Evidence and limits
Finding: GenAI assistance improved the assisted task, but did not establish a lasting independent-performance benefit. In several collaboration-to-solo comparisons, intrinsic motivation fell and boredom rose more than in solo-only sequences.
Impact: Watch continuity and agency effects. Strengthen separate outcome, burden, and post-handoff measures.
Boundary: Professional-role simulations and short task sequences do not establish durable workplace effects. Next: how should a protocol distinguish a useful handoff from a reliance pattern that leaves later independent work worse?
Flags: short sequence; online-task transfer
Record State: Catalog review recorded; not a performance endorsement
What was reviewed: Structure and relevance screened; not a full evaluation