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软件工程 / 部署发布
反向传播
backprop
缺陷→规约协议。当发现缺陷或测试失败时,追溯原因,判断是否需要新增 §V 不变式来防止复发,并将其追加至 §B。这是 SDD 所做的、计划-执行模式所不具备的一项非显而易见的举措。在测试失败、缺陷报告、事后复盘或用户明确要求时触发。
软件工程 / 诊断修复
规范
spec
在仓库根目录的 SPEC.md 中创建、修订或反向传播 bug。该项目规范的唯一修改者。当用户要求编写规范、创建新规范、从现有代码提炼规范、添加不变量、修订章节(§G、§C、§I、§V、§T、§B)或通过反向传播记录 bug 时触发。常见表述:“write the spec for...”、“new spec”、“bug: ...”、“amend §V.3”、“distill spec from code”、“spec this idea”。读取并遵循 FORMAT.md 中的原始人编码规则以及 §T 和 §B 的竖线表格形状。
软件工程 / 诊断修复
threejs
threejs
Build 3D web apps with Three.js (WebGL/WebGPU). Use for 3D scenes, animations, custom shaders, PBR materials, VR/XR experiences, games, data visualizations,…
软件工程 / 诊断修复
添加环境设置
add-setting-env
添加环境变量以配置用户设置的指南。用于实现控制用户默认值的服务器端环境变量…
软件工程 / 诊断修复
sqlalchemy-orm
sqlalchemy-orm
SQLAlchemy Python SQL toolkit and ORM with powerful query builder, relationship mapping, and database migrations via Alembic
软件工程 / 诊断修复
aws-sdk-java-v2-core
aws-sdk-java-v2-core
Provides AWS SDK for Java 2.x client configuration, credential resolution, HTTP client tuning, timeout, retry, and testing patterns. Use when creating or…
软件工程 / 诊断修复
aoti-debug
aoti-debug
调试 AOTInductor (AOTI) 错误和崩溃。用于遇到 AOTI 段错误、设备不匹配错误、常量加载失败或运行时错误时…
软件工程 / 诊断修复
flutter-dev
flutter-dev
Flutter cross-platform development guide covering widget patterns, Riverpod/Bloc state management, GoRouter navigation, performance optimization, and platform-specific implementations. Includes const optimization, responsive layouts, testing strategies, and DevTools profiling. Use when: building Flutter apps, implementing state management (Riverpod/Bloc), setting up GoRouter navigation, creating custom widgets, optimizing performance, writing widget tests, cross-platform development.
软件工程 / 诊断修复
react-native-dev
react-native-dev
React Native and Expo development guide covering components, styling, animations, navigation, state management, forms, networking, performance optimization, testing, native capabilities, and engineering (project structure, deployment, SDK upgrades, CI/CD). Use when: building React Native or Expo apps, implementing animations or native UI, managing state, fetching data, writing tests, optimizing performance, deploying to App Store/Play Store, setting up CI/CD, upgrading Expo SDK, or configuring Tailwind/NativeWind.
软件工程 / 诊断修复
qiaomu-mondo-poster-design
qiaomu-mondo-poster-design
一句话生成大师级海报、书籍封面、专辑封面和各类设计作品。无需懂PS、配色或艺术史,AI自动选择最佳风格(基于33+位传奇设计师)。支持多平台多比例:公众号封面(21:9)、小红书配图(3:4)、文章配图(16:9)、书籍封面(9:16)、专辑封面(1:1)、电影海报(9:16)。包含AI提示词优化、风格对比、图生图转换…
软件工程 / 诊断修复
auth0-react
auth0-react
Use when adding authentication to React applications (login, logout, user sessions, protected routes) - integrates @auth0/auth0-react SDK for SPAs with Vite or…
软件工程 / 诊断修复
telegram-mini-app
telegram-mini-app
Expert in building Telegram Mini Apps (TWA) - web apps that run
软件工程 / 部署发布
Ansible 自动化
ansible-automation
使用 Ansible playbook、role 和 inventory 实现基础设施自动化和配置管理。用于部署应用、补丁管理和服务器管理。
软件工程 / 诊断修复
API 模式
api-patterns
API 设计原则与决策。REST、GraphQL 与 tRPC 选型,响应格式、版本控制、分页策略。
软件工程 / 诊断修复
clone-website
clone-website
Reverse-engineer and clone one or more websites in one shot — extracts assets, CSS, and content section-by-section and proactively dispatches parallel builder…
软件工程 / 诊断修复
feature-flags
feature-flags
Use when feature flag tests fail, flags need updating, understanding @gate pragmas, debugging channel-specific test failures, or adding new flags to React.
软件工程 / 诊断修复
director-readiness-advisor
director-readiness-advisor
Guide the PM-to-Director transition across preparing, interviewing, landing, and recalibrating. Use when leadership scope is changing and you need practical…
软件工程 / 诊断修复
docx
docx
Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude…
软件工程 / 诊断修复
agent-ci
agent-ci
使用 Agent CI 在本地运行 GitHub Actions CI,以便在推送前验证更改。适用于测试、运行检查或验证代码变更。
软件工程 / 诊断修复
golang-backend-development
golang-backend-development
Complete guide for Go backend development including concurrency patterns, web servers, database integration, microservices, and production deployment