We are building a local-first conversational assistant that helps users understand and interact with their immediate environment through real-time multimodal perception and guidance. The system explores hybrid edge–cloud routing strategies to balance responsiveness, privacy, and reasoning capability, demonstrating how agentic workflows can adapt dynamically based on context and connectivity.