Forging a Workflow: Agentic Engineering in Practice | Martin Gratzer

**Forging a Workflow, Not Just Writing Code**

If you’ve been building software for a while, you’ve probably felt it too. The ground is shifting. Coding agents aren’t a toy anymore, they’re becoming part of how real products get built.

In Forging a Workflow: Agentic Engineering in Practice, Martin Gratzer shares what happened when he went all in. One side project. Fully built with coding agents. Not as a demo, but as something he’d actually ship.

The project, called *Colorburst*, started with something beautifully simple. His kids wanted custom coloring pages. A unicorn swimming in a lake. A dragon on a skateboard. You know, the kind of requests that make you smile and then realize you can’t easily deliver. So he built a system that could.

But the real story isn’t about coloring pages. It’s about workflow.

At first, the agents were fast. Impressively fast. Describe a feature, get code. Move on. But speed alone isn’t enough. The agent doesn’t know your naming conventions. Your commit style. Your architecture decisions. It’s like hiring a brilliant developer who skipped onboarding.

That’s where things changed.

Instead of prompting for isolated answers, Gratzer started encoding his *process*. Planning steps. Review loops. Documentation updates. Clear acceptance criteria. The agent didn’t just write code anymore, it followed a structured development pipeline.

And here’s the part that really resonates… he kept humans in the loop.

Reviewing pull requests. Catching cross cutting concerns like security and error handling. Updating documentation so the agent improves next time. Not replacing engineering discipline, but reinforcing it.

There’s a powerful shift here. The agent shines during execution. The human shines during planning and review. Together, they compound.

If you’re building software today, this isn’t theoretical. It’s practical. It’s already happening.

And if you lean into it thoughtfully, like Gratzer did, you may find you can build more than you thought possible… without losing the craft that got you here in the first place.