As an independent AI Engineer / Agentic Systems Developer, I build custom agents, MCP servers, reusable agent skills, and context-engineering workflows grounded in real codebases. I designed a milestone-orchestration skill that breaks projects into briefs, dispatches sub-agents, and verifies results against git.
I also author open-source tools for verifying AI-generated code and serving codebase knowledge graphs to agents. My independent work includes confidential client web apps now in production, developed with LLM assistance and manual review, testing, and hardening.
At Cloudpoint.fi, I owned Node.js microservices for production apps and improved API throughput with async count queries and a shared Redis cache pattern. Earlier at Roots Solutions, I led a 3-person team delivering an ERP web application, including its real-time layer and integrations.

