AI-Powered RAG Document API with FastAPI and PostgreSQLAI-Powered RAG Document API with FastAPI and PostgreSQL
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AI-Powered Document API (RAG) — deployed on Render FastAPI, PostgreSQL, OpenAI API, React, Docker, GitHub Actions • Built a RAG backend: PDF ingestion, overlapping chunking, embedding-based retrieval, and OpenAI answers grounded in retrieved chunks, behind JWT auth with response caching. • Debugged a chain of Render build and runtime failures (memory limits, dependency conflicts, ephemeral disk) and replaced a local FAISS index with PostgreSQL-stored embeddings and NumPy cosine similarity.
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The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started