JPA Entity Long FK ์ ๋ต, BaseAuditEntity/SoftDeletableEntity ์์, EntityMapper DomainโEntity ๋ณํ. JPA ๊ด๊ณ ์ด๋ ธํ ์ด์ (@ManyToOne, @OneToMany) ๊ธ์ง. Lombok ๊ธ์ง, Setter ๊ธ์ง. Entity๋ of() static factory method๋ง public, ์์ฑ์๋ protected/private.
First Principles Analysis, Stanford Design Thinking, MIT Systems Engineering์ ํตํฉํ ์ ๋ต์ ์ฌ๊ณ ํ๋ ์์ํฌ๋ก ๋ ๊น์ด ์๋ ๋ฌธ์ ํด๊ฒฐ๊ณผ ์์ฌ๊ฒฐ์ ์ง์
Enterprise context and session management with token budget optimization and state persistence
Software architecture design patterns and technical solution design. Use when designing data models, API structures, state management, component architecture, or translating requirements into technical solutions. Includes MVC, data flow, module design.
N-version programming for critical implementations - generates N independent solutions and selects the best through comparison
Review code against PRISM target architecture patterns from REFACTORING_DESIGN_DOCUMENT.md. This skill should be used during refactoring to ensure new Runner and Trainer classes follow AbstractRunner/AbstractTrainer patterns.
container-workerใSubtaskๅฎ่ฃ ๆใซๅ็ งใใ่ฉณ็ดฐใซใผใซ๏ผ่จญ่จๆธๅ็ งใ็ฒๅบฆใTDDใๅ่ณชใฌใใฅใผใๅบๅๅฝขๅผ๏ผใๅฎ็พฉ
Comprehensive guide to Python async/await patterns, best practices, and anti-patterns. Covers asyncio fundamentals, coroutines, async context managers, task management, common libraries (aiohttp, aiofiles, asyncpg), framework integration (FastAPI, Django), performance considerations, and proper exception handling. Use when reviewing or writing asynchronous Python code.
Generates a new business logic Action class following the Modular Monolith pattern. Use when implementing a new feature or moving logic out of a controller (e.g., "Create an action to register students").
Modern Python development patterns and best practices
Python ํ๋ก์ ํธ ์์กด์ฑ ๊ด๋ฆฌ ๋ฐ ๊ฒํ ๊ฐ์ด๋
้็บใซใใใๅบๆฌๅๅ๏ผๆๆงใ็ฆๆญขใ็็พๆคๅบใๆจๅฏ็ฆๆญข๏ผใๅฎ็พฉใใใ่ฆไปถๅฎ็พฉๆใไปๆง็ขบ่ชๆใ่จญ่จใฌใใฅใผๆใใพใใฏใฆใผใถใผใๆๆงใช่ฆไปถใไปๆงใฎ็็พใไธๆ็นใฎ็ขบ่ชใๆจๆธฌๅ้ฟใซ่จๅใใ้ใซไฝฟ็จใใใ
ISO 13485 Quality Management System specialist for medical device companies. Provides QMS implementation, maintenance, process optimization, and compliance expertise. Use for QMS design, documentation control, management review, internal auditing, corrective actions, and ISO 13485 certification activities.
Use when implementation is needed - creates detailed implementation plans assuming the engineer has zero context for the codebase
Find one insight that eliminates multiple components - "if this is true, we don't need X, Y, or Z"
Expert in resilience testing, fault injection, and building anti-fragile systems using controlled experiments.
Unified enterprise programming language skill covering 25+ languages including Python 3.13, TypeScript 5.9, Go 1.23, Rust 1.91, Java 21, JavaScript ES2025, C++, C#, PHP, Swift, Kotlin, Scala, Elixir, Ruby, R, SQL, Shell, and more with patterns, best practices, and Context7 integration
Remove TCA (Composable Architecture) code from Leavn - delete reducers, migrate to @Observable ViewModels, remove dependencies
MCP (Model Context Protocol) server building principles. Tool design, resource patterns, best practices.
Quarkus-specific CDI patterns including @QuarkusTest, native image support, and reflection registration
Dependency management and technology selection. Apply when introducing new libraries, choosing technologies, or managing package versions.
Chuyรชn gia Flutter vแปi kiแบฟn thแปฉc sรขu vแป Clean Architecture, Performance vร Modern Dart 3
Use when facing 2+ independent tasks that can be worked on without shared state or sequential dependencies
