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+---
+model: claude-sonnet-4-0
+allowed-tools: Task, Read, Write, Glob, Grep
+argument-hint: <objective> <complexity-level> [specialists...] [--mode=<orchestration-pattern>]
+description: 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
+```bash
+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:**
+1. **Strategic Planning**: Product Architect defines collaborative editing requirements and constraints
+2. **Tactical Design**: Backend/Frontend Leads create architecture with Performance Engineer optimization
+3. **Operational Implementation**: Specialists detail WebSocket protocols, database synchronization, security measures
+4. **Integration Synthesis**: Technical Coordinator creates unified implementation roadmap
+
+### Example 2: Security Assessment
+```bash
+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:**
+1. **Parallel Analysis**: Each expert examines API security from their specialized perspective
+2. **Structured Disagreement**: Security Architect vs. Penetration Tester on defense vs. offense priorities
+3. **Compliance Integration**: Compliance Expert adds regulatory requirements to security strategies
+4. **Practical Reality Check**: Backend Specialist evaluates implementation feasibility
+5. **Synthesis**: Integration Lead creates balanced security enhancement roadmap
+
+### Example 3: Performance Optimization
+```bash
+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:**
+1. **Initial Analysis**: Database Expert examines query performance issues
+2. **Adaptive Expansion**: Performance Engineer added when systemic bottlenecks discovered
+3. **Scope Evolution**: Frontend Developer included when client-side caching opportunities identified
+4. **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.