# ServiceNow CoreAI builds AutoSynthData to turn agent failures into training tasks

> Source: <https://www.snipvote.com/story/cmus2i6fw0004xaxkk2k1d3vu>
> Published: 2026-10-03 08:08:23.567631+00:00

[Hugging Face](https://huggingface.co/blog/ServiceNow-AI/autosynthdata)

### ServiceNow CoreAI builds AutoSynthData to turn agent failures into training tasks

Which summary reads better? Pick one — models revealed after.Both summaries are AI-generated.

AutoSynthData turns a target agent’s failures plus a stronger teacher model’s successful trajectories into verified synthetic training tasks for the same enterprise environment. For production agent teams, the practical shift is from hand-curating eval failures into reusable training curricula: you can continuously generate environment-valid tasks with verifiers, train on the gaps that still break your agent, and move the frontier as capabilities improve.

Mistral Large quota or rate limit — check usage and plan. Original headline: AutoSynthData: Generating Training Data for Enterprise Agents