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JimmyVGDY

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• 20 skills
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• 8 hours ago last updated

1. ▌
   AI Engineering · jimmyvgdy bundle

   模型或多模态生成调用、结构化输出、Prompt 安全、RAG、Embedding 与检索质量、Agent 工具调用、AI 评测、模型路由、成本控制、推理 Worker 或生成任务恢复时使用，兼容任意实现语言和模型提供方。普通后端业务、纯数据库/向量库运维或纯 GPU/Kubernetes 资源任务不要使用。
   0 installs
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   Backend Engineering · jimmyvgdy bundle

   服务端应用、API、业务逻辑、认证鉴权、应用事务、并发、任务、Worker、资源生命周期或后端代码审查时使用，覆盖 Java、Python、Node.js、Go、.NET、Rust 及其他后端技术栈。先识别实际运行时和框架；纯数据库/中间件/基础设施、纯浏览器前端或纯模型/RAG 语义任务不要使用。
   0 installs
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   Frontend Engineering · jimmyvgdy bundle

   Web 前端、浏览器端、WebView 或桌面 Renderer 层任务时使用，包括 JavaScript/TypeScript、HTML/CSS、Vue/Nuxt、React/Next.js/Remix、Preact、Angular、Svelte/SvelteKit、Astro/Solid/Qwik/Ember/Web Components、Alpine/HTMX、Ionic/Capacitor、原生 JavaScript、jQuery/Layui/JSP、SPA/MPA/SSR/SSG/PWA、微前端、组件、状态、路由、表单、文件、SSE/WebSocket、构建、测试、性能、安全、SEO 与可访问性。先识别实际框架、版本、渲染载体和客户端/服务端边界；纯 Node.js 后端、原生移动端、Electron/Tauri 主进程或桌面后端任务不要使用。
   0 installs
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   Long Running Task Memory · jimmyvgdy bundle

   任务跨会话、多阶段、多模块、多仓库、多 Agent、生产观察期、上下文可能压缩，或需持续维护目标、进度、证据、决策和交接时使用。简单一次性任务不要触发，也不要为无状态工具调用重复写检查点。
   0 installs
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   AI Engineering 2 · jimmyvgdy bundle

   Use for model or multimodal generation calls, structured output, prompt safety, RAG, embedding and retrieval quality, agent tools, AI evaluation, model routing, cost control, inference workers, or generation recovery across any implementation language or provider. Do not use for ordinary backend logic, pure vector-database operations, or pure GPU/Kubernetes resource work.
   0 installs
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   Log Observability Analysis · jimmyvgdy bundle

   日志、Metrics、分布式 Trace、Profiling、告警和发布/配置变更事件分析时使用。覆盖本地、非生产和生产只读场景；不因分析自动获得采集、修改、清理、重启或生产写权限。
   0 installs
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   Technical Document Writing · jimmyvgdy bundle

   技术方案、架构设计、实施方案、接口或数据库文档、部署手册、故障报告、代码审查报告、管理报告、README、Markdown 重构或基于现有资料整理正式文档时使用。仅更新 CHANGELOG、提交信息或代码注释通常不单独触发。
   0 installs
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   Engineering Quality Delivery · jimmyvgdy bundle

   代码、脚本、迁移或逻辑配置发生行为变化，或任务涉及测试、Git、CHANGELOG、审批、部署、重启、灰度、回滚和生产操作时使用。只读解释、无行为变化文字修改和普通文档排版通常不触发；多 Agent 复审仅按风险组合。
   0 installs
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   Backend Engineering 2 · jimmyvgdy bundle

   Use for server-side applications, APIs, business logic, authentication and authorization, application transactions, concurrency, jobs, workers, resource lifecycle, or backend reviews across Java, Python, Node.js, Go, .NET, Rust, and other stacks. Identify the actual runtime first. Do not use for pure data/infrastructure, browser-only, or pure model/RAG semantics work.
   0 installs
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    Data Middleware Infrastructure · jimmyvgdy bundle

    数据库、SQL、事务锁、Redis、消息队列、搜索与向量存储、文件/NAS/对象存储、GPU 资源、Docker、Kubernetes、网络或基础设施任务时使用。普通服务端业务、浏览器交互或模型/RAG/Agent 语义任务不要使用。
    0 installs
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    Multi Agent Independent Review · jimmyvgdy bundle

    高风险实施前设计审查，或行为改动后的独立复审、回归兼容、安全、性能、数据契约、并发状态和测试证据审查时使用。简单低风险、证据充分或无行为变化任务不要触发，也不要为了形式固定多开 Reviewer。
    0 installs
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    Frontend Engineering 2 · jimmyvgdy bundle

    Use for browser, WebView, desktop renderer, JavaScript or TypeScript, web frameworks, state, routing, forms, streaming, build, test, performance, security, SEO, and accessibility work.
    0 installs
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    Controlled Evolution Governance · jimmyvgdy bundle

    仅在跨任务复盘、自观察数据治理、模型成本路由、Reviewer 收益评估、Skill 路由偏差、优化提案生命周期、项目隔离或长期技术助手自身版本治理时使用。普通编码、普通 Review、单次故障排查不要触发。
    0 installs
14. ▌
    Long Running Task Memory 2 · jimmyvgdy bundle

    Use for cross-session, multi-stage, multi-module, multi-repository, multi-agent, observation-window, and context-compaction work that needs recoverable checkpoints.
    0 installs
15. ▌
    Log Observability Analysis 2 · jimmyvgdy bundle

    Use for logs, metrics, distributed traces, profiling, alerts, and change-event analysis across bounded local, non-production, and production-read-only contexts.
    0 installs
16. ▌
    Technical Document Writing 2 · jimmyvgdy bundle

    Use for technical plans, architecture, implementation plans, API or database documentation, runbooks, incident reports, review reports, management reports, and README work.
    0 installs
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    Engineering Quality Delivery 2 · jimmyvgdy bundle

    Use when behavior changes or work includes validation, Git, approval, release, rollback, restart, deployment, or production boundaries.
    0 installs
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    Data Middleware Infrastructure 2 · jimmyvgdy bundle

    Use for databases, SQL, transaction locks, Redis, messaging, search and vector storage, files, NAS, object storage, GPU resources, containers, orchestration, networks, and infrastructure. Do not use for ordinary server business logic, browser interaction, or model/RAG/agent semantics.
    0 installs
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    Multi Agent Independent Review 2 · jimmyvgdy bundle

    Use for risk-based design gates and independent functional, compatibility, security, performance, contract, concurrency, and delivery reviews.
    0 installs
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    Controlled Evolution Governance 2 · jimmyvgdy bundle

    Use only for cross-task retrospectives, observation governance, model-cost routing, reviewer calibration, routing drift, proposal lifecycle, project isolation, and assistant version governance.
    0 installs