{
  "architecture_design": {
    "pattern": "supervisor",
    "agents": [
      {
        "name": "supervisor_agent",
        "role": "Task Coordinator and Quality Controller",
        "archetype": "coordinator",
        "responsibilities": [
          "task_decomposition",
          "delegation",
          "progress_monitoring",
          "quality_assurance",
          "result_aggregation"
        ],
        "capabilities": [
          "planning",
          "coordination",
          "evaluation",
          "decision_making"
        ],
        "tools": [
          {
            "name": "file_manager",
            "description": "Manage files and directories",
            "input_schema": {
              "type": "object",
              "properties": {
                "action": {
                  "type": "string"
                },
                "path": {
                  "type": "string"
                }
              }
            },
            "output_schema": {
              "type": "object",
              "properties": {
                "success": {
                  "type": "boolean"
                },
                "content": {
                  "type": "string"
                }
              }
            },
            "capabilities": [
              "file_operations",
              "data_management"
            ],
            "reliability": "high",
            "latency": "low"
          },
          {
            "name": "data_analyzer",
            "description": "Analyze and process data",
            "input_schema": {
              "type": "object",
              "properties": {
                "data": {
                  "type": "object"
                },
                "analysis_type": {
                  "type": "string"
                }
              }
            },
            "output_schema": {
              "type": "object",
              "properties": {
                "insights": {
                  "type": "array"
                },
                "metrics": {
                  "type": "object"
                }
              }
            },
            "capabilities": [
              "data_analysis",
              "statistics",
              "visualization"
            ],
            "reliability": "high",
            "latency": "medium"
          }
        ],
        "communication_interfaces": [
          "user_interface",
          "agent_messaging"
        ],
        "constraints": {
          "max_concurrent_supervisions": 5,
          "decision_timeout": "30s"
        },
        "success_criteria": [
          "successful task completion",
          "optimal resource utilization",
          "quality standards met"
        ],
        "dependencies": []
      },
      {
        "name": "research_specialist",
        "role": "Research Specialist",
        "archetype": "specialist",
        "responsibilities": [
          "Conduct multi-source web research on specified topics",
          "Handle real-time information updates"
        ],
        "capabilities": [
          "research_expertise",
          "specialized_tools",
          "domain_knowledge"
        ],
        "tools": [
          {
            "name": "web_search",
            "description": "Search the web for information",
            "input_schema": {
              "type": "object",
              "properties": {
                "query": {
                  "type": "string"
                }
              }
            },
            "output_schema": {
              "type": "object",
              "properties": {
                "results": {
                  "type": "array"
                }
              }
            },
            "capabilities": [
              "research",
              "information_gathering"
            ],
            "reliability": "high",
            "latency": "medium"
          },
          {
            "name": "data_analyzer",
            "description": "Analyze and process data",
            "input_schema": {
              "type": "object",
              "properties": {
                "data": {
                  "type": "object"
                },
                "analysis_type": {
                  "type": "string"
                }
              }
            },
            "output_schema": {
              "type": "object",
              "properties": {
                "insights": {
                  "type": "array"
                },
                "metrics": {
                  "type": "object"
                }
              }
            },
            "capabilities": [
              "data_analysis",
              "statistics",
              "visualization"
            ],
            "reliability": "high",
            "latency": "medium"
          }
        ],
        "communication_interfaces": [
          "supervisor_messaging"
        ],
        "constraints": {
          "domain_scope": "research",
          "task_queue_size": 10
        },
        "success_criteria": [
          "excel in research tasks",
          "maintain domain expertise",
          "provide quality output"
        ],
        "dependencies": [
          "supervisor_agent"
        ]
      },
      {
        "name": "data_specialist",
        "role": "Data Specialist",
        "archetype": "specialist",
        "responsibilities": [
          "Analyze and synthesize information from various sources",
          "Perform data processing and statistical analysis",
          "Generate visualizations and charts from data"
        ],
        "capabilities": [
          "data_expertise",
          "specialized_tools",
          "domain_knowledge"
        ],
        "tools": [
          {
            "name": "data_analyzer",
            "description": "Analyze and process data",
            "input_schema": {
              "type": "object",
              "properties": {
                "data": {
                  "type": "object"
                },
                "analysis_type": {
                  "type": "string"
                }
              }
            },
            "output_schema": {
              "type": "object",
              "properties": {
                "insights": {
                  "type": "array"
                },
                "metrics": {
                  "type": "object"
                }
              }
            },
            "capabilities": [
              "data_analysis",
              "statistics",
              "visualization"
            ],
            "reliability": "high",
            "latency": "medium"
          },
          {
            "name": "file_manager",
            "description": "Manage files and directories",
            "input_schema": {
              "type": "object",
              "properties": {
                "action": {
                  "type": "string"
                },
                "path": {
                  "type": "string"
                }
              }
            },
            "output_schema": {
              "type": "object",
              "properties": {
                "success": {
                  "type": "boolean"
                },
                "content": {
                  "type": "string"
                }
              }
            },
            "capabilities": [
              "file_operations",
              "data_management"
            ],
            "reliability": "high",
            "latency": "low"
          }
        ],
        "communication_interfaces": [
          "supervisor_messaging"
        ],
        "constraints": {
          "domain_scope": "data",
          "task_queue_size": 10
        },
        "success_criteria": [
          "excel in data tasks",
          "maintain domain expertise",
          "provide quality output"
        ],
        "dependencies": [
          "supervisor_agent"
        ]
      }
    ],
    "communication_topology": [
      {
        "from_agent": "supervisor_agent",
        "to_agent": "research_specialist",
        "pattern": "direct_message",
        "data_format": "json",
        "frequency": "on_demand",
        "criticality": "high"
      },
      {
        "from_agent": "research_specialist",
        "to_agent": "supervisor_agent",
        "pattern": "direct_message",
        "data_format": "json",
        "frequency": "on_completion",
        "criticality": "high"
      },
      {
        "from_agent": "supervisor_agent",
        "to_agent": "data_specialist",
        "pattern": "direct_message",
        "data_format": "json",
        "frequency": "on_demand",
        "criticality": "high"
      },
      {
        "from_agent": "data_specialist",
        "to_agent": "supervisor_agent",
        "pattern": "direct_message",
        "data_format": "json",
        "frequency": "on_completion",
        "criticality": "high"
      }
    ],
    "shared_resources": [
      {
        "type": "message_queue",
        "capacity": 1000
      },
      {
        "type": "shared_memory",
        "size": "1GB"
      },
      {
        "type": "event_store",
        "retention": "30 days"
      }
    ],
    "guardrails": [
      {
        "type": "input_validation",
        "rules": "strict_schema_enforcement"
      },
      {
        "type": "rate_limiting",
        "limit": "100_requests_per_minute"
      },
      {
        "type": "output_filtering",
        "rules": "content_safety_check"
      }
    ],
    "scaling_strategy": {
      "horizontal_scaling": true,
      "auto_scaling_triggers": [
        "cpu > 80%",
        "queue_depth > 100"
      ],
      "max_instances_per_agent": 5
    },
    "failure_handling": {
      "retry_policy": "exponential_backoff",
      "circuit_breaker": true,
      "fallback_strategies": [
        "graceful_degradation",
        "human_escalation"
      ]
    }
  },
  "mermaid_diagram": "graph TD\n    supervisor_agent[Task Coordinator and Quality Controller]:::coordinator\n    research_specialist[Research Specialist]:::specialist\n    data_specialist[Data Specialist]:::specialist\n    supervisor_agent --> research_specialist\n    research_specialist --> supervisor_agent\n    supervisor_agent --> data_specialist\n    data_specialist --> supervisor_agent\n\n    classDef coordinator fill:#e1f5fe,stroke:#01579b,stroke-width:2px\n    classDef specialist fill:#f3e5f5,stroke:#4a148c,stroke-width:2px\n    classDef interface fill:#e8f5e8,stroke:#1b5e20,stroke-width:2px\n    classDef monitor fill:#fff3e0,stroke:#e65100,stroke-width:2px\n    class supervisor_agent coordinator\n    class research_specialist specialist\n    class data_specialist specialist",
  "implementation_roadmap": {
    "total_duration": "8-12 weeks",
    "phases": [
      {
        "phase": 1,
        "name": "Core Infrastructure",
        "duration": "2-3 weeks",
        "tasks": [
          "Set up development environment",
          "Implement basic agent framework",
          "Create communication infrastructure",
          "Set up monitoring and logging",
          "Implement basic tools"
        ],
        "deliverables": [
          "Agent runtime framework",
          "Communication layer",
          "Basic monitoring dashboard"
        ]
      },
      {
        "phase": 2,
        "name": "Agent Implementation",
        "duration": "3-4 weeks",
        "tasks": [
          "Implement individual agent logic",
          "Create agent-specific tools",
          "Implement communication protocols",
          "Add error handling and recovery",
          "Create agent configuration system"
        ],
        "deliverables": [
          "Functional agent implementations",
          "Tool integration",
          "Configuration management"
        ]
      },
      {
        "phase": 3,
        "name": "Integration and Testing",
        "duration": "2-3 weeks",
        "tasks": [
          "Integrate all agents",
          "End-to-end testing",
          "Performance optimization",
          "Security implementation",
          "Documentation creation"
        ],
        "deliverables": [
          "Integrated system",
          "Test suite",
          "Performance benchmarks",
          "Security audit report"
        ]
      },
      {
        "phase": 4,
        "name": "Deployment and Monitoring",
        "duration": "1-2 weeks",
        "tasks": [
          "Production deployment",
          "Monitoring setup",
          "Alerting configuration",
          "User training",
          "Go-live support"
        ],
        "deliverables": [
          "Production system",
          "Monitoring dashboard",
          "Operational runbooks",
          "Training materials"
        ]
      }
    ],
    "critical_path": [
      "Agent framework implementation",
      "Communication layer development",
      "Integration testing",
      "Production deployment"
    ],
    "risks": [
      {
        "risk": "Communication complexity",
        "impact": "high",
        "mitigation": "Start with simple protocols, iterate"
      },
      {
        "risk": "Agent coordination failures",
        "impact": "medium",
        "mitigation": "Implement robust error handling and fallbacks"
      },
      {
        "risk": "Performance bottlenecks",
        "impact": "medium",
        "mitigation": "Early performance testing and optimization"
      }
    ],
    "success_criteria": [
      "Input validation and sanitization",
      "Output content filtering",
      "Rate limiting for external APIs",
      "Error handling and graceful degradation",
      "Human oversight for critical decisions",
      "Audit logging for all operations",
      "All agents operational",
      "Communication working reliably",
      "Performance targets met",
      "Error rate below 1%"
    ]
  },
  "metadata": {
    "generated_by": "agent_planner.py",
    "requirements_file": "sample_system_requirements.json",
    "architecture_pattern": "supervisor",
    "agent_count": 3
  }
}