// Engineering · AI · Career · March 2026 · 4 min read

Coding Isn't
the Job

You are not a translator. You are an engineer.

Too many think their job is writing code.

It isn't.

Coding is mostly translation.

English Python
Mandarin Rust
A chaotic Jira ticket whatever abstraction layer your stack happens to be using this year

You start with (usually) messy human input - a half-baked product idea, a vague ticket, a frustrated customer complaint, a Jira ticket that just says "can we make this faster?"

Then someone has to turn that into something a computer understands.

For decades that translation required a human glued to a keyboard. Syntax mattered. One missing character and the whole build failed.

What happens now that AI is very good at that exact task?

Give it a clear description and it can generate solid code. Not perfect. Not production-ready. But the translation from intent to code happens fast.

Which forces a realization many engineers have yet to fully realize:

Typing computer code was never where the real value lived.

It was never about who could write a for-loop fastest or memorize the most APIs.

The real engineering work

The real engineering work happens somewhere else entirely.

Can you distill vague requirements into a coherent design?
Can you architect a complex feature that spans UI, services, data, and infrastructure?
Can you find the performance bottleneck nobody else sees?
Can you diagnose the timing bug that only appears under load at 3 a.m.?
Can you ask the right question that forces the entire project to rethink its direction?
Can you lead a team through a genuinely hard problem when no obvious solution exists?
That's engineering.
Everything else is syntax.

And syntax is exactly what machines are getting very good at.

What remains

This is why strong engineers shouldn't fear AI. If anything, it clarifies the profession.

For years the industry rewarded people for how quickly they could translate ideas into code. Now that translation layer is being automated.

What remains is the part that was always the real job.

Thinking.
Designing.
Solving.

In other words, the job is finally shifting back to what engineering was supposed to be about.

Not typing.
Not syntax.
Impact.

The engineers who embrace AI will move dramatically faster - exploring more designs, testing more ideas, and eliminating huge amounts of tedious work.

The ones still measuring their value in lines of code are about to discover something uncomfortable.

Translation is being automated.
Engineering isn't.

In the era of AI, it is time to get back to your engineering roots.

ACT ACCORDINGLY...
MF
MARIO FILIPAS
Senior Director, Cloud GPU Software · AMD · University of Waterloo

Leading 150 engineers across Canada, Serbia, and China building GPU virtualization software for AMD's Instinct AI accelerators. I think about what's next...with urgency. I run on AI.

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