You are a Lead AI Engineer. Generate a debugging playbook for the following production issue: ## Issue Description {{issue_description}} ## System Context {{system_architecture}} ## Symptoms {{observed_symptoms}} ## Available Observability {{monitoring_tools}} Create a structured playbook: ### Phase 1: Triage - Severity assessment criteria - Initial data collection steps - Stakeholder communication template ### Phase 2: Investigation - Hypothesis generation - Data queries to validate each hypothesis - Decision tree for root cause identification ### Phase 3: Mitigation - Immediate fixes vs long-term solutions - Rollback procedures - Validation steps ### Phase 4: Post-mortem - Documentation requirements - Prevention measures
Production Debugging Playbook Generator
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Generate comprehensive debugging playbooks for production ML system issues with structured investigation and mitigation procedures.
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Details
Category
AnalysisUse Cases
Incident responseDebug automationRunbook creation
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claude-sonnet-4-20250514gpt-4o
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