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Software Development

Six production-ready use cases for engineering teams. Each one shows how cognitive patterns turn LLM calls from ad-hoc prompts into systematic, quality-assured workflows.

Use CasePatternsIntegration
PR Review PipelineCodeReviewer + RiskAssessor + BottleneckIdentifierLangChain LCEL chain
Incident ResponseRootCauseAnalyzer + DiagnosticRootCauseAnalyzer + SystemHealthAuditorAutoGen multi-agent
Architecture DecisionsDecisionFramework + TradeoffAnalyzer + ConstraintOptimizerBlueprint + Markdown export
Technical Debt AnalysisBottleneckIdentifier + DependencyMapper + EfficiencyAnalyzerBlueprint + quality gate
Developer OnboardingTechnicalTranslator + ScaffoldingFramework + SocraticQuestionerAgent Skill + LangChain memory
AI-Assisted TestingStepByStepReasoner + ErrorDetectionFramework + RiskAssessor + HypothesisGeneratorCrewAI + Blueprint

All examples use Python 3.10+. Enterprise patterns require a license key.