Hi, I'm Nik 👋
Senior Applied AI Engineer building production AI systems end-to-end, from problem framing and data pipelines to evaluation, inference, and deployment.
I bring 10+ years of engineering experience across SaaS, logistics, e-commerce, and AI-native products, and as an ex-Founder I combine technical depth with strong ownership and the ability to turn ambiguous problems into reliable systems used in production.
My work sits at the intersection of AI systems, backend engineering, and product ownership: agent orchestration, RAG and retrieval, fine-tuning and evaluation workflows, and high-throughput inference for data-intensive and financial use cases.
Some of my projects
Experience
London, UK
- Designing and building production-grade AI systems across RAG, agent orchestration, and LLM inference.
- Developing financial AI tooling including multi-agent equity research and analysis workflows.
- Implementing fine-tuning, evaluation, and deployment pipelines for domain-specific models.
Remote
- Built and scaled wellness platform with 140,000+ products sold.
- Led product, engineering, and full-stack platform development across e-commerce and operations.
Remote
- Built production systems for vertical SaaS platform serving 400+ golf clubs.
- Developed scalable React and GraphQL applications for bookings, operations, and staff workflows.
Bay Area / Remote
- Led team of 7 engineers building logistics and delivery platform.
- Scaled company from 4 to 100 employees with backend/data systems for real-time operations.
Bay Area, CA
- Built internal and customer-facing applications during scale-up from 50 to 450 employees.
Remote
- Led frontend delivery of marketplace MVP, launched in 2 months and onboarded thousands of users.
Graz, Austria
- Built and maintained e-commerce solutions with React, Redux, and GraphQL.
- Worked on Java and SAP Commerce (Hybris) implementations for enterprise clients.
Education
M.S. in Computer and Information Science
University of Ljubljana
Faculty of Computer and Information Science
2012 - 2015
Ljubljana, Slovenia
B.S. in Computer and Information Science
University of Ljubljana
Faculty of Computer and Information Science
2009 - 2012
Ljubljana, Slovenia
Stack

LangGraph
Agent orchestration and workflow routing

LlamaIndex
RAG indexing and retrieval pipelines

Qdrant
Vector DB for semantic search

vLLM
High-throughput inference serving

FastAPI
API layer for production deployment

Docker
Containerized build and deployment

GCP Cloud Run
Production deployment for AI backends

Unsloth / HuggingFace
Fine-tuning workflows and model tooling
Let's talk