Code is the easy part. The hard part is the
that ship it, trust it, and outlive their creators.
Reads a TypeScript codebase and reports what’s actually there — hotspots, blast radius, bus factor, duplication — from AST and git history, not estimation. No model in the loop. No code leaves the machine. Every number is verifiable against the repo you point it at.
I built it because the things I care about inside a company — whether the team can operate without the original engineer — are the same things I wanted to measure outside of one.
A natural-language interface to Azure Data Explorer where the LLM is never allowed near the parts that need to be trusted. Clusters, schemas, auth, and metric definitions live in declarative YAML config; the LLM only writes filter clauses. Zero hallucination isn’t a claim — it’s an architectural property of the design.
I built it because the question I kept hearing inside a company — can we trust this LLM output? — has a better architectural answer than I was hearing in public. This is the shape of that answer.
The AI era amplifies both throughput and ambiguity. I architect the fundamentals that make autonomy trustworthy, auditable, and shippable.
Autonomy ships when the fundamentals do.
Software Engineer
Where it all started. TCL/Tk for 2G/3G network elements — a one-way ticket to Helsinki. Everything after was built on that bet.
Software Engineer · Senior Software Engineer
The Nordic chapter. Protocol-level test design, then the Fremantle → Windows Phone transition — engineered from both sides of the door.
Senior Test Specialist · Senior Software Engineer
The German chapter. Medical-device Python and enterprise PLM — two domains that don’t tolerate false positives.
Senior Engineer · RAI Champion
Inside the AI ERP org — building the fundamentals that make autonomy shippable.
Unedited · from peers
A thoughtful collaborator who uplifts those around him.
His combination of technical depth, adaptability, and natural leadership make him an incredible asset to any team.
Technical and business acumen always at the high end — a role model for his peers.
A true professional and a true gentleman. Would work with him again without hesitation.
Actively driving test automation across both protocol-level messaging and the user interface.
Versatility and out-of-the-box thinking — an exceptional knack for identifying critical defects early.