The AI Book Discovery Platform is an intelligent recommendation system that moves beyond simple keyword matching to understand the semantic context of user queries. Powered by Ollama, it leverages the "nomic-embed-text" model for vector-based search and "llama3.2:1b" for expert-level book analysis. The entire system runs 100% locally, ensuring complete user privacy while providing deep insights into search intent and reader profiling.