Agents
45d agoApple Debuts Pare Framework For Proactive Agents
The Proactive Agent Research Environment (Pare) models applications as finite state machines to simulate realistic user behavior. This replaces flat tool-calling APIs with stateful, sequential interactions. By creating a high-fidelity simulation environment, Apple enables developers to test how assistants anticipate needs.
The Signal
This solves a critical bottleneck in evaluating autonomous agent reliability.