Agentic autofix now uses Copilot Memory

GitHub expanded its agentic autofix preview by connecting it to Copilot Memory for customers who have enabled the feature. When the tool runs, it scans existing memories to gather context that may aid in resolving security alerts. After generating a fix, the solution is saved as a new memory that can be reused later. The integration also passes these patterns to other Copilot components such as code review and the cloud agent. Storing fix patterns creates a repository‑specific knowledge base that can speed up remediation of future security issues. By teaching other Copilot tools about secure development habits, the system promotes more consistent protection across the codebase. The preview aims to demonstrate how automated assistance can evolve from isolated suggestions to a shared learning resource. The long‑term effectiveness of memory‑driven autofix remains uncertain, as does the impact on overall code quality. GitHub has not disclosed performance metrics or timelines for moving beyond public preview. Further evaluation is needed to confirm whether the approach reliably reduces false positives and improves developer workflow.