orchestration-patterns

name	Orchestration Patterns
description	This skill should be used when designing agent orchestration, implementing firewall architecture, creating phase-based workflows, adding severity batching, structuring agent hierarchies, or implementing SOTA multi-agent coordination patterns. Provides production-ready patterns for scalable agent systems.

Orchestration Patterns

Overview

State-of-the-art patterns for multi-agent system orchestration. These patterns enable complex workflows while maintaining clear boundaries, efficient context flow, and debuggable execution.

Pattern Selection Framework

Pattern	Use When	Trade-offs
Firewall	Context isolation critical	Coordination overhead
Hierarchical	Clear decomposition needed	Sequential bottleneck
Phase-Based	Distinct execution stages	Rigid structure
Severity Batching	Variable priority items	Complexity in routing
Swarm	Parallel exploration	Coordination overhead
Hybrid	Multiple needs	Implementation complexity

For detailed pattern definitions, see references/firewall-architecture.md.

Firewall Architecture

The foundational pattern for context-isolated multi-agent systems.

Core Concept

Main Session (CLEAN)
       │
       ▼
   ┌───────────────────┐
   │  FIREWALL         │
   │  Entry Agent      │  ← Only entry point
   │  (Thin Router)    │
   └───────────────────┘
       │
       ▼
   ┌───────────────────┐
   │  ISOLATED WORK    │
   │  Sub-Agents       │  ← Work happens here
   │  (coordinator-    │
   │   internal/)      │
   └───────────────────┘
       │
       ▼
   ┌───────────────────┐
   │  SANITIZED OUTPUT │
   │  Final Report     │  ← Only this returns
   └───────────────────┘

Key Rules

1. Entry agents are THIN ROUTERS - They route, not analyze
2. Work in isolation - Sub-agents do the actual work
3. Structured data only - No raw context passes through
4. Sanitized return - Only final report reaches main session

For implementation details, see references/firewall-architecture.md.

Phase-Based Execution

Workflow structure with clear stages:

phases:
  analyze:
    tier: FULL
    agents: [analyzer]
    output: analysis_results

  improve:
    tier: SELECTIVE
    agents: [optimizer, improver]
    input: analysis_summary
    output: improvements

  ground:
    tier: FILTERED
    agents: [checkers, validators]
    input: improvements_by_priority
    output: grounded_improvements

  synthesize:
    tier: METADATA
    agents: [synthesizer]
    input: selected_improvements
    output: final_report

For phase design guidance, see references/phase-execution.md.

Severity-Based Batching

Route items by priority to reduce operations:

routing:
  CRITICAL:
    validators: [all]          # 4 agents
    operations: ~16            # 4 findings × 4 validators

  HIGH:
    validators: [primary, secondary]  # 2 agents
    operations: ~10            # 5 findings × 2 validators

  MEDIUM:
    validators: [primary]      # 1 agent
    operations: ~8             # 8 findings × 1 validator

  LOW/INFO:
    validators: []             # Skip
    operations: 0

# Total: 34 operations vs 108 (all × all)
# Reduction: 68%

For batching strategies, see references/severity-batching.md.

Agent Hierarchy Patterns

Entry + Internal Structure

plugin/
├── agents/                    # ENTRY AGENTS (user-invocable)
│   ├── coordinator-a.md       # Firewall for workflow A
│   └── coordinator-b.md       # Firewall for workflow B
│
└── coordinator-internal/      # SUB-AGENTS (never directly invoked)
    ├── analyzer.md
    ├── processor.md
    ├── grounding/
    │   ├── checker-1.md
    │   └── checker-2.md
    └── synthesizer.md

Naming Conventions

Type	Pattern	Example
Entry/Firewall	*-coordinator.md	improve-coordinator.md
Analyzer	*-analyzer.md	plugin-analyzer.md
Worker	*-optimizer.md, *-improver.md	context-optimizer.md
Grounding	grounding/*.md	grounding/pattern-checker.md
Synthesizer	*-synthesizer.md	improvement-synthesizer.md

Validation with Hooks

PostToolUse Pattern

{
  "event": "PostToolUse",
  "matcher": {
    "tool_name": "Task"
  },
  "hooks": [{
    "type": "prompt",
    "prompt": "Validate sub-agent output..."
  }]
}

Validation Flow

1. Sub-agent completes
2. Hook intercepts output
3. Validates against schema
4. Blocks if invalid → Coordinator retries
5. Passes if valid → Workflow continues

For hook configuration, see references/validation-hooks.md.

Anti-Patterns to Avoid

Anti-Pattern	Problem	Fix
Fat Coordinator	Coordinator does analysis	Extract to sub-agent
Flat Hierarchy	All agents at same level	Add coordinator layer
Missing Firewall	Work in main context	Add entry agent
No Grounding	Unvalidated outputs	Add grounding phase
Serial Execution	Sequential when parallel possible	Identify independent work

Quick Decision Guide

When to Add Firewall

• Complex analysis that shouldn't pollute main context
• Multiple sub-agents needed
• Intermediate work should be isolated

When to Add Phases

• 3+ distinct stages in workflow
• Different context needs per stage
• Clear sequential dependencies

When to Add Batching

• Variable priority items
• Not all items need same validation
• Want to reduce operations

Additional Resources

• references/firewall-architecture.md - Coordinator isolation patterns
• references/phase-execution.md - Phase-based workflow design
• references/severity-batching.md - CRITICAL→HIGH→MEDIUM→LOW routing
• references/validation-hooks.md - Pydantic + PostToolUse patterns