Public profile
Ilya Shapovalov
@yagaMI-Reverse
AI/LLM engineer from Kostanay. I build production RAG systems, LLM agents and automation pipelines — and I measure them instead of guessing.
Kostanay
About
Examples: GraphRAG against vanilla RAG on the same corpus (+20 points on multi-hop questions), a document pipeline turning a 116-page tender into 745 requirements with page references and confidence, recall 92.2% on a hand-labeled gold set, and a deterministic evaluation harness with no LLM-as-judge (accuracy 85 to 100%). Stack: Python, FastAPI, LangGraph, Qdrant, Neo4j, PostgreSQL, Docker, Kubernetes. Open to remote work and contract projects.