Agents2h ago
Apple Debuts Pare For Proactive Agent Testing
The Proactive Agent Research Environment (Pare) models applications as finite state machines rather than flat APIs. This approach simulates stateful, sequential user interactions to better evaluate autonomous assistants. It provides a realistic testing ground for agents that must anticipate needs. Developers can now validate proactive behaviors without relying on static tool-calling benchmarks.