← Self-Evolving Agents

MemCurator: Just-in-Time Memory

Learning to Curate Task-Adaptive Memory for LLM Agents

Task 0 Current: 0 Task 110

📚 Trajectory Bank

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🎯 Memory Curator

Current Query

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Retrieved Skills

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Curation Operation

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Result

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📊 Evaluation

Success Rate Over Time

Tasks Summary

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Skill Bank Evolution

💡 Case Study: Learning from Failure

This sequence shows how MemCurator learns: val:0000 (cold start success) → val:0001 (failure due to spatial mismatch) → val:0002 (success with updated skill). Same task, different outcomes.