The Edge AI Oracle is an LLM-based system that uses LangChain and LangGraph to create a decentralized network of agents for query resolution in prediction markets. It processes queries through an AI Oracle Council, ensuring objectivity, accuracy, and transparency. The architecture sidesteps the limitations and bias of single-model solutions by providing a multi-perspective, bias-filtered approach to query resolution. The system leverages advanced multi-agent orchestration to enhance query accuracy and reliability. LangChain and LangGraph form the core of Edge AI Oracle's multi-agent system, enabling directed, cyclical workflows across agents for high accuracy and transparency in data resolution.