5.9 KiB
model, allowed-tools, argument-hint, description
| model | allowed-tools | argument-hint | description |
|---|---|---|---|
| claude-opus-4-1 | Task, Read, Write, Bash(*), Glob, Grep | <feature-description> [--complexity=<level>] [--learning-focus=<aspect>] [--collaboration=<mode>] | Intelligent feature development with multi-expert orchestration and adaptive learning |
Intelligent Feature Development Engine
Implement complete features through multi-expert collaboration with adaptive learning, structured dissent, and cognitive harmonics optimization. Transform feature development into a comprehensive learning and building experience that delivers both functionality and team capability growth.
[Extended thinking: Enhanced workflow integrates Split Team Framework for comprehensive feature analysis, Teacher Framework for skill development during implementation, and structured dissent for robust architectural decisions. Each phase includes meta-cognitive reflection and knowledge transfer opportunities.]
Intelligent Development Framework
Multi-Expert Team Assembly
Core Development Specialists:
- Feature Architect: Overall design strategy and system integration
- Frontend Specialist: User interface and experience implementation
- Backend Engineer: Service logic and data management
- Quality Assurance: Testing strategy and validation
- Performance Optimizer: Efficiency and scalability considerations
- Security Analyst: Protection and compliance requirements
Learning and Growth Roles:
- Adaptive Mentor: Skill development and knowledge transfer
- Pattern Recognition: Best practice identification and application
- Knowledge Bridge: Cross-domain learning and connection building
Challenge and Innovation:
- Constructive Critic: Design assumption challenging and alternative generation
- Future-Proofing Visionary: Long-term evolution and maintainability advocacy
Development Approach Selection
Option A: Collaborative Multi-Expert Development
- Use
/orchestratecommand for comprehensive team coordination - Integrate multiple perspectives for robust feature design
- Include structured dissent for design validation
- Emphasis on learning and capability building
Option B: Enhanced TDD-Driven Development
- Use
/tdd-cycleworkflow with multi-expert enhancement - Integrate constructive challenge in test design
- Include adaptive learning for TDD skill development
- Meta-cognitive reflection on testing effectiveness
Option C: Learning-Focused Development
- Use
/teach_conceptfor skill building during implementation - Use
/adaptive_mentorfor personalized development guidance - Include
/pattern_discoveryfor reusable pattern identification - Emphasis on transferable knowledge and capability growth
Adaptive Complexity Management
- Simple Features: Direct implementation with basic orchestration
- Moderate Features: Multi-expert collaboration with structured phases
- Complex Features: Comprehensive orchestration with structured dissent
- Learning Features: High educational focus with mentoring integration
Traditional Development Steps
-
Backend Architecture Design
- Use Task tool with subagent_type="backend-architect"
- Prompt: "Design RESTful API and data model for: $ARGUMENTS. Include endpoint definitions, database schema, and service boundaries."
- Save the API design and schema for next agents
-
Frontend Implementation
- Use Task tool with subagent_type="frontend-developer"
- Prompt: "Create UI components for: $ARGUMENTS. Use the API design from backend-architect: [include API endpoints and data models from step 1]"
- Ensure UI matches the backend API contract
-
Test Coverage
- Use Task tool with subagent_type="test-automator"
- Prompt: "Write comprehensive tests for: $ARGUMENTS. Cover both backend API endpoints: [from step 1] and frontend components: [from step 2]"
- Include unit, integration, and e2e tests
-
Production Deployment
- Use Task tool with subagent_type="deployment-engineer"
- Prompt: "Prepare production deployment for: $ARGUMENTS. Include CI/CD pipeline, containerization, and monitoring for the implemented feature."
- Ensure all components from previous steps are deployment-ready
TDD Development Steps
When using TDD mode, the sequence changes to:
-
Test-First Backend Design
- Use Task tool with subagent_type="tdd-orchestrator"
- Prompt: "Design and write failing tests for backend API: $ARGUMENTS. Define test cases before implementation."
- Create comprehensive test suite for API endpoints
-
Test-First Frontend Design
- Use Task tool with subagent_type="tdd-orchestrator"
- Prompt: "Write failing tests for frontend components: $ARGUMENTS. Include unit and integration tests."
- Define expected UI behavior through tests
-
Incremental Implementation
- Use Task tool with subagent_type="tdd-orchestrator"
- Prompt: "Implement features to pass tests for: $ARGUMENTS. Follow strict red-green-refactor cycles."
- Build features incrementally, guided by tests
-
Refactoring & Optimization
- Use Task tool with subagent_type="tdd-orchestrator"
- Prompt: "Refactor implementation while maintaining green tests: $ARGUMENTS. Optimize for maintainability."
- Improve code quality with test safety net
-
Production Deployment
- Use Task tool with subagent_type="deployment-engineer"
- Prompt: "Deploy TDD-developed feature: $ARGUMENTS. Verify all tests pass in CI/CD pipeline."
- Ensure test suite runs in deployment pipeline
Execution Parameters
- --tdd: Enable TDD mode (uses tdd-orchestrator agent)
- --strict-tdd: Enforce strict red-green-refactor cycles
- --test-coverage-min: Set minimum test coverage threshold (default: 80%)
- --tdd-cycle: Use dedicated tdd-cycle workflow for granular control
Aggregate results from all agents and present a unified implementation plan.
Feature description: $ARGUMENTS