Doc-Audi-AI RAG Smoke Test Document

Project: Doc-Audi-AI
Environment: Lightning AI deployment with Ollama embeddings.

This sample document is used to test ingestion and retrieval.
The system should split this file into chunks, generate embeddings, and store vectors in Chroma.

Key facts:
- The project supports file ingestion for PDF, TXT, and MD formats.
- The default collection name for tests is "default".
- A typical retrieval question is: "What is this document about?"
- Another test question is: "Which file formats are supported?"

Expected behavior:
If ingestion succeeds, querying should return text snippets from this document with relevance scores.