ABB—01The story in four states01 / 04
01Noise
Every system starts as noise.
Conflicting requirements, legacy code nobody owns, alerts at 3 a.m. I started out in 2012 as a developer, working on hospital information systems for the Ministry of Health, then on e-commerce at PttAVM, where I led my first team. That’s where I learned that reality never reads your diagram.
2012–2018 · Foundations
02Monolith
Then it hardens into a monolith.
One deploy moves everything, and nobody is quite sure who owns what. At Mikro I moved .NET Framework systems to .NET Core. At Odeon we replatformed the B2B and B2C tourism platforms and broke them into event-driven microservices, wired to Amadeus, Sabre and Travelport. The lesson: find the seams and cut along them, one piece at a time. No big-bang rewrite.
2018–2022 · Scaling systems
03System
Architecture sets it free.
Bounded contexts, event-driven flows, observability from day one. At Farmazon I led the team behind an e-commerce platform with 20K+ daily users. At Borusan Lojistik I moved a legacy WMS/TMS onto microservices for a 45% performance gain. At RoofStacks and GoArt Worlds I ran software development for 20+ engineers across both companies. Teams work like systems: best when they can make the call without me in the room.
2022–2026 · Leadership & architecture
04Intelligence
Now it learns. Under control.
RAG, fine-tuned models, evaluation pipelines, guardrails. Today I’m the architect at Doktar, an agri-tech company, responsible for everything from the backend to the mobile apps and building AI on OpenAI and Microsoft Fabric. The problem isn’t the model, it’s control: I build AI where “I don’t know” counts as success and no sentence ships without a source.
2024 → today · AI transformation
- 01Noise
- 02Monolith
- 03System
- 04Intelligence
StateNoise
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