← Shubhang Subramanya's projects
@servercrash358by Shubhang Subramanya · Independent
Python
Lumina-RAG
A production RAG API that answers questions grounded in your own documents, built the way it would run in production: async FastAPI, PostgreSQL + pgvector (HNSW ANN), Redis cache, two-stage retrieval (vector search → cross-encoder rerank), containerised, deployed to Kubernetes via GitOps, and fully observable.
More from members
All projectsSee what other members are building and what each project is looking for.
Comments · 0