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AgentTrace: A Structured Logging Framework for Agent System Observability

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μ €μž

Adam AlSayyad, Kelvin Yuxiang Huang, Richik Pal

πŸ’‘ κ°œμš”

LLM 기반 자율 μ—μ΄μ „νŠΈμ˜ λΆˆν™•μ‹€ν•œ λ™μž‘μ€ 정적 감사 λ°©μ‹μœΌλ‘œλŠ” λ³΄μ•ˆ 확보에 ν•œκ³„λ₯Ό λ“œλŸ¬λ‚΄κ³  μžˆμŠ΅λ‹ˆλ‹€. κΈ°μ‘΄ λ³΄μ•ˆ 방법듀은 μ—μ΄μ „νŠΈμ˜ μΆ”λ‘ , μƒνƒœ λ³€ν™”, ν™˜κ²½ μƒν˜Έμž‘μš©μ— λŒ€ν•œ 투λͺ…μ„±κ³Ό 좔적성을 μΆ©λΆ„νžˆ μ œκ³΅ν•˜μ§€ λͺ»ν•©λ‹ˆλ‹€. λ³Έ λ…Όλ¬Έμ—μ„œλŠ” μ—μ΄μ „νŠΈ μ‹œμŠ€ν…œμ˜ κ΄€μ°° κ°€λŠ₯μ„± 및 원격 μΈ‘μ • ν”„λ ˆμž„μ›Œν¬μΈ AgentTraceλ₯Ό μ œμ•ˆν•˜λ©°, 이λ₯Ό 톡해 μ—μ΄μ „νŠΈμ˜ λ³΄μ•ˆ, μ±…μž„ 좔적, μ‹€μ‹œκ°„ λͺ¨λ‹ˆν„°λ§μ„ κ°•ν™”ν•©λ‹ˆλ‹€.

πŸ”‘ μ‹œμ‚¬μ  및 ν•œκ³„

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AgentTraceλŠ” μ—μ΄μ „νŠΈ μ‹œμŠ€ν…œμ˜ λŸ°νƒ€μž„ μ‹œμ μ— μ΅œμ†Œν•œμ˜ μ˜€λ²„ν—€λ“œλ‘œ κ΅¬μ‘°ν™”λœ 둜그λ₯Ό μΊ‘μ²˜ν•˜μ—¬ μ—μ΄μ „νŠΈμ˜ λ‚΄λΆ€ λ™μž‘μ„ μƒμ„Ένžˆ νŒŒμ•…ν•  수 있게 ν•©λ‹ˆλ‹€.
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이λ₯Ό 톡해 μ—μ΄μ „νŠΈ μ‹œμŠ€ν…œμ˜ λ³΄μ•ˆ, μ±…μž„ 좔적, μ‹€μ‹œκ°„ λͺ¨λ‹ˆν„°λ§μ„ κ°•ν™”ν•˜μ—¬ κ³ μœ„ν—˜ λ„λ©”μΈμ—μ„œμ˜ LLM μ—μ΄μ „νŠΈ λ„μž…μ„ 촉진할 수 μžˆμŠ΅λ‹ˆλ‹€.
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AgentTrace의 둜그 데이터 ν™œμš© λ°©μ•ˆμ— λŒ€ν•œ 심측적인 연ꡬ와 μ‹€μ œ κ³ μœ„ν—˜ ν™˜κ²½μ—μ„œμ˜ 검증이 ν•„μš”ν•©λ‹ˆλ‹€.
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