Software Engineer — Distributed Systems, Platforms, and Agentic AI
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I build and operate backend systems, with a focus on distributed architectures, developer tooling, and the infrastructure around autonomous AI agents. I am currently completing a Master's in Computer Science and Engineering at the University of Oulu, and working as a thesis worker at Metosin, where I design governance, observability, and orchestration layers for agentic AI systems.
I care about systems that are reliable, observable, and clear to the people who maintain them.
Runtime Governance for Autonomous AI Coding Agents — Master's Thesis, Metosin
A control-plane-style framework that makes the behaviour of AI coding agents (Claude Code and Gemini CLI) observable and subject to runtime policy, without modifying the agents themselves. It captures lifecycle events through native hooks, routes them through a durable Temporal workflow, and delivers structured telemetry to a self-hosted Langfuse platform. Governance layers handle policy enforcement, anomaly detection, goal assessment, hallucination detection, and data lineage.
Go · Python · Temporal · Langfuse · Docker · ClickHouse · MCP
Enterprise RAG Knowledge Assistant
Containerised retrieval-augmented generation system for semantic document
querying, with embedding pipelines, re-ranking, and streaming citation-tracked
responses. Deployed on Kubernetes.
Python · LangChain · pgvector · FastAPI · Docker · Kubernetes
Distributed LLM Inference Platform
Microservices architecture for distributed model serving across compute nodes,
benchmarked for latency and reliability, with Prometheus monitoring and
REST/gRPC integration.
Go · Python · Kubernetes · gRPC · Prometheus
Languages Go, Python, TypeScript, Java, SQL, Bash
Platforms & Infrastructure Kubernetes, Docker, Linux, Azure, microservices
CI/CD & Observability GitHub Actions, GitLab CI, Jenkins, Prometheus, Langfuse
Data PostgreSQL, MySQL, pgvector, query optimisation
Agentic AI Claude Code, LangChain, LangGraph, Temporal, MCP
Thesis Worker — Metosin · 2026 – Present Backend platform services and governance layers for autonomous AI systems.
Research Assistant — University of Oulu · 2025 Distributed system architectures and inference pipeline benchmarking.
Software Developer — ACE Money Transfer · 2023 – 2025 Backend services and REST APIs in Go and PHP for a global fintech platform.
Based in Finland
