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.
Senior Engineer · RAI Champion
Inside the AI ERP org. AI is a force multiplier — but engineering fundamentals are what turn models into products businesses can trust. RAI Champion by role, fundamentals evangelist by habit.
Senior Test Specialist · Senior Software Engineer
The German chapter. Medical-device validation at Roche — FDA-grade embedded test frameworks in Python, UART hardware interfaces, where a false positive could cost a life. Then PLM test frameworks at Siemens with Selenium + JUnit.
Software Engineer · Senior Software Engineer
The Nordic chapter. SIP protocol test design at Nokia, C# test suites on WP7/WP8 with the Tux framework, Wireshark & tcpdump network analysis. Then Windows Phone automated test suites and RCSe implementation at Microsoft Espoo — the first stint.
Software Engineer
Where it all started. Test design for 2G/3G network elements, TCL/Tk automation frameworks. A one-way ticket from India to Finland — everything after this was built on that bet.
Peer reviews · 03
Technical depth, adaptability, and natural leadership — an incredible asset to any team.
A true professional and gentleman. Would work with him again without hesitation.
Exceptional at identifying critical defects early — robust, scalable test suites.