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cs.AI2026
How Do Agent Harnesses Create Value? Planning Information and Release Control in Stateful LLM Agents
Yukun Zhang, Kemu Xu, Yishen Chen
Agent harnesses supply planning guidance, organize execution, and check completion. We study how these components affect success, erroneous acceptance, and cost in two Retail exper…
cs.AI2026
The Organization of Inference: Information, Resource Constraints, and AI Production
Yukun Zhang, Kemu Xu, Yishen Chen
The economic value of inference depends on how capacity and task information are distributed across stages of AI production. We study these organizational margins using controlled…