01Automated fix implementation using targeted symbol replacement tools.
02Deep symbol analysis and reference tracking for precise error localization.
03Persistent debugging memory to store and retrieve successful resolution strategies.
04Advanced pattern matching to identify similar historical errors across the codebase.
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06Interactive step-by-step guidance for complex troubleshooting scenarios.