Building a Local-First Voice AI Agent: Architecture, Models, and Constraints The demand for capable, privacy-preserving AI agents is growing, but developing these systems to run entirely on local consumer hardware presents a strict set of engineering constraints. Cloud-based agents can afford to use massive, generalized models in complex cyclic loops. Local agents, constrained by limited memory