NewStart — RAG Assistant for Moving to the US by Aleksandr GvozdkovNewStart — RAG Assistant for Moving to the US by Aleksandr Gvozdkov

NewStart — RAG Assistant for Moving to the US

Aleksandr Gvozdkov

Aleksandr Gvozdkov

NewStart is an AI-assisted Q&A project for people navigating a move to the United States. I designed and built a retrieval-augmented workflow that combines embeddings, vector search, and an LLM to answer questions using relevant source context. My contribution: product concept, Python implementation, LangChain-based orchestration, retrieval design, and iteration based on user feedback. The project demonstrates practical experience turning a knowledge problem into a working AI product. Stack: Python, LangChain, embeddings, vector retrieval, LLM APIs. Project: https://ru2usa.com/
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Posted Sep 30, 2026

Founder-built AI Q&A assistant using Python, LangChain, embeddings, and vector retrieval to provide context-aware migration guidance.