The article outlines the first stage of building an AI-powered dream analysis system. Rather than relying on symbolic dream dictionaries, it proposes a context-aware pipeline combining NLP, symbol detection, preprocessing, and LLMs to generate structured, explainable psychological insights while avoiding deterministic interpretations.