to do the same?

Companies may increasingly tell them to go practice that at home.

This creates a serious dilemma for new developers. They will be required to use AI, while simultaneously being denied many of the opportunities through which they would have developed the very “intuition” that may become one of the most important qualities required of an AI-assisted developer.

This is one of the major concerns in the developer world today.

Future generations may suffer a break in the chain of experience, causing their underlying capabilities to decline sharply—while AI, paradoxically, continues to depend on exactly those capabilities from the humans supervising it.

But doesn’t AI development take care of everything?

Look at the recent rise of software development by non-developers—ordinary people building things with AI—and one characteristic pattern becomes noticeable.

They tend to rely heavily on visual information, especially UI, while being much weaker when dealing with things that are not immediately visible.

This is also one reason AI-assisted development has become particularly concentrated around apps and websites. Those areas are visually engaging, but more importantly, they provide non-experts with the richest and most immediate feedback.

Cases where AI tells someone to deploy something on localhost, or where API keys are exposed directly in client-side code, have become material for jokes. But they also reveal something more fundamental: how vulnerable non-experts can be when dealing with information that cannot be seen directly on the screen.

Still, the future of AI-assisted software development is not necessarily bleak.

There was once a “romantic” era of computing in which programmers squeezed every last byte of memory and every last bit of performance out of severely limited hardware. Eventually, we moved into an era where cheap memory—though not so cheap at the moment—abundant computing resources, and massive networks allowed us to solve many of those problems through sheer capacity instead.

AI-assisted development may follow a similar path.

Problems that today require human architectural skill and intuition may eventually be overwhelmed by enormous amounts of computing power and reasoning capabilities far beyond what we currently imagine.

That makes today’s developers quite possibly the final generation of “romantic” hand-coders—and perhaps the last golden generation when it comes to intuition, reasoning, and the ability to maintain a coherent design through direct experience.

For now, AI needs those abilities more than ever. It needs you as the provider of context, the interpreter of incomplete information, and the person who keeps the system aligned.

There is a reason demand for senior developers has remained comparatively resilient to the effects of AI while junior developers have taken a much heavier hit.

So enjoy your last dance.

Thank you.