Antonius Felix
systems thinkingcareercreative technologist

Engineer to creative: why I think in systems

Jun 30, 2026 / 3 min

I started in code. My dad taught me to program before I understood it was a skill people paid for, and I spent a good chunk of my childhood at tech camps building small programs because I liked watching a system do exactly what I told it to. I went to NYU for computer science. None of that is the usual setup for someone who ends up in brand and creative work, and it turned out to be the most useful thing I brought to it.

Here’s why. Engineering teaches you to see systems before you see parts. You learn to think in inputs and outputs, dependencies, feedback loops, the way a change in one place shows up somewhere you didn’t expect. You stop looking at things as isolated objects and start looking at how they connect. That habit doesn’t switch off when the work becomes visual.

The move to the front end

Design is what pulled me forward. I was leading a volunteer marketing and design team for a nonprofit, and somewhere in building that team I realized I cared more about the people the work was for than the code underneath it. Design moved me toward the audience. Marketing kept me there, because marketing makes the work accountable, it has to actually do something once it’s in front of someone. Motion, social, UI, content, and performance stacked on top of that over the years. The thread through all of it was never the medium. It was the system.

That background gives me a real advantage in roles where creative, product, distribution, and measurement have to connect. Most creative and marketing work fails in the gaps between specialties: the brand team and the performance team optimizing against each other, the work degrading every time it’s passed along. An engineer’s instinct runs the other way. You close the loop. You instrument the inputs. You design for the feedback, not just the output. When I build creative, social, and performance as one system instead of three handoffs, that isn’t a marketing philosophy I picked up somewhere. It’s how I was taught to think about machines, pointed at audiences instead.

The hybrid has a name now

The industry is catching up to this. The roles that keep showing up, creative technologist, design engineer, the T-shaped creative with depth in one thing and range across many, all describe the same person: someone who can sit between the disciplines and make them talk to each other. That used to read as unfocused. It reads differently when the work in front of you needs brand and product and motion and distribution to be one coherent thing.

I’m not the best pure designer in any room, and I haven’t shipped production code in years. The advantage was never being the best at one layer. It’s being able to see the whole machine and build it so the parts actually connect. I think in systems because I was trained to. It just turned out that creative work is a system too, and most people are treating it like a pile of separate parts.


Further reading

Practitioner writing rather than research, which is the right weight for a piece that is mostly my own argument.

  • On a systems mindset in marketing leadership, Forbes Communications Council (2023), a contributor column: forbes.com
  • On the T-shaped creative: cxl.com
  • On the design engineer / creative technologist path: Adobe Design
About

Antonius builds creative, social, and performance as one system, from the idea to what it does after it ships. Open to creative or marketing roles.

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