Senior Software Engineer · AI Integration · Full Stack
I build complete features across every layer — frontend, API, business logic, and data — and bring AI into production with the same discipline.
7+ years across startups, consulting, and enterprise. This site is the public interface of my engineering knowledge base: real problems, the decisions and trade-offs behind them, and what they taught me.
- 7+
- years of professional experience
- 4
- roles with confirmed end-to-end vertical delivery
- Claude API · MCP
- AI integrated in production
Selected case studies
All case studies → CASE STUDY
Privacy-first architecture on a healthcare platform
On a platform handling sensitive healthcare data, protecting it wasn't a feature — it was the architecture.
CASE STUDYBringing LLM features into production
Calling an AI API is easy. Making it a reliable feature of a product at scale is the actual engineering.
Decisions
All →Articles
All →- Article Privacy by design, not by retrofit On a healthcare platform, we didn't add security at the end. It shaped the architecture from day one — and that order of operations is the whole point.
- Article Stop fixing backend problems in the frontend The slow screen wasn't a frontend problem. It rarely is. The fix belongs to the layer that owns the problem — and finding that layer is a skill.
- Article Getting LLMs past the demo Calling an AI API is easy. Making it a reliable production feature is the actual job — and it's ordinary software engineering, applied without exceptions.
Signature pattern
End-to-end vertical feature delivery
Consistently shipping complete features across every layer — frontend, GraphQL/API, business logic, and data persistence — rather than owning a single horizontal slice. A pattern confirmed across four roles: SmartBeemo, House Edge, Sophos, and Infodec.
More about how I work →