Pavel Duchovny

@pash

Pavel Duchovny is a Lead, Developer Relations at MongoDB, based in EU and part of the Developer Advocacy organization.

Creations

MongoDB-RAG

A semantic search pipeline that combines MongoDB Atlas Vector Search with VoyageAI embeddings and reranking for high-precision RAG retrieval. User input is embedded using voyage-3.5, searched against a MongoDB Atlas vector index, and reranked with rerank-2.5 to surface the most relevant documents. Results are formatted via a template node for downstream LLM use. Suitable for knowledge bases, document Q&A, and AI agent memory retrieval.