arch-cross-service-integration
Use when designing or implementing cross-service communication, data synchronization, or service boundary patterns.
Use when designing or implementing cross-service communication, data synchronization, or service boundary patterns.
Predicate-level semantic diff for MCP protocol specs. Compares 0618 vs 1125 specs via Narya types, GF(3) evaluators, and Unison-style effects. Use for protocol verification, spec migration, or detecting breaking changes.
PHP security best practices and patterns for preventing common vulnerabilities
Entity<T> patterns, GUID v7 auto-generation, static methods vs manual repositories
Multi-agent parallel investigation for complex VCV Rack problems
Use when implementing Go concurrency with goroutines, channels, and sync patterns. Use when writing concurrent Go code.
Always prefer well-maintained npm packages over custom implementations. Use this when considering implementing utility functions or common functionality.
Badiou-inspired possible world navigation using triangle inequality constraints,
Master Combine framework for reactive programming - publishers, subscribers, operators, schedulers
專責處理 RIF (Required Behavior Frame) 類型的需求。讀取規格目錄結構,生成/審查 Event Handler 設計與實作。支援冪等性、重試、死信佇列。
Zero to first Koan app in under 10 minutes (S0 + S1 patterns)
Suggest LCMP compaction when explicitly requested - provides guidance on promoting durable information to decisions.md, insights.md, and gotchas.md without auto-compaction
Modern coding patterns for clean, maintainable code - use before implementing complex logic; includes orchestration, pure functions, function decomposition, vertical slice, composition, DI, SOLID, anti-patterns; prevents code complexity bloat and testability issues
RAN mobility optimization with handover management, cognitive consciousness, and predictive mobility control for seamless user experience. Use when optimizing handover performance, managing mobility robustness, implementing predictive handover, or enabling intelligent mobility management in 5G networks.
Category-theoretic graph rewriting with DPO, SPO, and SqPO pushouts for C-Sets. Declarative transformation of acset data structures.
Designs functional architecture and detailed specifications for PHP/CakePHP applications based on analyzed requirements
Master Entity Framework Core migrations with code-first approach, migration strategies, data seeding, rollback procedures, and production deployment patterns. Use when managing database schema changes in .NET applications.
Designs comprehensive software solution architectures including system components, technology stacks, integration patterns, scalability strategies, and deployment models. Produces architecture diagrams, technical specifications, and implementation roadmaps. Use when planning new software systems, modernizing legacy applications, designing microservices, evaluating technology choices, creating architecture documentation, or when users mention system design, architecture patterns, scalability planning, or technical architecture decisions.
Split features into atomic 2–4h tasks with independent tests and minimal dependencies
Convex backend patterns with security, validation, and performance best practices
Use when creating or developing anything, before writing code or implementation plans - refines rough ideas into fully-formed designs through structured Socratic questioning, alternative exploration, and incremental validation | コードや実装計画を書く前に、何かを作成・開発する際に使用 - 体系的なソクラテス式の問いかけ、代替案の探索、段階的な検証を通じて、粗いアイデアを完成度の高い設計に洗練
Amplifier design philosophy using Linux kernel metaphor. Covers mechanism vs policy, module architecture, event-driven design, and kernel principles. Use when designing new modules or making architectural decisions.
GF(3)-balanced structured decompositions for parallel computation. Decomposes problems into MINUS/ERGODIC/PLUS components with sheaf-theoretic gluing. Use for FPT algorithms, skill allocation, or any 3-way parallel workload.