ServiceNow CoreAI describes AutoSynthData for synthesizing enterprise-agent training tasks
ServiceNow CoreAI presents AutoSynthData, a pipeline that converts a target model's failures into validated training tasks for enterprise agents. It uses evaluation runs in a target environment and a stronger teacher model to generate feasible, realistic, and appropriately difficult tasks (system specification, user prompt, verifier) and iteratively updates the curriculum as the model improves; the paper illustrates the approach with EnterpriseOps Gym and a released dataset (Malay et al., 2026).