Effort inductors analysis, scope driver identification, team composition planning, and risk-adjusted timeline estimation. Trigger: "cost estimation", "effort estimation", "scope drivers", "team composition", "timeline", "sizing".

Crafts value propositions, calls to action, and technical summaries that drive decisions. Trigger: "value proposition", "call to action", "elevator pitch", "technical summary".

Designs collaborative workshops including event storming, impact mapping, and design sprints with agendas, facilitation guides, and output templates. Trigger: "design a workshop", "event storming", "impact mapping", "design sprint".

Implement web application security: Content Security Policy (CSP), CORS configuration, XSS prevention, CSRF protection, security headers, input validation. Use when user asks to "implement web security", "add CSP", "fix XSS vulnerability", or "harden the application".

Audit and optimize Core Web Vitals (LCP, INP, CLS), bundle size, loading strategy, and rendering pipeline. Use when user asks to "optimize performance", "improve Core Web Vitals", "reduce bundle size", or "fix slow page load".

Design vector storage for RAG and semantic search: pgvector setup, embedding model selection, chunking strategies, HNSW vs IVFFlat index comparison, hybrid search (dense + sparse), and metadata filtering.

Optimizes document accessibility, readability, and information hierarchy for technical audiences. Trigger: "improve readability", "document UX", "information design".

Multi-criteria decision framework using weighted scoring matrices, ATAM scenarios, and sensitivity analysis. Trigger: "analyze trade-offs", "compare options", "weighted scoring", "ATAM", "decision matrix".

Test pyramid design, automation architecture, E2E testing, contract testing, shift-left practices, and test data management. Trigger: "testing strategy", "test pyramid", "test automation", "E2E testing", "contract testing", "test data".

Designs comprehensive test strategies including test pyramid, TDD/BDD flows, contract testing, and mutation testing. Trigger: "test strategy", "testing approach", "test pyramid", "what tests do we need".

Test coverage gaps, test quality metrics, and testing strategy assessment. Trigger: "analyze test coverage", "test quality", "coverage gaps", "testing strategy".

Applies progressive disclosure, precise terminology, and evidence attribution to technical documents. Trigger: "write the document", "technical documentation", "progressive disclosure".

Fact-checking technical claims, multidimensional feasibility validation across performance, integration, scalability, security, and team capability. Trigger: "technical feasibility", "feasibility study", "fact check", "can we build", "is it possible".

Repository scanning, tech stack identification, architecture signal extraction, and domain mapping. Trigger: analyze repository, scan codebase, map architecture, identify tech stack, discover structure.

Technical debt classification, interest estimation, and payoff prioritization. Trigger: "quantify tech debt", "debt inventory", "debt interest", "technical debt".

Conway's Law analysis, team interaction modes, cognitive load assessment, organizational design for delivery. Use when user asks to "analyze team topology".

Designs narrative arcs for technical deliverables that transform data and findings into compelling, memorable stories. Trigger: "tell the story", "narrative arc", "make it compelling".

Designs frontend and backend state management patterns, caching layers, and synchronization strategies. Trigger: "state management", "frontend state", "backend state", "state synchronization", "global state".

Manages session context, token budgeting, and strategic information loading for AI-assisted engineering sessions. Trigger: "optimize context", "token budget", "context management", "session context", "priming strategy".

Influence/interest matrix analysis, RACI definition, communication plan design, and stakeholder engagement strategies for technical projects. Trigger: "stakeholder mapping", "RACI", "influence matrix", "communication plan", "stakeholder analysis".