Romans Numcevs

Lately I’ve been building systems that turn raw data into useful answers.

I focus on:

data pipelines

API integrations

AI / RAG systems

One recent project: a custom RAG architecture for an LLM-based chat agent.

It takes documents → creates embeddings → retrieves relevant data →...