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Python architecture reference - frameworks, design patterns, type system, async patterns, and production best practices for 2024-2025. Use when making architectural decisions, reviewing Python code, or selecting libraries.
Codex または Claude でインストール この Prompt をコピーして Codex、Claude、または他のアシスタントに貼り付けると、Skill ページを確認してインストールできます。
SOC 職業分類に基づく
Testing strategy, patterns, and coverage optimization for quality assurance. Use this skill whenever the task involves deciding what to test, how to structure tests, what coverage to aim for, when to use mocks vs real dependencies, or how to write tests that actually catch bugs (not just pass). Also use when the user asks about test pyramids, flaky tests, integration vs unit, TDD, or improving an existing test suite.
Production readiness validation — runs all checks before merging or deploying. Use this skill whenever the task involves verifying that code is ready to ship: type checking, linting, tests passing, coverage thresholds, dead code, security issues, or any pre-merge checklist. Also use when the user asks "is this ready?", wants a pre-PR review, or needs to confirm nothing is broken after a refactor.
Swift architecture reference — SwiftUI, UIKit, Combine, async/await, actors, and production best practices for Swift 5.9/6.0 (2024-2025). Use when making architectural decisions, reviewing Swift code, or selecting libraries. Also use when the user mentions iOS development, macOS apps, or Apple platform development.
UI/Frontend architecture reference - React 19, Next.js 15, Vue 3, Svelte 5, Angular 19, CSS modern features, component libraries, state management, and production best practices for 2024-2025. Use when building frontend UIs, selecting frameworks, reviewing component code, or making frontend architecture decisions.
UX design reference - research methods, design systems, accessibility (WCAG 2.2, EAA), UX laws, AI-driven workflows, tools (Figma, Penpot), and production best practices for 2024-2025. Use when making UX decisions, reviewing designs, implementing accessibility, selecting design tools, or applying UX principles.
C# architecture reference - frameworks, design patterns, ASP.NET Core, Entity Framework, Blazor, Unity, and production best practices for C# 12/13 and .NET 8/9 (2024-2025). Use when making architectural decisions, reviewing C# code, or selecting libraries.
| name | py-patterns |
| description | Python architecture reference - frameworks, design patterns, type system, async patterns, and production best practices for 2024-2025. Use when making architectural decisions, reviewing Python code, or selecting libraries. |
| user-invocable | true |
| argument-hint | [frameworks|patterns|architecture|practices|features|all] |
Comprehensive reference for Python architectural decisions. Use $ARGUMENTS to focus on a specific area, or browse all sections.
Replacing: Flask + GORM + logrus + pip + Flake8 + Black + isort With: FastAPI + Pydantic v2 + SQLAlchemy 2.0 + uv + Ruff + structlog
| Version | Key Features |
|---|---|
| 3.10 | Pattern matching (match/case), X | Y union syntax |
| 3.11 | ~25% faster, ExceptionGroup, TaskGroup, tomllib |
| 3.12 | Type parameter syntax (type X[T]), f-string improvements |
| 3.13 | Free-threaded (experimental), JIT (experimental), new REPL, iOS/Android |
| 3.14 | t-strings, deferred annotations, InterpreterPoolExecutor, free-threaded official, tail-call interp |
| Company | Scale |
|---|---|
| 1.2B monthly users on Django | |
| Netflix | Central Alert Gateway, Dispatch (FastAPI), security automation |
| Spotify | Backend, data analysis, ML, Luigi pipelines (~6K processes) |
| YouTube backend, search algorithms, Gmail | |
| JPMorgan | Athena platform (pricing, risk management) |
| Uber | Ludwig ML framework (FastAPI REST server) |
