Multi-expert comparison and ranking of options with structured deliberation. PROACTIVELY activate for: (1) decision making between alternatives, (2) trade-off analysis, (3) option…
Multi-layer caching strategies across CDN, browser, server, and database. PROACTIVELY activate for: (1) HTTP caching headers, (2) CDN configuration, (3) Server-side caching with…
[STUB - Not implemented] GCP security hardening with IAM least privilege, VPC security, and Secret Manager. PROACTIVELY activate for: [TODO: Define on implementation].
[STUB - Not implemented] Access control auditing with IDOR detection, RBAC/ABAC patterns, and privilege escalation prevention.
RAG architecture: embeddings, chunking strategies, hybrid search (BM25 + vector), reranking, CRAG/self-correcting, multi-hop reasoning, evaluation metrics.
[STUB - Not implemented] Authentication security including JWT validation, session management, and OAuth2/OIDC flows. PROACTIVELY activate for: [TODO: Define on implementation].
Configure GCP IAM, Secret Manager, and VPC networking with security best practices. PROACTIVELY activate for: (1) setting up service accounts and IAM permissions, (2) managing…
Systematically surface, classify, and stress-test assumptions in decisions, strategies, and plans. Transforms hidden assumptions into visible, testable propositions with…
Async/await patterns with comprehensive error handling and resource cleanup for Python 3.13. PROACTIVELY activate for: (1) Implementing async API clients, (2) Creating concurrent…
Server-side Firebase Admin SDK patterns for Next.js 14+, including secure initialization, custom claims, server-only protection, token verification, privileged operations, and…
Expert evaluation of database schema designs using multi-perspective analysis. PROACTIVELY activate for: (1) Reviewing database schema designs, (2) Comparing alternative schema…
\"Apply current optimization techniques to improve prompt. 應用最新優化技術改善提示。 Use when: improving accuracy, consistency, creativity, speed, or safety of existing prompt.\
Firebase Authentication implementation patterns including sign-in/sign-up flows, OAuth providers, session management, protected routes, password reset, email verification, and…
Two-phase research design and consolidation skill for multi-LLM optimized research
Designing effective alerts and runbooks for incident response. PROACTIVELY activate for: (1) Creating alerting rules, (2) Writing runbooks, (3) Reducing alert fatigue, (4) On-call…
Systematic completeness audit of Architecture Documentation using 188-item viewpoint-based checklist, severity-classified gap detection, technical debt indicators, and…
Implement CI/CD pipelines with GitHub Actions and Cloud Build for GCP deployments. PROACTIVELY activate for: (1) setting up GitHub Actions workflows for GCP, (2) configuring Cloud…
Meta-skill that generates domain-specific skills using advanced reasoning techniques. PROACTIVELY activate for: (1) Create/build/make skills, (2) Generate expert panels for any…
Multi-expert evaluation pattern for structured analysis and decision-making. PROACTIVELY activate for: (1) Analyze with expert perspectives, (2) Get multiple viewpoints on a…
Unified JSON logging across Next.js, Python, and Firebase Functions using Pino and structlog. PROACTIVELY activate for: (1) Setting up structured logging, (2) Configuring Pino for…
[STUB - Not implemented] Entity-relationship diagrams and data modeling for database schema design. PROACTIVELY activate for: [TODO: Define on implementation].
Bundle analysis and optimization strategies for Next.js applications using Webpack and Turbopack. PROACTIVELY activate for: (1) Analyzing bundle size, (2) Implementing code…
Architecture Decision Records (ADRs) format, templates, and best practices for documenting technical decisions.
[STUB - Not implemented] Asymmetric embedding strategy with RETRIEVAL_DOCUMENT for ingestion and RETRIEVAL_QUERY for queries.
Next.js 14+ App Router integration with Firebase including server/client SDK separation and data fetching patterns.
Deploy and manage Google Cloud Run services with traffic management and scaling. PROACTIVELY activate for: (1) deploying containers to Cloud Run, (2) configuring blue-green or…
Advanced mocking patterns for Jest and Vitest including module mocking, spies, and fake timers. PROACTIVELY activate for: (1) Module mocking, (2) Partial mocking with spies, (3)…
Firestore data modeling best practices including subcollections vs root collections, document structure, relationships, query optimization, composite indexes, and atomic…
Firestore Security Rules patterns for user-scoped access, RBAC with custom claims, multi-tenant isolation, field validation, immutable fields, and testing strategies.
Framer Motion animations: motion components, gestures (hover/tap), entrance/exit, scroll triggers, and performance.
Implement comprehensive testing strategies with pytest, fixtures, mocking, and test-driven development.
Prompt engineering architect that transforms raw prompts into optimized, production-ready prompts. PROACTIVELY activate for: (1) Improve/refine prompts, (2) Optimize prompts for…