State of the art in 3D printing with AI
Welcome to Marginalia! It’s my new series where I plug a lot of cool stuff, alongside some personal updates.
Read it on Substack4 min

Software engineer from Wrocław, Poland. I started in frontend, spent some time in developer advocacy, and eventually moved into full-stack work and solution architecture.
I work as a Solution Architect at Saleor Commerce, where I help clients figure out their commerce architecture and build the harder parts of it. I suffer from agent-induced scattered-brain syndrome, which means I publish a new project every other week.
Welcome to Marginalia! It’s my new series where I plug a lot of cool stuff, alongside some personal updates.
Read it on Substack4 min
Why the best tools for agentic coding give humans and agents the same programmable workbench.
Read the essay4 min
An agent that checks documentation against code.
A practical look at where agentic coding helps engineering teams, where it creates review and risk bottlenecks, and why harnesses matter more than token spend.
Read the essay10 min
Turns supplier files into reviewable product data.
How I turned organizational and tacit knowledge into a local AI assistant that helps Saleor prepare approach documents faster.
Read the essay9 min
Why the best AI agents work like Guy Pearce in Memento, and what that means for your next project.
Read the essay5 min

A small screenshot editor.
I can't believe I am going to connect Władysław S. Reymont to Artificial Intelligence, but here we are.
Read the essay3 min
A post-hype look at developer advocacy, why helping developers matters more than clout, and why DevRel has to be accountable to real product outcomes.
Read the essay6 min
Reflections from building Configurator from scratch, balancing developer instincts with product ownership and user feedback.
Read the essay3 min
On becoming technical without leaving behind writing, storytelling, and the parts of yourself that make the path yours.
Read the essay5 min
An agent that checks documentation against code.
Turns supplier files into reviewable product data.

A small screenshot editor.
Manage your store configuration as YAML.
Nothing here yet.
Nothing here yet.
Welcome to Marginalia! It’s my new series where I plug a lot of cool stuff, alongside some personal updates.
Read it on Substack4 min
Why the best tools for agentic coding give humans and agents the same programmable workbench.
Read the essay4 min
A practical look at where agentic coding helps engineering teams, where it creates review and risk bottlenecks, and why harnesses matter more than token spend.
Read the essay10 min
How I turned organizational and tacit knowledge into a local AI assistant that helps Saleor prepare approach documents faster.
Read the essay9 min
Why the best AI agents work like Guy Pearce in Memento, and what that means for your next project.
Read the essay5 min
I can't believe I am going to connect Władysław S. Reymont to Artificial Intelligence, but here we are.
Read the essay3 min
A post-hype look at developer advocacy, why helping developers matters more than clout, and why DevRel has to be accountable to real product outcomes.
Read the essay6 min
Reflections from building Configurator from scratch, balancing developer instincts with product ownership and user feedback.
Read the essay3 min
On becoming technical without leaving behind writing, storytelling, and the parts of yourself that make the path yours.
Read the essay5 min
A list of resources that I found useful when learning about URL state management.
Read the essay1 min
ngrok is a fantastic tool that allows exposing your local development environment to the internet. I wish I knew how to run multiple tunnels for free when I started using it.
Read the essay1 min
I recently read "Docs for Developers: An Engineer’s Field Guide to Technical Writing". Here is what I learned.
Read the essay4 min
A cautionary tale about the cost of maintaining a blog with MDX.
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Documentation is a tricky form that doesn’t come easy even to seasoned writers. Its principles are well known: keep it short, user-focused, and simple. There is nothing simple about writing simple, though.
Read the essay6 min
Created by a great team under React Router veterans Ryan Florence and Michael Jackson, Remix was meant to electrify the front-end landscape. Did it succeed?
Read the essay16 min
Filter is one of the most powerful properties that CSS gave us. Thanks to it, we can do absolute wonders to images: from turning them b&w, blurring them, to going full Photoshop-style on those hues and contrasts. Allow me to walk you through it.
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Programming is abstract enough in its own right, and yet sometimes we choose to make it even more convoluted. Let's take it down a notch by thinking about how we name entities.
Read the essay6 min