Ad bot Embeddings

A company wants to develop an ad bot using a knowledge base of approximately 1,000 text and Markdown files stored in an 'out_going' folder. They intend to create custom embeddings for long-term, multi-purpose use. Because the company operates on CPU-based systems without GPUs, they will use FAISS for incremental indexing. The bot will be triggered at fixed intervals using Windows Task Schedule