Rusu Georgel

Operational workflows built to order, delivered end to end and handed over to production. Kitchen: an anti-waste scale for restaurants.

Agent pipelines, LLM decision layers and human-in-the-loop approvals inside live operations.

Moved from RPA to agent workflows, RAG and data processing, carrying enterprise standards into agent design.

Maintained 300+ production workflows with my team for teams in India, Germany, Poland and the US: on-call, ticket triage, spreadsheet processing, reusable templates. Coordinated the maintenance team. Up to 85% of manual workload removed; up to 80% time and cost saved.

Led teams of up to 20 in professional kitchens, 100 to 300 covers a day, and learned where operations lose money.

Restaurant on Wangerooge, a North Sea island with no car access.

Supplies arrive by ferry on a fixed schedule. Whatever isn't ordered in time can't be fixed the same day, and whatever gets thrown away was paid for twice: once to the supplier and once for transport.

300 covers a day in season, with a team of 6 in the kitchen.

That is where I learned that stock is not a number on paper, it is a p

Event hall: weddings, baptisms and banquets, several hundred portions at once, with a single serving window.

I coordinated up to 20 people, kitchen and floor, and was responsible for the stock order for every event. A miscalculation showed the same evening: either plates that didn't go out, or stock left on my hands.

That is where I learned that season decides cost: same recipes, different suppl

My first years in kitchens, in pizzerias and small restaurants in Mediaș. Shifts where the same person receives the stock, prepares it, cooks and locks up at night.

That is where I first saw how far what's on the invoice is from what reaches the plate, and that nobody has time to check.

Mar 2026 · Expires Mar 2028

Career change from kitchen to software through an eight-month mentorship program, done alongside work.

I built the foundations in C++: over 200 algorithm problems solved, object-oriented programming, testing and project architecture. Toward the end I moved to JavaScript and built my first web apps.

The mentors came from teams at Facebook, Google and Palantir, each with more than eight years of t