Self-Improving Agents
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SIFT: Turning Expensive Self-Improvement Evaluation into Cheap Ranking and Deferred Verification
Advanced Agent runtime, safety, and evaluationA deep reading of Self Improvement via Fast Tree-search (arXiv:2609.19526): pairwise LLM judging, regularized Bradley–Terry ranking, and asynchronous tree search decide which agent patches deserve expensive benchmark verification.
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