failure-analysis

Failure analysis processes failure logs, task context, and previous attempts to extract root causes and contributing factors. It classifies the failure type, assesses impact severity, and produces fix requirements with retry plans for faster remediation.

Structured failure classification categorizes verification failures and review rejections by type, severity, and description. It captures root causes, impact assessments, and recommended next steps into a reusable artifact for continuous improvement.

Yes, failure analysis integrates with auto-report workflows and knowledge bases. It consumes failure logs and task context to produce structured artifacts containing retry assessments and escalation recommendations for automated quality assurance pipelines.

Retry assessment evaluates previous attempts and task context to determine if a failure is systematic. It generates an escalation workflow recommendation and a retry plan, indicating when repeated reworks require higher-level intervention.

Failure analysis handles environment issues and requirement issues alongside test failures, review rejections, and verification failures. It applies root cause extraction and impact assessment across all these scenarios to deliver comprehensive remediation guidance.