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21 September 2026
Researchers from NUS Computing, Stanford University and other institutions have co-authored a whitepaper setting out six conditions for judging whether AI genuinely improves work. The paper, “When Does AI Augment Work? A Workflow-Level Framework for Human-Agent Collaboration”, was posted to arXiv two days after the Ministry of Manpower told Parliament that its surveys show most firms adopting AI are redesigning jobs or creating new roles. 
NB - Min Yen's Whitepaper CIVIC-AI Workshop