Structure systems around asynchronous, event-based communication to decouple producers and consumers for improved scalability and resilience. Use when building loosely coupled systems with asynchronous message-based communication.
Çoklu agent mimarisi tasarımı, orchestration patterns ve agent collaboration rehberi.
Design and implement Internal Developer Platforms (IDPs) with self-service capabilities, golden paths, and developer experience optimization. Covers platform strategy, IDP architecture (Backstage, Port), infrastructure orchestration (Crossplane), GitOps (Argo CD), and adoption patterns. Use when building developer platforms, improving DevEx, or establishing platform teams.
Async communication patterns using message brokers and task queues. Use when building event-driven systems, background job processing, or service decoupling. Covers Kafka (event streaming), RabbitMQ (complex routing), NATS (cloud-native), Redis Streams, Celery (Python), BullMQ (TypeScript), Temporal (workflows), and event sourcing patterns.
Instruction set for enabling and operating the Spring Cache abstraction in Spring Boot when implementing application-level caching for performance-sensitive workloads.
Core architecture patterns for embedded-components monorepo. Use when creating new components, organizing code structure, or following 2025 React/TypeScript patterns. Keywords - component creation, file structure, hooks, utils, TypeScript, React patterns, monorepo, architecture.
Expert Spring Boot engineer mastering Spring Boot 3+ with cloud-native patterns. Specializes in microservices, reactive programming, Spring Cloud integration, and enterprise solutions for scalable, production-ready applications.
Design microservices architectures with service boundaries, event-driven communication, and resilience patterns. Use when building distributed systems, decomposing monoliths, or implementing microservices.
Master .NET async/await patterns including Task-based Asynchronous Pattern (TAP), ValueTask optimization, ConfigureAwait usage, cancellation tokens, parallel processing, and avoiding deadlocks in ASP.NET Core applications for maximum performance and responsiveness.
Master advanced C# patterns including records, pattern matching, async/await, LINQ, and performance optimization for .NET 10. Use when: (1) implementing complex C# patterns, (2) optimizing performance, (3) refactoring legacy code, (4) writing modern idiomatic C#.
Comprehensive NestJS framework guide with Drizzle ORM integration. Use when building NestJS applications, setting up APIs, implementing authentication, working with databases, or integrating Drizzle ORM. Covers controllers, providers, modules, middleware, guards, interceptors, testing, microservices, GraphQL, and database patterns.
Build production-grade FastAPI backends with SQLModel, Dapr integration, and JWT authentication. Use when building REST APIs with Neon PostgreSQL, implementing event-driven microservices with Dapr pub/sub, scheduling jobs, or creating CRUD endpoints with JWT/JWKS verification. NOT when building simple scripts or non-microservice architectures.
Create API layer components for a new entity. Includes usecase interactors (internal/usecase/), proto definitions (schema/proto/), gRPC handlers (internal/infrastructure/grpc/), and DI registration. Use when adding CRUD endpoints or Step 3 of CRUD workflow (after add-domain-entity).
Use when creating Docusaurus plugins (remark, rehype, theme, content, lifecycle) to extend markdown, modify HTML, or add custom functionality
Build Next.js 16 applications with the correct patterns. Use this skill when creating pages, layouts, middleware (now proxy.ts), dynamic routes, or upgrading from Next.js 15. Covers breaking changes like async params/searchParams, Turbopack defaults, proxy.ts (replacing middleware.ts), and cacheComponents.
Creates entity model documents with Mermeaid.js ER diagrams and attribute tables.
Tailwind CSS styling patterns with mandatory eb- prefix for embedded components. Use when applying styles, creating UI, or working with design tokens. Keywords - Tailwind, CSS, styling, eb- prefix, responsive design, design tokens.
Use when swizzling Docusaurus theme components and editing theme elements
Tailwind CSS v4, design tokens, responsive patterns ve utility-first CSS best practices.
Comprehensive evaluation metrics and testing framework for DSPy programs
Integrate DSPy optimization with existing Haystack pipelines
use when adding API to this project that exists in numpy, especially if the user mentions a stream in the numpy-api-parity plan.
Small Spec (Smolspec) - Lightweight Specification for Minor Changes
Game memory optimization, object pooling, garbage collection tuning, and efficient resource management for target platforms.
