{"slug": "servicenow-coreai-builds-autosynthdata-to-turn-agent-failures-into-training", "title": "ServiceNow CoreAI builds AutoSynthData to turn agent failures into training tasks", "summary": "ServiceNow CoreAI published AutoSynthData, a method that converts a target agent's failures plus a stronger teacher model's successful trajectories into verified synthetic training tasks for the same enterprise environment. The approach lets production agent teams continuously generate environment-valid tasks with verifiers and train on the gaps that still break their agent, replacing hand-curated eval failures with reusable training curricula.", "body_md": "[Hugging Face](https://huggingface.co/blog/ServiceNow-AI/autosynthdata)\n\n### ServiceNow CoreAI builds AutoSynthData to turn agent failures into training tasks\n\nWhich summary reads better? Pick one — models revealed after.Both summaries are AI-generated.\n\nAutoSynthData 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.\n\nMistral Large quota or rate limit — check usage and plan. Original headline: AutoSynthData: Generating Training Data for Enterprise Agents", "url": "https://wpnews.pro/news/servicenow-coreai-builds-autosynthdata-to-turn-agent-failures-into-training", "canonical_source": "https://www.snipvote.com/story/cmus2i6fw0004xaxkk2k1d3vu", "published_at": "2026-10-03 08:08:23.567631+00:00", "updated_at": "2026-10-03 08:08:25.115306+00:00", "lang": "en", "topics": ["ai-agents", "artificial-intelligence", "machine-learning", "ai-research", "developer-tools"], "entities": ["ServiceNow", "ServiceNow CoreAI", "AutoSynthData", "Hugging Face", "Mistral Large"], "also_reported_by": [], "alternates": {"html": "https://wpnews.pro/news/servicenow-coreai-builds-autosynthdata-to-turn-agent-failures-into-training", "markdown": "https://wpnews.pro/news/servicenow-coreai-builds-autosynthdata-to-turn-agent-failures-into-training.md", "text": "https://wpnews.pro/news/servicenow-coreai-builds-autosynthdata-to-turn-agent-failures-into-training.txt", "jsonld": "https://wpnews.pro/news/servicenow-coreai-builds-autosynthdata-to-turn-agent-failures-into-training.jsonld"}}