Software that ships with clarity into production.
I help companies use AI not as a demo, but as a dependable part of their software engineering — with architecture, quality gates and compliance that survive an audit.
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- TrueCode · Leitivo · SME engagements
Four fields where I create impact
No grab bag. I work where AI-assisted development decides the difference between a prototype and a product that holds.
- 01
Adopting AI-assisted development
Let a team work with LLM assistance without speed turning into technical debt.
- 02
Software architecture & reviews
Make decisions that hold in 24 months — not just until the next sprint.
- 03
From prototype to production
The invisible half of the work — the one that decides whether a demo survives operations.
- 04
EU AI Act & GDPR by design
Compliance as an architectural property. Built in before an audit demands it expensively.
What I stand for right now
- 01
Discovery first
Before a line is written I clarify: does this already exist? Where does it belong? What breaks when it grows? The most expensive line of code is the one written twice.
- 02
Enterprise grade, no demo mode
No half-solutions with „we'll clean it up later". Tests, types, migration safety and compliance belong to the definition of done — not a future ticket.
- 03
Architecture for 24 months
Every abstraction must pass the question „does this hold at 500 tenants?". I name trade-offs openly instead of hiding them under elegance.
- 04
AI with judgement
LLM assistance accelerates — but does not replace engineering judgement. I build guardrails so speed does not turn into debt.
Thoughts that come from real work
A project that needs to hold?
Whether a concrete project, an architecture question, or the idea of bringing AI sensibly into development — a first conversation costs nothing but half an hour.