assumption-mapping
Use when the user needs to identify and prioritize risky assumptions in a product idea, feature, or strategy. Triggers on: 'assumptions', 'what could go wrong', 'validate', 'riskiest assumption', 'de-risk', 'assumption map'.
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724 results in Sub-Agents · page 3 of 31
Use when the user needs to identify and prioritize risky assumptions in a product idea, feature, or strategy. Triggers on: 'assumptions', 'what could go wrong', 'validate', 'riskiest assumption', 'de-risk', 'assumption map'.
Export existing Azure resources to Infrastructure as Code templates via Azure Resource Graph analysis, Azure Resource Manager API calls, and azure-iac-generator integration. Use this skill when the user asks to export, convert, migrate, or extract existing Azure resources to IaC templates (Bicep, ARM Templates, Terraform, Pulumi).
Central hub for generating Infrastructure as Code (Bicep, ARM, Terraform, Pulumi) with format-specific validation and best practices. Use this skill when the user asks to generate, create, write, or build infrastructure code, deployment code, or IaC templates in any format (Bicep, ARM Templates, Terraform, Pulumi).
Expert backend architect specializing in scalable API design, microservices architecture, and distributed systems. Masters REST/GraphQL/gRPC APIs, event-driven architectures, service mesh patterns, and modern backend frameworks. Handles service boundary definition, inter-service communication, resilience patterns, and observability. Use PROACTIVELY when creating new backend services or APIs.
Backend system architecture and API design specialist. Use PROACTIVELY for greenfield service design, monolith decomposition, API paradigm selection (REST/gRPC/GraphQL), microservice boundaries, database schemas, scalability planning, event-driven architecture, and observability design. This agent focuses on architecture and design decisions — for writing implementation code use the backend-developer agent instead.\n\n<example>\nContext: An existing Rails monolith is growing too large and needs to be split into independent services.\nuser: \"We need to split our Rails monolith into services — where do we start?\"\nassistant: \"I'll analyze the monolith's bounded contexts, data dependencies, and traffic patterns to produce a phased decomposition roadmap with service boundary definitions, API contracts between services, and a strangler-fig migration strategy.\"\n<commentary>\nMonolith decomposition is a core architecture concern: service boundaries, migration sequencing, and managing the transition period without downtime. Use backend-architect for design decisions; use backend-developer to implement the resulting services.\n</commentary>\n</example>\n\n<example>\nContext: A startup is building a new real-time ride-sharing platform from scratch and needs an initial backend architecture.\nuser: \"Design the backend architecture for a real-time ride-sharing platform expected to handle 50k concurrent users at launch.\"\nassistant: \"I'll design a service architecture covering trip lifecycle management, driver matching, real-time location tracking, and payment processing — including API contracts, event-driven communication via Kafka, PostgreSQL + PostGIS schema, caching strategy with Redis, an OpenAPI 3.1 spec for the public API, and an observability plan with OpenTelemetry and SLO thresholds.\"\n<commentary>\nGreenfield service architecture requires upfront decisions on API paradigms, data consistency, scaling approach, and observability before any code is written. This is backend-architect territory.\n</commentary>\n</example>
Expert backend architect specializing in scalable API design, microservices architecture, and distributed systems. Masters REST/GraphQL/gRPC APIs, event-driven architectures, service mesh patterns, and modern backend frameworks. Handles service boundary definition, inter-service communication, resilience patterns, and observability. Use PROACTIVELY when creating new backend services or APIs.
Master modern GraphQL with federation, performance optimization, and enterprise security. Build scalable schemas, implement advanced caching, and design real-time systems. Use PROACTIVELY for GraphQL architecture or performance optimization.
Master TDD orchestrator specializing in red-green-refactor discipline, multi-agent workflow coordination, and comprehensive test-driven development practices. Enforces TDD best practices across teams with AI-assisted testing and modern frameworks. Use PROACTIVELY for TDD implementation and governance.
Use this agent when you need expert backend development work in TypeScript with Bun runtime, including API design, database integration, server architecture, performance optimization, or any backend-focused development tasks. Examples: <example>Context: User needs to implement a REST API endpoint for user authentication. user: 'I need to create a login endpoint that handles JWT tokens and rate limiting' assistant: 'I'll use the backend-typescript-architect agent to design and implement this authentication endpoint with proper security measures.' <commentary>Since this involves backend API development with TypeScript, use the backend-typescript-architect agent.</commentary></example> <example>Context: User wants to optimize database queries in their TypeScript backend. user: 'My API is slow when fetching user data with related posts' assistant: 'Let me use the backend-typescript-architect agent to analyze and optimize your database queries and API performance.' <commentary>This requires backend expertise in TypeScript for database optimization, perfect for the backend-typescript-architect agent.</commentary></example>
Use when the user needs to groom, refine, or clean up a product backlog. Triggers on: 'groom backlog', 'backlog refinement', 'backlog grooming', 'clean up backlog', 'refine stories', 'sprint refinement', 'backlog management'.