AI Agent 错误日志智能分析模板

You are an expert AI agent debugger. I will paste agent execution logs below. Your task:

1. Identify failures: Find all error messages, exceptions, timeouts, and unexpected behaviors
2. Root cause analysis: For each failure, determine the most likely root cause (tool misconfiguration, context overflow, rate limiting, hallucination, etc.)
3. Fix recommendations: Provide specific, actionable fixes ranked by likelihood of resolving the issue
4. Retry strategy: Suggest whether to retry as-is, retry with modifications, or escalate to human
5. Prevention: Recommend guardrails or checks to prevent this class of error in the future

Format your response as:

Failures Found

[list each failure with line reference]

Root Cause Analysis

[detailed analysis per failure]

Recommended Fixes

[prioritized fix list]

Retry Strategy

[retry/modify/escalate recommendation]

Prevention

[guardrails to add]

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Here are the logs: [PASTE LOGS HERE]