MultiDocChat
Production retrieval-augmented generation service with tracing and GitOps deployment.
Overview
MultiDocChat is a production-oriented RAG system with semantic retrieval, answer scoring, request tracing, and repeatable deployment practices.
Selected results
- Built a FastAPI service with LangChain LCEL, FAISS indexing, and MMR retrieval.
- Used Gemini 2.5 Pro for semantic scoring and LangSmith for request-level tracing.
- Implemented GitOps delivery with GitHub Actions, ArgoCD Image Updater, and Kubernetes manifests.
- Supported zero-downtime rolling deployments with semantic versioning.