Source record

Published by Hugging Face Blog (T1.5 source). The original is at https://huggingface.co/blog/ServiceNow-AI/autosynthdata.

Pipeline notes

The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.

ServiceNow CoreAI introduces AutoSynthData, a pipeline that converts an enterprise agent's observed failures into training tasks. It uses the gap between a target model and a stronger teacher to generate and validate new tasks, shifting the curriculum as the model improves. The pipeline is demonstrated on the EnterpriseOps Gym benchmark with a released dataset.

Concrete pipeline for synthesizing agent training data from observed failures, plus a released dataset and benchmark. Useful for teams building specialized enterprise agents where labeled task data is scarce.

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