INDEPENDENT PORTFOLIO PROJECT / 01
AI Production Debug Agent
From scattered logs to a clearer root cause.
The problem
Production investigations require correlating application logs with SQL query history to understand how failures unfold.
The approach
An AI agent ingests logs and query history, correlates failure patterns, and proposes root-cause explanations and potential fixes through tool calling.
01 / Application logs02 / Pattern correlation03 / Root-cause proposal
Engineering considerations
Design priorities for this kind of system:
- Ground explanations in the available log and query evidence.
- Keep proposed fixes reviewable by an engineer.
- Apply production-support experience to the investigation workflow.
Visuals are conceptual illustrations. Implementation source and live demos are not currently linked.
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