Translating JTBD analysis to BDD scenarios - job story to Given-When-Then patterns, forces-based test discovery, job-map-based test discovery, and property-shaped criteria
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JTBD opportunity scoring and prioritization - outcome statement format, opportunity algorithm, scoring interpretation, feature prioritization, and opportunity matrix template
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5-layer agent output validation, I/O contract specification, vertical slice development, and test doubles policy with per-layer examples
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Infrastructure as Code patterns (Terraform, Kubernetes), observability design (SLOs, metrics, alerting, dashboards), and pipeline security stages. Load when designing infrastructure, observability, or security scanning.
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Evidence collection methods, problem categorization, analysis techniques, and solution design patterns
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Haskell language-specific patterns, GADTs, type classes, and effect systems
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JTBD methodology for extracting real jobs behind feature requests — job statements, abstraction layers, first-principles extraction, ODI outcome statements, and opportunity scoring
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Guided wizard to start a new feature. Asks what you want to build, recommends the right starting wave, and launches it.
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Quality dimensions and review checklist for devop reviews
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TLA+ and PlusCal for specifying distributed system invariants. Decision heuristics for when formal verification adds value, key patterns, state explosion management, and alternatives comparison.
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Clojure language-specific patterns, data-first modeling, REPL-driven development, and spec
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JTBD workflow classification and routing - ODI two-phase framework, five job types with workflow sequences, baseline type selection, workflow anti-patterns, and common recipes
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Domain modeling with algebraic data types, smart constructors, and type-level error handling
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Core JTBD theory and job story format - job dimensions, job story template, job stories vs user stories, 8-step universal job map, outcome statements, and forces of progress
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DDD-guided legacy refactoring patterns -- strangler fig, bubble context, ACL migration, 14 tactical/strategic/infrastructure patterns, and incremental monolith-to-microservices methodology
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Tool safety protocols, adversarial output validation, error recovery patterns, and I/O contracts for research operations
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Platform design review critique dimensions and severity levels. Load when reviewing CI/CD pipelines, infrastructure, deployment strategies, observability, or security designs.
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Definition of Ready checklist criteria, antipattern detection patterns, UAT quality rules, and domain language enforcement for product owner review
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LeanUX backlog management methodology - user story template, story sizing, story states, task types, Definition of Ready/Done, anti-pattern detection and remediation
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Agent safety boundaries - input validation, output filtering, scope constraints, and document creation policy
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Enhanced Mikado Method for complex architectural refactoring - systematic dependency discovery, tree-based planning, and bottom-up execution
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Requirements quality critique dimensions for peer review - confirmation bias detection, completeness validation, clarity checks, testability assessment, and priority validation
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[EXPERIMENTAL] Complex refactoring roadmaps with visual tracking
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Git change frequency hotspot analysis — find the most-changed files in your codebase
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