14 KiB
model, allowed-tools, argument-hint, description
| model | allowed-tools | argument-hint | description |
|---|---|---|---|
| claude-sonnet-4-0 | Task, Read, Write, Glob, Grep | <objective> <complexity-level> [specialists...] [--mode=<orchestration-pattern>] | Dynamic multi-agent team assembly with adaptive collaboration protocols |
Multi-Agent Orchestration Engine
Assemble and coordinate specialized expert teams with dynamic collaboration patterns optimized for specific problem complexity and user sophistication levels. Create seamless multi-agent workflows that adapt to problem evolution and maximize collective intelligence.
Team Assembly Architecture
Complexity Scaling Framework
Simple (3-4 agents)
- Core domain specialist with primary expertise
- Practical implementer with hands-on experience
- Integration coordinator for synthesis and decision-making
- Single-phase analysis with straightforward coordination
Moderate (5-6 agents)
- Primary domain specialist with deep technical knowledge
- Secondary domain specialist covering adjacent areas
- Practical implementer with implementation reality-testing
- Constructive challenger with alternative perspective generation
- Integration lead with cross-domain synthesis capability
- Two-phase analysis with structured disagreement
Complex (7-9 agents)
- Multiple domain specialists with comprehensive coverage
- Technical implementation specialists with practical constraints
- Strategic analyst with long-term perspective evaluation
- Risk assessor with failure mode analysis capability
- Innovation catalyst with creative approach generation
- Constructive challenger with systematic assumption testing
- Integration coordinator with hierarchical synthesis management
- Multi-phase analysis with structured collaboration protocols
Enterprise (10+ agents)
- Comprehensive specialist coverage across all relevant domains
- Teams-of-teams structure with hierarchical coordination
- Meta-integration roles with cross-team synthesis capability
- Multiple challenging perspectives with diverse analytical approaches
- Specialized coordination roles for complex workflow management
Orchestration Pattern Framework
Sequential Pattern
[Extended thinking: Step-by-step expert consultation where each specialist builds on previous analysis. Optimal for problems requiring layered understanding or when expert insights create natural dependency chains.]
Coordination Protocol:
- Expert consultation order optimization based on dependency analysis
- Context preservation between specialist transitions with insight accumulation
- Progressive complexity building with each expert adding sophistication
- Quality gates between specialists with validation checkpoints
- Synthesis integration at each phase with incremental understanding building
Parallel Pattern
[Extended thinking: Simultaneous multi-expert analysis for comprehensive perspective generation. Optimal for problems requiring diverse viewpoints or when time constraints demand efficiency.]
Coordination Protocol:
- Simultaneous expert activation with shared context distribution
- Independent analysis execution with voice differentiation maintenance
- Cross-perspective insight recognition with pattern identification
- Conflict identification with structured disagreement preparation
- Synchronized synthesis with multi-stream integration
Dialectical Pattern
[Extended thinking: Structured disagreement between opposing perspectives to strengthen solutions through constructive tension. Optimal for decision-making or when multiple valid approaches exist.]
Coordination Protocol:
- Opposing perspective identification with balanced representation
- Structured debate facilitation with evidence-based argumentation
- Alternative approach generation with feasibility assessment
- Creative tension resolution with innovative synthesis
- Consensus building with compromise optimization
Hierarchical Pattern
[Extended thinking: Multi-tier expert coordination with specialized integration roles. Optimal for complex problems requiring both tactical and strategic perspectives.]
Coordination Protocol:
- Strategic tier with high-level vision and direction setting
- Tactical tier with implementation planning and constraint analysis
- Operational tier with detailed execution and technical specifics
- Cross-tier communication with context translation capabilities
- Meta-integration with multi-level synthesis coordination
Adaptive Pattern
[Extended thinking: Dynamic pattern switching based on problem evolution and discovery progression. Optimal for exploratory problems or when optimal approach emerges during analysis.]
Coordination Protocol:
- Real-time pattern assessment with effectiveness monitoring
- Dynamic reconfiguration based on progress indicators
- Expert role evolution with capability reallocation
- Pattern transition management with continuity preservation
- Learning optimization with approach refinement
Specialist Selection Engine
Domain Coverage Matrix
Technical Domains
- Architecture: System design, scalability patterns, technology selection
- Security: Threat modeling, vulnerability assessment, defensive strategies
- Performance: Optimization strategies, bottleneck analysis, scaling solutions
- Data: Storage design, pipeline architecture, analytics optimization
- Frontend: User interface design, client-side optimization, accessibility
- Backend: Service design, API architecture, business logic optimization
- DevOps: Deployment strategies, infrastructure automation, monitoring systems
Strategic Domains
- Business: Value proposition, market positioning, competitive analysis
- Product: User needs analysis, feature prioritization, roadmap planning
- Financial: Cost analysis, ROI evaluation, resource optimization
- Risk: Threat assessment, mitigation strategies, contingency planning
- Innovation: Creative approaches, emerging technologies, breakthrough thinking
Operational Domains
- Process: Workflow optimization, efficiency analysis, automation opportunities
- Quality: Testing strategies, validation methods, quality assurance
- Support: Maintenance considerations, user support implications
- Compliance: Regulatory requirements, audit preparation, governance
Dynamic Expert Allocation
[Extended thinking: Intelligently select and configure expert teams based on problem characteristics, user needs, and resource constraints. Optimize for both coverage and efficiency.]
Selection Criteria:
- Problem domain mapping with expertise requirement identification
- Complexity assessment with appropriate specialist depth selection
- User sophistication detection with communication style optimization
- Resource constraint accommodation with team size optimization
- Outcome objective alignment with specialist capability matching
Collaboration Protocol Engine
Communication Orchestration
Context Sharing Framework
- Unified problem context with shared understanding establishment
- Specialist-specific context tailoring with relevant detail emphasis
- Cross-expert information flow with insight propagation
- Progress tracking with milestone achievement monitoring
- Decision point identification with consensus building triggers
Voice Differentiation Protocols
- Unique vocabulary maintenance with domain-specific terminology
- Analytical approach consistency with methodology preservation
- Question pattern establishment with inquiry style differentiation
- Perspective authenticity with expert personality maintenance
Integration Methodology
Synthesis Coordination
- Multi-perspective insight collection with comprehensive coverage
- Common ground identification with shared principle extraction
- Disagreement analysis with productive tension recognition
- Creative solution generation through perspective combination
- Recommendation formation with actionable output creation
Quality Assurance Framework
- Coverage validation ensuring comprehensive perspective representation
- Insight novelty assessment identifying breakthrough vs. incremental thinking
- Integration coherence evaluation measuring synthesis effectiveness
- Actionability verification confirming implementation feasibility
Execution Examples
Example 1: Complex Feature Development
orchestrate "implement real-time collaborative editing" complex backend,frontend,performance,security --mode=hierarchical
Team Assembly:
- Strategic Tier: Product Architect defining overall approach and success criteria
- Tactical Tier: Backend Lead, Frontend Lead, Performance Engineer planning implementation
- Operational Tier: Database Specialist, WebSocket Expert, Security Analyst handling specifics
- Integration: Technical Coordinator synthesizing multi-tier insights
Orchestration Flow:
- Strategic Planning: Product Architect defines collaborative editing requirements and constraints
- Tactical Design: Backend/Frontend Leads create architecture with Performance Engineer optimization
- Operational Implementation: Specialists detail WebSocket protocols, database synchronization, security measures
- Integration Synthesis: Technical Coordinator creates unified implementation roadmap
Example 2: Security Assessment
orchestrate "evaluate API security posture" moderate security,backend,compliance --mode=dialectical
Team Assembly:
- Security Architect: Defensive design perspective with comprehensive protection strategies
- Penetration Tester: Offensive perspective with vulnerability identification and exploitation
- Compliance Expert: Regulatory perspective with audit and governance requirements
- Backend Specialist: Implementation reality with practical constraint assessment
- Integration Lead: Synthesis coordinator balancing security, compliance, and practicality
Orchestration Flow:
- Parallel Analysis: Each expert examines API security from their specialized perspective
- Structured Disagreement: Security Architect vs. Penetration Tester on defense vs. offense priorities
- Compliance Integration: Compliance Expert adds regulatory requirements to security strategies
- Practical Reality Check: Backend Specialist evaluates implementation feasibility
- Synthesis: Integration Lead creates balanced security enhancement roadmap
Example 3: Performance Optimization
orchestrate "optimize database query performance" simple --mode=adaptive
Team Assembly (starts minimal, expands as needed):
- Database Expert: Primary specialist with query optimization expertise
- Performance Engineer: Added if system-wide performance issues discovered
- Frontend Developer: Added if client-side implications identified
- Integration Coordinator: Synthesis role adapting to discoveries
Orchestration Flow:
- Initial Analysis: Database Expert examines query performance issues
- Adaptive Expansion: Performance Engineer added when systemic bottlenecks discovered
- Scope Evolution: Frontend Developer included when client-side caching opportunities identified
- Dynamic Synthesis: Integration Coordinator creates comprehensive optimization strategy
Advanced Features
User Sophistication Detection
Novice Indicators
- Basic terminology usage with limited technical vocabulary
- Sequential question patterns with step-by-step information needs
- Concrete example preferences with minimal abstraction comfort
- Implementation focus with limited strategic perspective
Advanced Indicators
- Technical fluency with domain-specific terminology usage
- Systematic thinking with structured problem decomposition
- Trade-off awareness with constraint acknowledgment
- Strategic perspective with long-term implication consideration
Expert Indicators
- Cross-domain knowledge with interdisciplinary thinking
- Paradigm-level thinking with fundamental assumption questioning
- Innovation capability with creative solution generation
- Meta-cognitive awareness with process optimization thinking
Adaptive Communication Protocols
Novice Adaptation
- Concrete examples with step-by-step explanation
- Visual aids with diagram and metaphor usage
- Scaffolded learning with progressive complexity building
- Frequent validation with understanding confirmation
Advanced Adaptation
- Technical depth with comprehensive analysis
- Multiple perspectives with trade-off discussion
- Strategic implications with long-term consideration
- Implementation pathways with practical guidance
Expert Adaptation
- Peer-level dialogue with assumption challenging
- Edge case exploration with boundary condition analysis
- Innovation opportunities with creative approach discussion
- Meta-analysis with process and methodology optimization
Success Optimization
Team Performance Metrics
- Coverage Completeness: All relevant perspectives represented
- Insight Quality: Novel solutions vs. conventional approaches generated
- Integration Effectiveness: Coherent synthesis from multiple expert inputs
- Implementation Readiness: Actionable recommendations with clear next steps
- User Satisfaction: Appropriate sophistication level with valuable insights
Continuous Improvement
- Pattern Effectiveness Tracking: Which orchestration patterns work best for different problem types
- Expert Combination Optimization: Which specialist combinations create constructive interference
- User Adaptation Refinement: Improving sophistication detection and communication adaptation
- Integration Quality Enhancement: Strengthening synthesis methodology and output coherence
The orchestrate command transforms complex challenges into structured multi-agent collaborations, optimizing collective intelligence through sophisticated coordination protocols and adaptive team assembly.