Agents
46d agoApple Unveils 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 that ignore sequential interaction states. By creating a stateful simulation, Apple enables developers to evaluate how assistants anticipate needs before a user asks.
The Signal
This solves a critical bottleneck in agent testing.