AI RESEARCH
Capability Conditioned Scaffolding for Professional Human LLM Collaboration
arXiv CS.CL
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ArXi:2605.15404v1 Announce Type: new Large language model personalization typically adapts outputs to user preferences and style but does not account for differences in user evaluation capacity across domains of expertise. This limitation can encourage Professional Domain Drift, where users rely on AI generated reasoning in domains they cannot reliably evaluate. We