PDF Proposal Knowledge Base with S3, OpenAI GPT-4o & Qdrant RAG Agent

About

This template has a two part setup: Ingest PDF files from S3, extract text, chunk, embed with OpenAI embeddings, and index into a Qdrant collection with metadata. Provide a chat entry point that uses an Agent with OpenAI to retrieve from the same Qdrant collection as a tool and answer proposal knowledge questions. What it does Lists objects in an S3 bucket, loops through keys, downloads each file, and extracts text from PDFs. Chunks text and loads it into Qdrant with metadata for retrieval. Exp