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Automated bug triage is handled by guiding mode selection and parallel exploration to map root causes across code, tests, and CI environments. It orchestrates planning, automated repairs, and verification to ensure ready-to-commit changes.

Debugging workflows adapt to issue severities through guided mode selection, supporting autonomous, human-in-the-loop, and quick modes. This ensures appropriate intervention levels for code review and CI environment fixes.

Mapping root causes and dependencies is achieved through parallel exploration and planning. This process identifies the issue scope across software projects before executing automated repairs and final verification.

Ensuring code fixes pass review involves rigorous verification and finalization steps that prepare documentation and validate changes. The skill confirms all modifications resolve the issue across code, tests, and CI environments for commit readiness.

This automated fix workflow supports CI-CD environments by coordinating debugging, planning, and verification to resolve issues within continuous integration setups. It validates code changes and ensures readiness for deployment pipelines.