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EvolveR: Self-Evolving LLM Agents through an Experience-Driven Lifecycle

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Rong Wu, Xiaoman Wang, Jianbiao Mei, Pinlong Cai, Daocheng Fu, Cheng Yang, Licheng Wen, Xuemeng Yang, Yufan Shen, Yuxin Wang, Botian Shi

πŸ’‘ κ°œμš”

λ³Έ μ—°κ΅¬λŠ” LLM μ—μ΄μ „νŠΈκ°€ 자체 κ²½ν—˜μœΌλ‘œλΆ€ν„° μ²΄κ³„μ μœΌλ‘œ ν•™μŠ΅ν•˜λŠ” λŠ₯λ ₯이 λΆ€μ‘±ν•˜λ‹€λŠ” λ¬Έμ œμ μ„ ν•΄κ²°ν•˜κ³ μž ν•©λ‹ˆλ‹€. 이λ₯Ό μœ„ν•΄ 'EvolveR'μ΄λΌλŠ” μƒˆλ‘œμš΄ ν”„λ ˆμž„μ›Œν¬λ₯Ό μ œμ•ˆν•˜λ©°, μ΄λŠ” μ˜€ν”„λΌμΈ 자기 증λ₯˜μ™€ 온라인 μƒν˜Έμž‘μš© 단계λ₯Ό ν¬ν•¨ν•˜λŠ” 폐쇄 루프 κ²½ν—˜ 생애주기λ₯Ό 톡해 μ—μ΄μ „νŠΈκ°€ 슀슀둜 κ°œμ„ λ˜λ„λ‘ ν•©λ‹ˆλ‹€. EvolveR은 λ³΅μž‘ν•œ 멀티홉 μ§ˆμ˜μ‘λ‹΅ λ²€μΉ˜λ§ˆν¬μ—μ„œ κΈ°μ‘΄ κ°•ν•œ μ—μ΄μ „νŠΈ 기반 λͺ¨λΈλ³΄λ‹€ μš°μˆ˜ν•œ μ„±λŠ₯을 λ‹¬μ„±ν–ˆμŠ΅λ‹ˆλ‹€.

πŸ”‘ μ‹œμ‚¬μ  및 ν•œκ³„

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LLM μ—μ΄μ „νŠΈκ°€ μ™ΈλΆ€ λ°μ΄ν„°λΏλ§Œ μ•„λ‹ˆλΌ μžμ‹ μ˜ 행동 κ²°κ³Όλ‘œλΆ€ν„° ν•™μŠ΅ν•˜λŠ” 포괄적인 청사진을 μ œμ‹œν•©λ‹ˆλ‹€.
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μ—μ΄μ „νŠΈμ˜ 문제 ν•΄κ²° μ „λž΅μ„ 반볡적으둜 κ°œμ„ ν•˜μ—¬ 보닀 자율적이고 μ§€μ†μ μœΌλ‘œ λ°œμ „ν•˜λŠ” μ‹œμŠ€ν…œμ„ κ°€λŠ₯ν•˜κ²Œ ν•©λ‹ˆλ‹€.
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ν˜„μž¬ μ œμ•ˆλœ ν”„λ ˆμž„μ›Œν¬μ˜ λ³΅μž‘μ„±κ³Ό μ‹€μ œ 적용 μ‹œ μš”κ΅¬λ˜λŠ” μ»΄ν“¨νŒ… μžμ›μ— λŒ€ν•œ κ³ λ €κ°€ ν•„μš”ν•  수 μžˆμŠ΅λ‹ˆλ‹€.
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