Su San Talks Tech
Sep 14, 2026 · Backend Development
5 AI Patterns to Pinpoint Flaky Production Bugs
The article presents five practical patterns for using AI to debug intermittent production bugs: time-window log analysis, comparative field diffing, concurrent reproduction scripts, hypothesis validation with evidence tables, and integrating logging/database monitoring via MCP, emphasizing AI for retrieval/enumeration while humans retain fix responsibility.
AI debuggingLog AnalysisMCP
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