Hypothesis-Driven Development (HDD) framework for structuring modernization proposals as testable hypotheses with Lean Startup cycles (Build-Measure-Learn). Transforms features into hypotheses with metrics, experiments, and kill/pivot/persevere thresholds. Use when formulating scenarios as hypotheses, designing validation experiments, applying Lean Startup to discovery, or when "HDD", "hypothesis", "hipótesis", "lean startup", "build-measure-learn", "experiment", "kill/pivot/persevere", or "validación de hipótesis" is mentioned.

Use when the user asks to "test a hypothesis", "validate assumptions through delivery", "run experiment-driven project", "design build-measure-learn cycles", "validate project assumptions", or mentions hypothesis-driven delivery, HDD, validated learning, experiment design, build-measure-learn. Triggers on: converts assumptions into testable hypotheses, designs minimum viable experiments, facilitates pivot-or-persevere decisions, documents validated learning, ranks hypotheses by risk and impact.

Use when the user asks to "test a hypothesis", "validate assumptions through delivery", "run experiment-driven project", "design build-measure-learn cycles", "validate project assumptions", or mentions hypothesis-driven delivery, HDD, validated learning, experiment design, build-measure-learn. Triggers on: converts assumptions into testable hypotheses, designs minimum viable experiments, facilitates pivot-or-persevere decisions, documents validated learning, ranks hypotheses by risk and impact.

Use when the user asks to "design a hybrid approach", "combine agile and waterfall", "create hybrid methodology", "integrate iterative and sequential delivery", "build adaptive lifecycle", or mentions hybrid PM, water-scrum-fall, bimodal, agile-traditional blend, adaptive lifecycle. Triggers on: designs a hybrid methodology, maps components to delivery approaches, creates interface agreements between agile and waterfall, unifies governance across methodologies, blends iterative and predictive planning.

Use when the user asks to "design a hybrid approach", "combine agile and waterfall", "create hybrid methodology", "integrate iterative and sequential delivery", "build adaptive lifecycle", or mentions hybrid PM, water-scrum-fall, bimodal, agile-traditional blend, adaptive lifecycle. Triggers on: designs a hybrid methodology, maps components to delivery approaches, creates interface agreements between agile and waterfall, unifies governance across methodologies, blends iterative and predictive planning.

Use when the user asks to "assess hybrid methodology readiness", "evaluate hybrid approach", "check hybrid methodology maturity", "measure integration capability", "diagnose water-scrum-fall", or mentions hybrid assessment, hybrid readiness, mixed methodology evaluation, iterative-sequential integration maturity. Triggers on: evaluates hybrid methodology maturity, detects hybrid anti-patterns, scores integration capability, assesses dual-governance readiness, produces hybrid adoption roadmap.

Use when the user asks to "assess hybrid methodology readiness", "evaluate hybrid approach", "check hybrid methodology maturity", "measure integration capability", "diagnose water-scrum-fall", or mentions hybrid assessment, hybrid readiness, mixed methodology evaluation, iterative-sequential integration maturity. Triggers on: evaluates hybrid methodology maturity, detects hybrid anti-patterns, scores integration capability, assesses dual-governance readiness, produces hybrid adoption roadmap.

This skill should be used when the user asks to "create a Sofka HTML document", "generate a branded report", "build an executive deliverable", "upgrade HTML to brand standards", "fix broken Sofka styles", "convert markdown to HTML", "batch convert deliverables to HTML", or mentions Sofka HTML, entregable, brand deliverable, Design System v5, Dark Authority, or any combination of Sofka + document/report/summary/analysis/roadmap. Also use when batch-upgrading existing HTML files to Sofka brand compliance, even if the user does not explicitly say "brand". Triggers on: convert to HTML, branded HTML, DS v5, markdown to HTML pipeline, Mermaid diagrams in HTML.

This skill should be used when the user asks to "create a Sofka HTML document", "generate a branded report", "build an executive deliverable", "upgrade HTML to brand standards", "fix broken Sofka styles", "convert markdown to HTML", "batch convert deliverables to HTML", or mentions Sofka HTML, entregable, brand deliverable, Design System v5, Dark Authority, or any combination of Sofka + document/report/summary/analysis/roadmap. Also use when batch-upgrading existing HTML files to Sofka brand compliance, even if the user does not explicitly say "brand". Triggers on: convert to HTML, branded HTML, DS v5, markdown to HTML pipeline, Mermaid diagrams in HTML.

Use when the user asks to "define governance", "create governance model", "set up escalation paths", "design authority matrix", "establish decision framework", or mentions project governance, steering committee, decision framework, authority levels, escalation matrix. Triggers on: builds a governance charter, designs escalation paths, defines decision-making authority, creates steering committee structure, maps authority levels.

Use when the user asks to "define governance", "create governance model", "set up escalation paths", "design authority matrix", "establish decision framework", or mentions project governance, steering committee, decision framework, authority levels, escalation matrix. Triggers on: builds a governance charter, designs escalation paths, defines decision-making authority, creates steering committee structure, maps authority levels.

Generative AI architecture — RAG patterns, LLM orchestration, multi-model tiering, agent workflow design, vector database architecture, knowledge connectors, and GenAI quality assurance. This skill should be used when the user asks to "design RAG architecture", "architect LLM system", "select vector database", "design AI agents", "implement knowledge retrieval", "plan GenAI quality", or mentions RAG, embeddings, vector search, LLM orchestration, agent framework, context-aware generation, hallucination reduction, or multi-model routing.

Generative AI architecture — RAG patterns, LLM orchestration, multi-model tiering, agent workflow design, vector database architecture, knowledge connectors, and GenAI quality assurance. This skill should be used when the user asks to "design RAG architecture", "architect LLM system", "select vector database", "design AI agents", "implement knowledge retrieval", "plan GenAI quality", or mentions RAG, embeddings, vector search, LLM orchestration, agent framework, context-aware generation, hallucination reduction, or multi-model routing.

Use when the user asks to "request funding", "justify budget", "prepare investment proposal", "build capital request", "draft funding justification", or mentions funding request, budget justification, capital request, investment proposal. Triggers on: prepares an investment case, drafts a budget approval package, justifies project funding, builds a capital expenditure request, creates a funding drawdown schedule.

Use when the user asks to "request funding", "justify budget", "prepare investment proposal", "build capital request", "draft funding justification", or mentions funding request, budget justification, capital request, investment proposal. Triggers on: prepares an investment case, drafts a budget approval package, justifies project funding, builds a capital expenditure request, creates a funding drawdown schedule.

Functional analysis toolkit with 6 tools for requirements engineering. Use when the user asks to "run event storming", "create a story map", "extract business rules", "write acceptance criteria", "build traceability matrix", "detect anti-patterns", or mentions "Given/When/Then", "functional toolbelt", "requirements quality".

Functional analysis toolkit with 6 tools for requirements engineering. Use when the user asks to "run event storming", "create a story map", "extract business rules", "write acceptance criteria", "build traceability matrix", "detect anti-patterns", or mentions "Given/When/Then", "functional toolbelt", "requirements quality".

Comprehensive functional specification with use cases, business rules, and complexity/risk matrix, service specification, deliverable specification, and engagement spec. Use when the user asks to "write functional specs", "document use cases", "define business rules", "create requirements", "specification document", or mentions "Phase 5a", "functional specification", "MVP scope", "acceptance criteria", "casos de uso", "reglas de negocio".

Comprehensive functional specification with use cases, business rules, and complexity/risk matrix, service specification, deliverable specification, and engagement spec. Use when the user asks to "write functional specs", "document use cases", "define business rules", "create requirements", "specification document", or mentions "Phase 5a", "functional specification", "MVP scope", "acceptance criteria", "casos de uso", "reglas de negocio".

DDD domain taxonomy + 8-12 end-to-end business flows with trama specifications, process mapping, service flow documentation, and operational flow tracing. Use when the user asks to "map flows", "document business processes", "trace integrations", "identify failure points", "domain mapping", "DDD analysis", or mentions "Phase 2", "flow mapping", "integration matrix", "dependency graph", "swimlane diagrams", "business process documentation".