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Research1 min read

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arXiv — cs.AI

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Agent Plasticity: Measuring Self-Improvement Through Experience

AI agents increasingly operate in environments where they can diagnose failures and improve through experience, yet existing evaluations largely measure what an agent can do at a fixed point in time rather than how effectively it learns. Evaluating self-improvement requires…

arXiv — cs.AIBy: Harman Singh, Anton Bakhtin, Rulin Shao, Gabriel Synnaeve, Ilia Kulikov, Rob Fergus, Sanjeev Arora, Kurt Keutzer, Jason Weston, Anuj Mahajan, Anirudh GoyalOctober 8, 2026 (Oct 8)
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AI Summary & Key Takeaways

  • AI agents increasingly operate in environments where they can diagnose failures and improve through experience, yet existing evaluations largely measure what an agent can do at a fixed point in time rather than how effectively it learns
  • Evaluating self-improvement requires…
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Agent Plasticity: Measuring Self-Improvement Through Experience

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