Self-driving bug fixes

Autonomous software maintenance systems that detect production errors, trace root causes, and write validated pull requests to fix bugs without human intervention.

Modern codebases are scaling faster than human teams can debug them, making self-driving bug fixes a necessity for continuous deployment. By integrating runtime APM tools like Sentry with LLM-powered coding agents, these systems instantly capture production stack traces, map call graphs, and isolate the exact lines of failing code. The agent then writes a targeted patch, runs it through local test suites to verify the fix, and automatically submits a pull request. This closed-loop remediation cuts mean time to resolution (MTTR) from hours to seconds, transforming developers from manual debuggers into high-level code reviewers.

https://sentry.io