I write about how businesses can use AI, software, data, and process redesign to create measurable value — starting with the business problem, not the technology.
I've been building software since 1998.
My perspective comes from both writing code and leading technology teams.
I care less about what AI can demo, and more about what it can improve in a real business.
Recent writing on AI, software, and business.
Why teams that demand evidence for small changes can become much less skeptical when they replace an entire website: experimentation, migration risk, and the moment a hypothesis becomes a project.
Why keeping technology running and using it to transform the business should not be treated as the same responsibility.
A note on how I built the operational system behind PlusValue's mystery-shopping work, which began as a university final project in 2005.
Hands-on notes and tutorials on Go, Linux, Docker, web fundamentals, and more—with new technical writing added as I publish it.
What matters is not the model, but the decision, workflow, or economics it changes.
Explore AI writing →02Processes, handoffs, information, and decisions are where operational friction becomes visible.
Explore business writing →03Architecture, infrastructure, and implementation determine whether an idea becomes dependable.
Explore engineering writing →I first try to understand what needs to change. I choose the technology only after the problem, expected benefit, and cost are clear.
What should improve: cost, speed, capacity, quality, or revenue?
How does the work happen today, and where are time, money, or knowledge being lost?
Even if I do not act today, I consider likely scenarios. A small preparation now can prevent far more work later.
Which change is most likely to produce a meaningful result?
Is the expected gain worth the cost, effort, and risk?
What should be removed or changed before anything is automated?
Would AI, software, an existing product, or a process change be the best fit?
Put the change into practice and measure what actually improves.
Short accounts from systems built in the real world, with the details that made them useful.
A real-time decision-support and sales-management platform for routing, payments, and management visibility.
Read →What emerged from building and operating a chat system for patients across channels.
Read →A modern open-source infrastructure assembled with a small server and Cloudflare.
Read →This site is where I share notes on AI, software, the products I build, and the problems I encounter at work.