kapynResearch

Proactive Agent Research Environment: Simulating Active Users to Evaluate Proactive Assistants

Pare is a new framework for evaluating proactive AI agents. It simulates active users in digital environments to address limitations in current assessment methods that fail to capture realistic user interaction. This advance is crucial for developing truly helpful autonomous AI assistants.

Apple ML Research·Jul 14, 2026

Opening Kapyn…