Tracking down the source of a bug in a complex codebase is time-consuming work — AI tools are increasingly able to point directly to the problem. Cursor and Windsurf apply LLMs to analyze error messages and suggest targeted fixes in context. New Relic AI surfaces anomalies and root causes across distributed systems, while GitHub Copilot and Devin can autonomously diagnose and patch issues in isolated codebases.
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