Nalan Karunanayake

Toward Collaborative AI: A Framework for the Transition from Autonomous Agents to Adaptive Human-AI Partners

This work defines collaborative AI as a class of systems that combine generative exploration with autonomous action and calibrate between them based on context, uncertainty, and task demands, and identifies four required capabilities: metacognition, contextual mode-switching, uncertainty-aware action, and adaptive huma...