User expertise

Capability Conditioned Scaffolding for Professional Human LLM Collaboration

This research introduces Capability Conditioned Scaffolding, a framework addressing Professional Domain Drift in human-LLM collaboration by tailoring AI interventions based on user expertise levels. A pilot evaluation showed this approach improves reliable human-AI collaboration beyond mere stylistic personalization.