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ResearchSeptember 23, 2026

Making Agents More Consistent: Skills Should Form Habits for Repeat Tasks

arXiv:2609.25299v1 Announce Type: new Abstract: On repeated work, agents are inconsistent. We ran 42 tasks three times each and found that, depending on the model, 38% to 74% returned answers that did not agree. Consistency is what a buyer, an auditor, or a regulator requires,…

Travis Weber, Rohit Taneja·arXiv — cs.AI
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Key Takeaways
  • 01.arXiv:2609.25299v1 Announce Type: new Abstract: On repeated work, agents are inconsistent
  • 02.We ran 42 tasks three times each and found that, depending on the model, 38% to 74% returned answers that did not agree
  • 03.Consistency is what a buyer, an auditor, or a regulator requires,…

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