nelson820125

Digital R&D team orchestrator. Detects current phase, coordinates PM→Architect→DBA→UI→ProjectManager→Engineers→QA delivery, with gate approvals at each phase.

Database Architect / DBA role skill. Use when you need to design database schemas, performance strategies, security design, or data model reviews. Keywords: database design, schema design, table structure, index design, performance optimisation, data security, data integrity, ER diagram, database standards.

Frontend Engineer role skill. Use when you need to implement frontend features based on product requirements, UI design specs, and architecture constraints. Keywords: frontend development, component implementation, state management, Vue 3, React, TypeScript, SCSS, page layout, interaction implementation, API integration, routing, performance optimisation, code standards, engineering quality.

.NET Backend Engineer role skill. Use when you need to implement .NET/C# backend features, API endpoints, database operations, Service layer, or Repository layer. Keywords: .NET, C#, ASP.NET Core, Entity Framework, Dapper, SqlSugar, backend development, API implementation, database, service implementation, Blazor.

Product Manager / Requirements Analyst role skill. Use when you need to model requirements, produce structured output, define MVP scope, write user stories, define acceptance criteria, or turn a one-sentence idea into a deliverable detailed requirements document. Keywords: requirements analysis, user stories, acceptance criteria, MVP, feature list, requirements modelling, product scope.

QA Engineer / Quality Assurance role skill. Use when you need to write test cases, analyse defects, evaluate acceptance criteria, design test strategies, assess release quality, or validate the quality of a feature implementation. Keywords: test cases, defect tracking, quality assurance, acceptance testing, boundary testing, regression testing, automated testing, release assessment.

Software Architect role skill. Use when you need to design architecture, evaluate technical solutions, analyse architectural impact, perform code review, or translate product requirements into a logical architecture design. Keywords: architecture design, technical solutions, module partitioning, risk analysis, code review, logical architecture, non-functional analysis.

UI/UX Designer role skill. Use when you need to design page structures, interaction flows, user experience analysis, UI specifications, component style definitions, or translate product requirements into executable UI design specs. Keywords: UI design, UX design, interaction design, page layout, component standards, Design System, user experience, information architecture.

数据库架构师/DBA角色技能。当需要进行数据库Schema设计、性能设计、安全设计、数据模型评审时使用。关键词：数据库设计、Schema设计、表结构、索引设计、性能优化、数据安全、数据完整性、ER图、数据库规范。

DevOps 工程师角色技能。当需要输出部署指南、定义发布操作手册、制定基础设施采购计划或编写三方服务集成要求文档时使用。关键词：部署、发布指南、基础设施、采购、操作手册、清单、三方集成、环境配置、回滚方案。

产品经理/需求分析师角色技能。当需要进行需求建模、需求结构化输出、MVP范围定义、用户故事编写、验收标准制定，或需要将一句话需求转化为可交付的详细需求文档时使用。关键词：需求分析、用户故事、验收标准、MVP、功能列表、需求建模、产品范围。

DevOps Engineer role skill. Use when you need to produce a deployment guide, define release runbooks, plan infrastructure procurement, or document third-party service integration requirements for a release. Keywords: deployment, release guide, infrastructure, procurement, runbook, checklist, third-party integration, environment configuration, rollback plan.

Java Backend Engineer role skill. Use when you need to implement Java/Spring Boot backend features, REST APIs, microservices, database operations, Service layer, or Repository layer. Keywords: Java, Spring Boot, Spring Cloud, MyBatis Plus, Maven, backend development, API implementation, microservices, Redis, Kafka, senior engineer.

Project Manager role skill. Use when you need to break down tasks, define a WBS, manage dependencies, control delivery pace, or translate confirmed requirements and architecture into an executable task plan. Keywords: task breakdown, WBS, milestones, dependency management, delivery plan, risk control, Sprint planning.

项目经理角色技能。当需要进行任务拆解、WBS制定、依赖管理、里程碑规划、交付节奏控制，或需要将已确认的需求与架构方案转化为可执行任务计划时使用。关键词：任务拆解、WBS、里程碑、依赖管理、交付计划、风险控制、Sprint规划。

Technical Plan role skill (P5b). Use when you need to produce a concrete, file-level implementation plan that bridges design artefacts and executable code. Keywords: implementation plan, task sequencing, file map, integration points, dependency order, WBS, code-level planning.

Python Backend Engineer role skill. Use when you need to implement Python backend features, async REST APIs, data processing pipelines, AI/ML inference services, or web scraping workflows. Keywords: Python, FastAPI, Pydantic, SQLAlchemy, asyncpg, Pandas, Polars, Celery, LangChain, Playwright, Scrapy, data pipeline, async, backend development.

软件架构师角色技能。当需要进行架构设计、技术方案评估、架构影响分析、代码Review，或需要将产品需求转化为逻辑架构设计时使用。关键词：架构设计、技术方案、模块划分、风险分析、代码Review、逻辑架构、非功能性分析。

.NET后端工程师角色技能。当需要实现.NET/C#后端功能、API接口、数据库操作、服务层、Repository层实现时使用。关键词：.NET、C#、ASP.NET Core、Entity Framework、Dapper、SqlSugar、后端开发、API实现、数据库、服务实现、Blazor。

前端工程师角色技能。当需要根据产品需求、UI设计方案和架构约束实现具体前端功能时使用。关键词：前端开发、组件实现、状态管理、Vue 3、React、TypeScript、SCSS、页面布局、交互实现、API集成、路由、性能优化、代码规范、工程质量。

Python后端工程师技能。当需要实现Python后端功能、异步REST API、数据处理管道、AI/ML推理服务或Web爬虫工作流时使用。关键词：Python、FastAPI、Pydantic、SQLAlchemy、asyncpg、Pandas、Polars、Celery、LangChain、Playwright、Scrapy、数据管道、异步、后端开发。

Java后端工程师角色技能。当需要实现Java/Spring Boot后端功能、REST API、微服务、数据库操作、服务层、Repository层实现时使用。关键词：Java、Spring Boot、Spring Cloud、MyBatis Plus、Maven、后端开发、API实现、微服务、Redis、Kafka、资深工程师。

技术实施方案角色技能（P5b）。当需要生成可直接交付给工程师执行的文件级实施方案、桥接设计产出物与可执行代码时使用。关键词：实施方案、任务排序、文件映射、集成点、依赖顺序、WBS、代码级规划。

测试工程师/质量保障角色技能。当需要进行测试用例编写、缺陷分析、验收标准评估、测试策略设计、发布质量评估，或需要对功能实现进行质量验证时使用。关键词：测试用例、缺陷追踪、质量保障、验收测试、边界测试、回归测试、自动化测试、发布评估。

UI/UX设计师角色技能。当需要进行页面结构设计、交互方案设计、用户体验分析、UI规范输出、组件样式定义，或需要将产品需求转化为可执行的UI设计说明时使用。关键词：UI设计、UX设计、交互设计、页面布局、组件规范、Design System、用户体验、信息架构。

数字化研发团队协调人。自动判断当前阶段，协调 PM→架构师→DBA→UI→项目经理→工程师→QA 有序交付，每阶段带门控审批。