13 specialized AI agents — PM, Architect, DBA, UI Designer, Project Manager, Frontend, .NET, QA, DevOps, Planner, Java, Python, DigitalTeam(coordinator) — forming a structured software delivery team with defined handoffs, gate reviews, and workflow. supports Github Copilot, Claude Code, OpenAI Codex CLI and Trae.
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Software Architect role. Use when you need to design architecture, evaluate technical solutions, partition modules, analyse architectural impact, or translate product requirements into a logical architecture design.
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Database Architect / DBA role. Use when you need to design database schemas, table structures, indexing strategy, or data security design. Engages after architecture design is complete and before backend development begins.
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DevOps Engineer role. Use when you need to produce a deployment guide, release runbook, Docker containerisation artifacts, CI/CD pipeline configuration, infrastructure procurement plan, or third-party service integration documentation for a release. Keywords: deployment, Docker, Dockerfile, docker-compose, CI/CD…
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Digital R&D team orchestrator. One-command workflow launcher that detects the current phase, coordinates PM → Architect → DBA → UI Designer → Project Manager → Engineers → QA delivery, with gate approvals at each phase.
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.NET Backend Engineer role. Use when you need to implement .NET/C# backend features, API endpoints, database operations, or service layer logic. Keywords: .NET, C#, ASP.NET Core, Entity Framework, backend development, API implementation.
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Frontend Engineer role. Use when you need to implement frontend features based on product requirements, UI design specs, and architecture constraints. Keywords: frontend development, Vue, component implementation, state management, page layout, interaction.
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Java Backend Engineer role. Use when you need to implement Java/Spring Boot backend features, REST APIs, microservices, database operations, or service layer logic. Keywords: Java, Spring Boot, Spring Cloud, MyBatis Plus, Maven, backend development, API implementation, microservices.
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Technical Plan role (P5b). Use Copilot's built-in Plan mode to generate a step-by-step implementation plan based on the requirements, architecture, WBS, and API contract. Outputs .ai/temp/plan.md for all downstream engineers to reference.
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Product Manager role. Use when you need to model requirements, write user stories, define acceptance criteria, or set MVP scope. Takes a one-sentence goal and outputs a structured detailed requirements document.
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Project Manager role. Use when you need to break down tasks, define a WBS, manage dependencies, plan milestones, or translate requirements and architecture into an executable task plan.
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Python Backend Engineer role. Use when you need to implement Python/FastAPI 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, backend…
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QA Engineer / Quality Assurance role. Use when you need to write test cases, evaluate acceptance criteria, design test strategies, assess release quality, or validate the quality of a feature implementation.
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UI/UX Designer role. Use when you need to design page structures, interaction flows, component specifications, or translate product requirements into executable UI design specs.