Delegation to artificial intelligence can be locally instrumentally rational for a firm whenever the expected gains in cost, speed, quality, availability, or scalability exceed the all-in cost of retaining the same function on the human side. Evolutionary political economy makes the population consequence of this decis...
K. Yamada· Zenodo (CERN European Organi...· 0 citations
Delegation to artificial intelligence can be locally instrumentally rational for a firm whenever the expected gains in cost, speed, quality, availability, or scalability exceed the all-in cost of retaining the same function on the human side. Evolutionary political economy makes the population consequence of this decis...
K. Yamada· Zenodo (CERN European Organi...· 0 citations
Assisted performance does not identify what remains when AI access is withdrawn. Assisted performance is produced jointly by a human and an AI contribution, while withdrawal performance rests on the human contribution alone, so one assisted record is consistent with different human-side states. In one randomized trial,...
K. Yamada· Zenodo (CERN European Organi...· 0 citations
Human-in-the-loop (HITL) architectures retain human verification in artificial intelligence (AI)-assisted decisions to preserve safety. Human presence does not guarantee AI-independent judgment. Multiple substantive checks can share one AI-dependent information pathway, and a Reciprocal Validation Spiral can reinforce...
K. Yamada· Zenodo (CERN European Organi...· 0 citations
An information brief submitted to Japan’s Ministry of Education, Culture, Sports, Science and Technology (MEXT)24 June 2026Kenji Yamada, Research Coordinator, Shinyoshi Junior High School, Kasaoka City, Okayama Haruka Shibata, Professor, Graduate School of Human and Environmental Studies, Kyoto UniversityGenerative AI...
K. Yamada, Haruka Shibata· Zenodo (CERN European Organi...· 0 citations
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