AI agents need better computer tools, not just better models. Agent Interface is an open-source layer built to cut repeated screenshots, model calls, and waiting. It reuses learned interactions, runs action-and-feedback loops locally, and asks the model when fresh judgment is needed. Start with the runnable desktop research preview, and follow the Astra/Freedoom experiments exploring control in a world that doesn't pause while AI thinks.
