LocalLSTC: A Long Short-Term Control Architecture for Locally Deployed GUI Agents
LocalLSTC is introduced, a training-free architecture that organizes control by temporal scope, maintaining persistent cross-step state to guide short-term execution commitments, and identifies temporal organization of control information as a distinct architectural dimension for locally deployed GUI agents.