5-layer agent output validation, I/O contract specification, vertical slice development, and test doubles policy with per-layer examples
原文语言:英语
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5-layer agent output validation, I/O contract specification, vertical slice development, and test doubles policy with per-layer examples
原文语言:英语
Review dimensions for validating agent quality - template compliance, safety, testing, and priority validation
原文语言:英语
Evaluation criteria and scoring for data engineering artifact reviews
原文语言:英语
Critique dimensions, severity framework, verdict decision matrix, and review output format for documentation assessment reviews
原文语言:英语
Platform design review critique dimensions and severity levels. Load when reviewing CI/CD pipelines, infrastructure, deployment strategies, observability, or security designs.
原文语言:英语
Quality dimensions and review checklist for devop reviews
原文语言:英语
Evidence quality validation and decision gate criteria for product discovery reviews
原文语言:英语
YAML output format and approval criteria for platform design reviews. Load when generating review feedback.
原文语言:英语
Detailed review process, v2 validation checklist, and scoring methodology for agent definition reviews
原文语言:英语
Roadmap-specific validation checks for architecture reviews. Load when reviewing roadmaps for implementation readiness.
原文语言:英语
Critique dimensions and scoring for research document reviews
原文语言:英语
Review dimensions and scoring for root cause analysis quality assessment
原文语言:英语
Review dimensions for validating agent quality - template compliance, safety, testing, and priority validation
原文语言:英语
Detailed 5-phase workflow for creating agents - from requirements analysis through validation and iterative refinement
原文语言:英语
5-layer testing approach for agent validation including adversarial testing, security validation, and prompt injection resistance
原文语言:英语
Architectural style selection decision matrices, trade-off analysis, structural enforcement rules, and combination patterns. Load when choosing or evaluating architecture styles.
原文语言:英语
Comprehensive architecture patterns, methodologies, quality frameworks, and evaluation methods for solution architects. Load when designing system architecture or selecting patterns.
原文语言:英语
Domain-specific authoritative source databases, search strategies by topic category, and source freshness rules
原文语言:英语
BDD patterns for acceptance test design - Given-When-Then structure, scenario writing rules, pytest-bdd implementation, anti-patterns, and living documentation
原文语言:英语
Canary skill for auto-injection detection
原文语言:英语
CI/CD pipeline design methodology, deployment strategies, GitHub Actions patterns, and branch/release strategies. Load when designing pipelines or deployment workflows.
原文语言:英语
Documentation collapse anti-patterns - detection rules, bad examples, and remediation strategies for type-mixing violations
原文语言:英语
Step-by-step workflow for converting bloated command files to lean declarative definitions
原文语言:英语
Data architecture patterns (warehouse, lake, lakehouse, mesh), ETL/ELT pipelines, streaming architectures, scaling strategies, and schema design patterns
原文语言:英语
Database comparison catalogs, RDBMS vs NoSQL selection criteria, CAP/ACID/BASE theory, OLTP vs OLAP, and technology-specific characteristics
原文语言:英语
Rollback procedures, risk assessment, pre/post-deployment validation, and contingency planning. Load when orchestrating deployment or preparing rollback plans. For deployment strategy details (canary, blue-green, rolling), see `cicd-and-deployment` skill.
原文语言:英语
7 agentic design patterns with decision tree for choosing the right pattern for each agent type
原文语言:英语
Question-first approach to understanding user journeys. Load when starting a new journey design or when the discovery phase needs deepening.
原文语言:英语
4-phase discovery workflow with decision gates, phase transitions, success metrics, and state tracking
原文语言:英语
Creates evidence-based documentation following DIVIO/Diataxis principles. Use when writing tutorials, how-to guides, reference docs, or explanations.
原文语言:英语
Strategic and tactical DDD patterns, bounded context discovery, context mapping, aggregate design rules, and decision frameworks for when to apply DDD
原文语言:英语
Definition of Ready checklist criteria, antipattern detection patterns, UAT quality rules, and domain language enforcement for product owner review
原文语言:英语
Toyota 5 Whys methodology with multi-causal branching, evidence requirements, and validation techniques
原文语言:英语
TLA+ and PlusCal for specifying distributed system invariants. Decision heuristics for when formal verification adds value, key patterns, state explosion management, and alternatives comparison.
原文语言:英语
Git change frequency hotspot analysis — find the most-changed files in your codebase
原文语言:英语
Infrastructure as Code patterns (Terraform, Kubernetes), observability design (SLOs, metrics, alerting, dashboards), and pipeline security stages. Load when designing infrastructure, observability, or security scanning.
原文语言:英语
Mom Test questioning toolkit, JTBD analysis, interview conduct, assumption testing framework, and hypothesis design
原文语言:英语
Evidence collection methods, problem categorization, analysis techniques, and solution design patterns
原文语言:英语
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
原文语言:英语
LeanUX backlog management methodology - user story template, story sizing, story states, task types, Definition of Ready/Done, anti-pattern detection and remediation
原文语言:英语