Observe the work
Years in operational environments taught me to notice handover failures, repeated manual work, missing information and systems that do not match the people using them.
ABOUT
I spent more than 15 years inside restaurants, production, logistics and industrial workflows before software became my main tool. My technical roots are in turning, milling, CNC and PLC.
Years in operational environments taught me to notice handover failures, repeated manual work, missing information and systems that do not match the people using them.
I translate the workflow into states, data, decisions, permissions and failure modes before choosing the technology.
Python, TypeScript, APIs, databases, automation and AI are tools. The goal is a useful system that survives contact with real work.
My path is self-taught and evidence-driven: working products, repositories, technical training and continuous iteration.
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