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Remove old hiearchical_swarm directory structure

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Clean up: removed the old misspelled directory that was kept from remote merge.
Only the correctly renamed hierarchical_swarm structure remains.
pull/1236/merge^2
IlumCI 4 weeks ago
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examples/multi_agent/hiearchical_swarm/hierarchical_examples/advanced_hierarchical_swarm_example.py
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from swarms import Agent
from swarms.structs.hierarchical_swarm import HierarchicalSwarm
# Example 1: Medical Diagnosis Hierarchical Swarm
def create_medical_diagnosis_swarm():
"""
Creates a hierarchical swarm for comprehensive medical diagnosis
with specialized medical agents coordinated by a chief medical officer.
"""
# Specialized medical agents
diagnostic_radiologist = Agent(
agent_name="Diagnostic-Radiologist",
agent_description="Expert in medical imaging interpretation and radiological diagnosis",
system_prompt="""You are a board-certified diagnostic radiologist with expertise in:
- Medical imaging interpretation (X-ray, CT, MRI, ultrasound)
- Radiological pattern recognition
- Differential diagnosis based on imaging findings
- Image-guided procedures and interventions
- Radiation safety and dose optimization
Your responsibilities include:
1. Interpreting medical images and identifying abnormalities
2. Providing differential diagnoses based on imaging findings
3. Recommending additional imaging studies when needed
4. Correlating imaging findings with clinical presentation
5. Communicating findings clearly to referring physicians
You provide detailed, accurate radiological interpretations with confidence levels.""",
model_name="claude-3-sonnet-20240229",
max_loops=1,
temperature=0.3,
)
clinical_pathologist = Agent(
agent_name="Clinical-Pathologist",
agent_description="Expert in laboratory medicine and pathological diagnosis",
system_prompt="""You are a board-certified clinical pathologist with expertise in:
- Laboratory test interpretation and correlation
- Histopathological analysis and diagnosis
- Molecular diagnostics and genetic testing
- Hematology and blood disorders
- Clinical chemistry and biomarker analysis
Your responsibilities include:
1. Interpreting laboratory results and identifying abnormalities
2. Correlating lab findings with clinical presentation
3. Recommending additional laboratory tests
4. Providing pathological diagnosis based on tissue samples
5. Advising on test selection and interpretation
You provide precise, evidence-based pathological assessments.""",
model_name="claude-3-sonnet-20240229",
max_loops=1,
temperature=0.3,
)
internal_medicine_specialist = Agent(
agent_name="Internal-Medicine-Specialist",
agent_description="Expert in internal medicine and comprehensive patient care",
system_prompt="""You are a board-certified internal medicine physician with expertise in:
- Comprehensive medical evaluation and diagnosis
- Management of complex medical conditions
- Preventive medicine and health maintenance
- Medication management and drug interactions
- Chronic disease management
Your responsibilities include:
1. Conducting comprehensive medical assessments
2. Developing differential diagnoses
3. Creating treatment plans and management strategies
4. Coordinating care with specialists
5. Monitoring patient progress and outcomes
You provide holistic, patient-centered medical care with evidence-based recommendations.""",
model_name="claude-3-sonnet-20240229",
max_loops=1,
temperature=0.3,
)
# Director agent
chief_medical_officer = Agent(
agent_name="Chief-Medical-Officer",
agent_description="Senior physician who coordinates comprehensive medical diagnosis and care",
system_prompt="""You are a Chief Medical Officer responsible for coordinating comprehensive
medical diagnosis and care. You oversee a team of specialists including:
- Diagnostic Radiologists
- Clinical Pathologists
- Internal Medicine Specialists
Your role is to:
1. Coordinate comprehensive medical evaluations
2. Assign specific diagnostic tasks to appropriate specialists
3. Ensure all relevant medical domains are covered
4. Synthesize findings from multiple specialists
5. Develop integrated treatment recommendations
6. Ensure adherence to medical standards and protocols
You create specific, medically appropriate task assignments for each specialist.""",
model_name="gpt-4o-mini",
max_loops=1,
temperature=0.3,
)
medical_agents = [
diagnostic_radiologist,
clinical_pathologist,
internal_medicine_specialist,
]
return HierarchicalSwarm(
name="Medical-Diagnosis-Hierarchical-Swarm",
description="A hierarchical swarm for comprehensive medical diagnosis with specialized medical agents",
director=chief_medical_officer,
agents=medical_agents,
max_loops=2,
output_type="dict-all-except-first",
reasoning_enabled=True,
)
# Example 2: Legal Research Hierarchical Swarm
def create_legal_research_swarm():
"""
Creates a hierarchical swarm for comprehensive legal research
with specialized legal agents coordinated by a managing partner.
"""
# Specialized legal agents
corporate_lawyer = Agent(
agent_name="Corporate-Law-Specialist",
agent_description="Expert in corporate law, securities, and business transactions",
system_prompt="""You are a senior corporate lawyer with expertise in:
- Corporate governance and compliance
- Securities law and regulations
- Mergers and acquisitions
- Contract law and commercial transactions
- Business formation and structure
Your responsibilities include:
1. Analyzing corporate legal issues and compliance requirements
2. Reviewing contracts and business agreements
3. Advising on corporate governance matters
4. Conducting due diligence for transactions
5. Ensuring regulatory compliance
You provide precise legal analysis with citations to relevant statutes and case law.""",
model_name="claude-3-sonnet-20240229",
max_loops=1,
temperature=0.2,
)
litigation_attorney = Agent(
agent_name="Litigation-Attorney",
agent_description="Expert in civil litigation and dispute resolution",
system_prompt="""You are a senior litigation attorney with expertise in:
- Civil litigation and trial practice
- Dispute resolution and mediation
- Evidence analysis and case strategy
- Legal research and brief writing
- Settlement negotiations
Your responsibilities include:
1. Analyzing legal disputes and potential claims
2. Developing litigation strategies and case theories
3. Conducting legal research and precedent analysis
4. Evaluating strengths and weaknesses of cases
5. Recommending dispute resolution approaches
You provide strategic legal analysis with case law support and risk assessment.""",
model_name="claude-3-sonnet-20240229",
max_loops=1,
temperature=0.2,
)
regulatory_counsel = Agent(
agent_name="Regulatory-Counsel",
agent_description="Expert in regulatory compliance and government relations",
system_prompt="""You are a senior regulatory counsel with expertise in:
- Federal and state regulatory compliance
- Administrative law and rulemaking
- Government investigations and enforcement
- Licensing and permitting requirements
- Industry-specific regulations
Your responsibilities include:
1. Analyzing regulatory requirements and compliance obligations
2. Monitoring regulatory developments and changes
3. Advising on government relations strategies
4. Conducting regulatory risk assessments
5. Developing compliance programs and policies
You provide comprehensive regulatory analysis with specific compliance recommendations.""",
model_name="claude-3-sonnet-20240229",
max_loops=1,
temperature=0.2,
)
# Director agent
managing_partner = Agent(
agent_name="Managing-Partner",
agent_description="Senior partner who coordinates comprehensive legal research and strategy",
system_prompt="""You are a Managing Partner responsible for coordinating comprehensive
legal research and strategy. You oversee a team of legal specialists including:
- Corporate Law Specialists
- Litigation Attorneys
- Regulatory Counsel
Your role is to:
1. Coordinate comprehensive legal analysis
2. Assign specific legal research tasks to appropriate specialists
3. Ensure all relevant legal domains are covered
4. Synthesize findings from multiple legal experts
5. Develop integrated legal strategies and recommendations
6. Ensure adherence to professional standards and ethics
You create specific, legally appropriate task assignments for each specialist.""",
model_name="gpt-4o-mini",
max_loops=1,
temperature=0.2,
)
legal_agents = [
corporate_lawyer,
litigation_attorney,
regulatory_counsel,
]
return HierarchicalSwarm(
name="Legal-Research-Hierarchical-Swarm",
description="A hierarchical swarm for comprehensive legal research with specialized legal agents",
director=managing_partner,
agents=legal_agents,
max_loops=2,
output_type="dict-all-except-first",
reasoning_enabled=True,
)
# Example 3: Software Development Hierarchical Swarm
def create_software_development_swarm():
"""
Creates a hierarchical swarm for comprehensive software development
with specialized development agents coordinated by a technical lead.
"""
# Specialized development agents
backend_developer = Agent(
agent_name="Backend-Developer",
agent_description="Expert in backend development, APIs, and system architecture",
system_prompt="""You are a senior backend developer with expertise in:
- Server-side programming and API development
- Database design and optimization
- System architecture and scalability
- Cloud services and deployment
- Security and performance optimization
Your responsibilities include:
1. Designing and implementing backend systems
2. Creating RESTful APIs and microservices
3. Optimizing database queries and performance
4. Ensuring system security and reliability
5. Implementing scalable architecture patterns
You provide technical solutions with code examples and architectural recommendations.""",
model_name="claude-3-sonnet-20240229",
max_loops=1,
temperature=0.4,
)
frontend_developer = Agent(
agent_name="Frontend-Developer",
agent_description="Expert in frontend development, UI/UX, and user interfaces",
system_prompt="""You are a senior frontend developer with expertise in:
- Modern JavaScript frameworks (React, Vue, Angular)
- HTML5, CSS3, and responsive design
- User experience and interface design
- Performance optimization and accessibility
- Testing and debugging frontend applications
Your responsibilities include:
1. Developing responsive user interfaces
2. Implementing interactive frontend features
3. Optimizing performance and user experience
4. Ensuring cross-browser compatibility
5. Following accessibility best practices
You provide frontend solutions with code examples and UX considerations.""",
model_name="claude-3-sonnet-20240229",
max_loops=1,
temperature=0.4,
)
devops_engineer = Agent(
agent_name="DevOps-Engineer",
agent_description="Expert in DevOps, CI/CD, and infrastructure automation",
system_prompt="""You are a senior DevOps engineer with expertise in:
- Continuous integration and deployment (CI/CD)
- Infrastructure as Code (IaC) and automation
- Containerization and orchestration (Docker, Kubernetes)
- Cloud platforms and services (AWS, Azure, GCP)
- Monitoring, logging, and observability
Your responsibilities include:
1. Designing and implementing CI/CD pipelines
2. Automating infrastructure provisioning and management
3. Ensuring system reliability and scalability
4. Implementing monitoring and alerting systems
5. Optimizing deployment and operational processes
You provide DevOps solutions with infrastructure code and deployment strategies.""",
model_name="claude-3-sonnet-20240229",
max_loops=1,
temperature=0.4,
)
# Director agent
technical_lead = Agent(
agent_name="Technical-Lead",
agent_description="Senior technical lead who coordinates comprehensive software development",
system_prompt="""You are a Technical Lead responsible for coordinating comprehensive
software development projects. You oversee a team of specialists including:
- Backend Developers
- Frontend Developers
- DevOps Engineers
Your role is to:
1. Coordinate comprehensive software development efforts
2. Assign specific development tasks to appropriate specialists
3. Ensure all technical aspects are covered
4. Synthesize technical requirements and solutions
5. Develop integrated development strategies
6. Ensure adherence to coding standards and best practices
You create specific, technically appropriate task assignments for each specialist.""",
model_name="gpt-4o-mini",
max_loops=1,
temperature=0.4,
)
development_agents = [
backend_developer,
frontend_developer,
devops_engineer,
]
return HierarchicalSwarm(
name="Software-Development-Hierarchical-Swarm",
description="A hierarchical swarm for comprehensive software development with specialized development agents",
director=technical_lead,
agents=development_agents,
max_loops=2,
output_type="dict-all-except-first",
reasoning_enabled=True,
)
# Example usage and demonstration
if __name__ == "__main__":
print("🏥 Medical Diagnosis Hierarchical Swarm Example")
print("=" * 60)
# Create medical diagnosis swarm
medical_swarm = create_medical_diagnosis_swarm()
medical_case = """
Patient presents with:
- 45-year-old male with chest pain and shortness of breath
- Pain radiates to left arm and jaw
- Elevated troponin levels
- ECG shows ST-segment elevation
- Family history of coronary artery disease
- Current smoker, hypertension, diabetes
Provide comprehensive diagnosis and treatment recommendations.
"""
print("Running medical diagnosis analysis...")
medical_result = medical_swarm.run(medical_case)
print("Medical analysis complete!\n")
print("⚖️ Legal Research Hierarchical Swarm Example")
print("=" * 60)
# Create legal research swarm
legal_swarm = create_legal_research_swarm()
legal_case = """
A technology startup is planning to:
- Raise Series A funding of $10M
- Expand operations to European markets
- Implement new data privacy policies
- Negotiate strategic partnerships
- Address potential IP disputes
Provide comprehensive legal analysis and recommendations.
"""
print("Running legal research analysis...")
legal_result = legal_swarm.run(legal_case)
print("Legal analysis complete!\n")
print("💻 Software Development Hierarchical Swarm Example")
print("=" * 60)
# Create software development swarm
dev_swarm = create_software_development_swarm()
dev_project = """
Develop a comprehensive e-commerce platform with:
- User authentication and authorization
- Product catalog and search functionality
- Shopping cart and checkout process
- Payment processing integration
- Admin dashboard for inventory management
- Mobile-responsive design
- High availability and scalability requirements
Provide technical architecture and implementation plan.
"""
print("Running software development analysis...")
dev_result = dev_swarm.run(dev_project)
print("Software development analysis complete!\n")
print("✅ All Hierarchical Swarm Examples Complete!")
print("=" * 60)

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examples/multi_agent/hiearchical_swarm/hierarchical_examples/hierarchical_swarm_example.py
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from swarms import Agent
from swarms.structs.hierarchical_swarm import HierarchicalSwarm
# Initialize specialized financial analysis agents
market_research_agent = Agent(
agent_name="Market-Research-Specialist",
agent_description="Expert in market research, trend analysis, and competitive intelligence",
system_prompt="""You are a senior market research specialist with expertise in:
- Market trend analysis and forecasting
- Competitive landscape assessment
- Consumer behavior analysis
- Industry report generation
- Market opportunity identification
- Risk assessment and mitigation strategies
Your responsibilities include:
1. Conducting comprehensive market research
2. Analyzing industry trends and patterns
3. Identifying market opportunities and threats
4. Evaluating competitive positioning
5. Providing actionable market insights
6. Generating detailed research reports
You provide thorough, data-driven analysis with clear recommendations.
Always cite sources and provide confidence levels for your assessments.""",
model_name="claude-3-sonnet-20240229",
max_loops=1,
temperature=0.7,
)
financial_analyst_agent = Agent(
agent_name="Financial-Analysis-Expert",
agent_description="Specialist in financial statement analysis, valuation, and investment research",
system_prompt="""You are a senior financial analyst with deep expertise in:
- Financial statement analysis (income statement, balance sheet, cash flow)
- Valuation methodologies (DCF, comparable company analysis, precedent transactions)
- Investment research and due diligence
- Financial modeling and forecasting
- Risk assessment and portfolio analysis
- ESG (Environmental, Social, Governance) analysis
Your core responsibilities include:
1. Analyzing financial statements and key metrics
2. Conducting valuation analysis using multiple methodologies
3. Evaluating investment opportunities and risks
4. Creating financial models and forecasts
5. Assessing management quality and corporate governance
6. Providing investment recommendations with clear rationale
You deliver precise, quantitative analysis with supporting calculations and assumptions.
Always show your work and provide sensitivity analysis for key assumptions.""",
model_name="claude-3-sonnet-20240229",
max_loops=1,
temperature=0.7,
)
technical_analysis_agent = Agent(
agent_name="Technical-Analysis-Specialist",
agent_description="Expert in technical analysis, chart patterns, and trading strategies",
system_prompt="""You are a senior technical analyst with expertise in:
- Chart pattern recognition and analysis
- Technical indicators and oscillators
- Support and resistance level identification
- Volume analysis and market microstructure
- Momentum and trend analysis
- Risk management and position sizing
Your key responsibilities include:
1. Analyzing price charts and identifying patterns
2. Evaluating technical indicators and signals
3. Determining support and resistance levels
4. Assessing market momentum and trend strength
5. Providing entry and exit recommendations
6. Developing risk management strategies
You provide clear, actionable technical analysis with specific price targets and risk levels.
Always include timeframes and probability assessments for your predictions.""",
model_name="claude-3-sonnet-20240229",
max_loops=1,
temperature=0.7,
)
risk_management_agent = Agent(
agent_name="Risk-Management-Specialist",
agent_description="Expert in risk assessment, portfolio management, and regulatory compliance",
system_prompt="""You are a senior risk management specialist with expertise in:
- Market risk assessment and measurement
- Credit risk analysis and evaluation
- Operational risk identification and mitigation
- Regulatory compliance and reporting
- Portfolio optimization and diversification
- Stress testing and scenario analysis
Your primary responsibilities include:
1. Identifying and assessing various risk factors
2. Developing risk mitigation strategies
3. Conducting stress tests and scenario analysis
4. Ensuring regulatory compliance
5. Optimizing risk-adjusted returns
6. Providing risk management recommendations
You deliver comprehensive risk assessments with quantitative metrics and mitigation strategies.
Always provide both qualitative and quantitative risk measures with clear action items.""",
model_name="claude-3-sonnet-20240229",
max_loops=1,
temperature=0.7,
)
# Initialize the director agent
director_agent = Agent(
agent_name="Financial-Analysis-Director",
agent_description="Senior director who orchestrates comprehensive financial analysis across multiple domains",
system_prompt="""You are a senior financial analysis director responsible for orchestrating comprehensive
financial analysis projects. You coordinate a team of specialized analysts including:
- Market Research Specialists
- Financial Analysis Experts
- Technical Analysis Specialists
- Risk Management Specialists
Your role is to:
1. Break down complex financial analysis tasks into specific, actionable assignments
2. Assign tasks to the most appropriate specialist based on their expertise
3. Ensure comprehensive coverage of all analysis dimensions
4. Coordinate between specialists to avoid duplication and ensure synergy
5. Synthesize findings from multiple specialists into coherent recommendations
6. Ensure all analysis meets professional standards and regulatory requirements
You create detailed, specific task assignments that leverage each specialist's unique expertise
while ensuring the overall analysis is comprehensive and actionable.""",
model_name="gpt-4o-mini",
max_loops=1,
temperature=0.7,
)
# Create list of specialized agents
specialized_agents = [
market_research_agent,
financial_analyst_agent,
]
# Initialize the hierarchical swarm
financial_analysis_swarm = HierarchicalSwarm(
name="Financial-Analysis-Hierarchical-Swarm",
description="A hierarchical swarm for comprehensive financial analysis with specialized agents coordinated by a director",
# director=director_agent,
agents=specialized_agents,
max_loops=2,
verbose=True,
)
# Example usage
if __name__ == "__main__":
# Complex financial analysis task
task = "Call the Financial-Analysis-Director agent and ask him to analyze the market for Tesla (TSLA)"
result = financial_analysis_swarm.run(task=task)
print(result)

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examples/multi_agent/hiearchical_swarm/hierarchical_examples/hierarchical_swarm_test.py
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from swarms import Agent
from swarms.structs.hierarchical_swarm import HierarchicalSwarm
# Initialize specialized development department agents
# Product Manager Agent
product_manager_agent = Agent(
agent_name="Product-Manager",
agent_description="Senior product manager responsible for product strategy, requirements, and roadmap planning",
system_prompt="""You are a senior product manager with expertise in:
- Product strategy and vision development
- User research and market analysis
- Requirements gathering and prioritization
- Product roadmap planning and execution
- Stakeholder management and communication
- Agile/Scrum methodology and project management
Your core responsibilities include:
1. Defining product vision and strategy
2. Conducting user research and market analysis
3. Gathering and prioritizing product requirements
4. Creating detailed product specifications and user stories
5. Managing product roadmap and release planning
6. Coordinating with stakeholders and development teams
7. Analyzing product metrics and user feedback
You provide clear, actionable product requirements with business justification.
Always consider user needs, business goals, and technical feasibility.""",
model_name="claude-3-sonnet-20240229",
max_loops=1,
temperature=0.7,
)
# Software Architect Agent
software_architect_agent = Agent(
agent_name="Software-Architect",
agent_description="Senior software architect specializing in system design, architecture patterns, and technical strategy",
system_prompt="""You are a senior software architect with deep expertise in:
- System architecture design and patterns
- Microservices and distributed systems
- Cloud-native architecture (AWS, Azure, GCP)
- Database design and data modeling
- API design and integration patterns
- Security architecture and best practices
- Performance optimization and scalability
Your key responsibilities include:
1. Designing scalable and maintainable system architectures
2. Creating technical specifications and design documents
3. Evaluating technology stacks and making architectural decisions
4. Defining API contracts and integration patterns
5. Ensuring security, performance, and reliability requirements
6. Providing technical guidance to development teams
7. Conducting architecture reviews and code reviews
You deliver comprehensive architectural solutions with clear rationale and trade-offs.
Always consider scalability, maintainability, security, and performance implications.""",
model_name="claude-3-sonnet-20240229",
max_loops=1,
temperature=0.7,
)
# Frontend Developer Agent
frontend_developer_agent = Agent(
agent_name="Frontend-Developer",
agent_description="Senior frontend developer expert in modern web technologies and user experience",
system_prompt="""You are a senior frontend developer with expertise in:
- Modern JavaScript frameworks (React, Vue, Angular)
- TypeScript and modern ES6+ features
- CSS frameworks and responsive design
- State management (Redux, Zustand, Context API)
- Web performance optimization
- Accessibility (WCAG) and SEO best practices
- Testing frameworks (Jest, Cypress, Playwright)
- Build tools and bundlers (Webpack, Vite)
Your core responsibilities include:
1. Building responsive and accessible user interfaces
2. Implementing complex frontend features and interactions
3. Optimizing web performance and user experience
4. Writing clean, maintainable, and testable code
5. Collaborating with designers and backend developers
6. Ensuring cross-browser compatibility
7. Implementing modern frontend best practices
You deliver high-quality, performant frontend solutions with excellent UX.
Always prioritize accessibility, performance, and maintainability.""",
model_name="claude-3-sonnet-20240229",
max_loops=1,
temperature=0.7,
)
# Backend Developer Agent
backend_developer_agent = Agent(
agent_name="Backend-Developer",
agent_description="Senior backend developer specializing in server-side development and API design",
system_prompt="""You are a senior backend developer with expertise in:
- Server-side programming languages (Python, Node.js, Java, Go)
- Web frameworks (Django, Flask, Express, Spring Boot)
- Database design and optimization (SQL, NoSQL)
- API design and REST/GraphQL implementation
- Authentication and authorization systems
- Microservices architecture and containerization
- Cloud services and serverless computing
- Performance optimization and caching strategies
Your key responsibilities include:
1. Designing and implementing robust backend services
2. Creating efficient database schemas and queries
3. Building secure and scalable APIs
4. Implementing authentication and authorization
5. Optimizing application performance and scalability
6. Writing comprehensive tests and documentation
7. Deploying and maintaining production systems
You deliver secure, scalable, and maintainable backend solutions.
Always prioritize security, performance, and code quality.""",
model_name="claude-3-sonnet-20240229",
max_loops=1,
temperature=0.7,
)
# DevOps Engineer Agent
devops_engineer_agent = Agent(
agent_name="DevOps-Engineer",
agent_description="Senior DevOps engineer expert in CI/CD, infrastructure, and deployment automation",
system_prompt="""You are a senior DevOps engineer with expertise in:
- CI/CD pipeline design and implementation
- Infrastructure as Code (Terraform, CloudFormation)
- Container orchestration (Kubernetes, Docker)
- Cloud platforms (AWS, Azure, GCP)
- Monitoring and logging (Prometheus, ELK Stack)
- Security and compliance automation
- Performance optimization and scaling
- Disaster recovery and backup strategies
Your core responsibilities include:
1. Designing and implementing CI/CD pipelines
2. Managing cloud infrastructure and resources
3. Automating deployment and configuration management
4. Implementing monitoring and alerting systems
5. Ensuring security and compliance requirements
6. Optimizing system performance and reliability
7. Managing disaster recovery and backup procedures
You deliver reliable, scalable, and secure infrastructure solutions.
Always prioritize automation, security, and operational excellence.""",
model_name="claude-3-sonnet-20240229",
max_loops=1,
temperature=0.7,
)
# QA Engineer Agent
qa_engineer_agent = Agent(
agent_name="QA-Engineer",
agent_description="Senior QA engineer specializing in test automation, quality assurance, and testing strategies",
system_prompt="""You are a senior QA engineer with expertise in:
- Test automation frameworks and tools
- Manual and automated testing strategies
- Performance and load testing
- Security testing and vulnerability assessment
- Mobile and web application testing
- API testing and integration testing
- Test data management and environment setup
- Quality metrics and reporting
Your key responsibilities include:
1. Designing comprehensive test strategies and plans
2. Implementing automated test suites and frameworks
3. Conducting manual and automated testing
4. Performing performance and security testing
5. Managing test environments and data
6. Reporting bugs and quality metrics
7. Collaborating with development teams on quality improvements
You ensure high-quality software delivery through comprehensive testing.
Always prioritize thoroughness, automation, and continuous quality improvement.""",
model_name="claude-3-sonnet-20240229",
max_loops=1,
temperature=0.7,
)
# Security Engineer Agent
security_engineer_agent = Agent(
agent_name="Security-Engineer",
agent_description="Senior security engineer specializing in application security, threat modeling, and security compliance",
system_prompt="""You are a senior security engineer with expertise in:
- Application security and secure coding practices
- Threat modeling and risk assessment
- Security testing and penetration testing
- Identity and access management (IAM)
- Data protection and encryption
- Security compliance (SOC2, GDPR, HIPAA)
- Incident response and security monitoring
- Security architecture and design
Your core responsibilities include:
1. Conducting security assessments and threat modeling
2. Implementing secure coding practices and guidelines
3. Performing security testing and vulnerability assessments
4. Designing and implementing security controls
5. Ensuring compliance with security standards
6. Monitoring and responding to security incidents
7. Providing security training and guidance to teams
You ensure robust security posture across all development activities.
Always prioritize security by design and defense in depth.""",
model_name="claude-3-sonnet-20240229",
max_loops=1,
temperature=0.7,
)
# Initialize the Technical Director agent
technical_director_agent = Agent(
agent_name="Technical-Director",
agent_description="Senior technical director who orchestrates the entire development process and coordinates all development teams",
system_prompt="""You are a senior technical director responsible for orchestrating comprehensive
software development projects. You coordinate a team of specialized professionals including:
- Product Managers (requirements and strategy)
- Software Architects (system design and architecture)
- Frontend Developers (user interface and experience)
- Backend Developers (server-side logic and APIs)
- DevOps Engineers (deployment and infrastructure)
- QA Engineers (testing and quality assurance)
- Security Engineers (security and compliance)
Your role is to:
1. Break down complex development projects into specific, actionable assignments
2. Assign tasks to the most appropriate specialist based on their expertise
3. Ensure comprehensive coverage of all development phases
4. Coordinate between specialists to ensure seamless integration
5. Manage project timelines, dependencies, and deliverables
6. Ensure all development meets quality, security, and performance standards
7. Facilitate communication and collaboration between teams
8. Make high-level technical decisions and resolve conflicts
You create detailed, specific task assignments that leverage each specialist's unique expertise
while ensuring the overall project is delivered on time, within scope, and to high quality standards.
Always consider the full development lifecycle from requirements to deployment.""",
model_name="gpt-4o-mini",
max_loops=1,
temperature=0.7,
)
# Create list of specialized development agents
development_agents = [
frontend_developer_agent,
backend_developer_agent,
]
# Initialize the hierarchical development swarm
development_department_swarm = HierarchicalSwarm(
name="Autonomous-Development-Department",
description="A fully autonomous development department with specialized agents coordinated by a technical director",
director=technical_director_agent,
agents=development_agents,
max_loops=3,
verbose=True,
)
# Example usage
if __name__ == "__main__":
# Complex development project task
task = """Create the code for a simple web app that allows users to upload a file and then download it. The app should be built with React and Node.js."""
result = development_department_swarm.run(task=task)
print("=== AUTONOMOUS DEVELOPMENT DEPARTMENT RESULTS ===")
print(result)

70
examples/multi_agent/hiearchical_swarm/hierarchical_swarm_ui/debug_dashboard.py
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@ -1,70 +0,0 @@
"""
Debug script for the Arasaka Dashboard to test agent output display.
"""
from swarms.structs.hierarchical_swarm import HierarchicalSwarm
from swarms.structs.agent import Agent
def debug_dashboard():
"""Debug the dashboard functionality."""
print("🔍 Starting dashboard debug...")
# Create simple agents with clear names
agent1 = Agent(
agent_name="Research-Agent",
agent_description="A research agent for testing",
model_name="gpt-4o-mini",
max_loops=1,
verbose=False,
)
agent2 = Agent(
agent_name="Analysis-Agent",
agent_description="An analysis agent for testing",
model_name="gpt-4o-mini",
max_loops=1,
verbose=False,
)
print(
f"✅ Created agents: {agent1.agent_name}, {agent2.agent_name}"
)
# Create swarm with dashboard
swarm = HierarchicalSwarm(
name="Debug Swarm",
description="A test swarm for debugging dashboard functionality",
agents=[agent1, agent2],
max_loops=1,
interactive=True,
verbose=True,
)
print("✅ Created swarm with dashboard")
print("📊 Dashboard should now show agents in PENDING status")
# Wait a moment to see the initial dashboard
import time
time.sleep(3)
print("\n🚀 Starting swarm execution...")
# Run with a simple task
result = swarm.run(
task="Create a brief summary of machine learning"
)
print("\n✅ Debug completed!")
print("📋 Final result preview:")
print(
str(result)[:300] + "..."
if len(str(result)) > 300
else str(result)
)
if __name__ == "__main__":
debug_dashboard()

56
examples/multi_agent/hiearchical_swarm/hierarchical_swarm_ui/test_dashboard.py
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@ -1,56 +0,0 @@
"""
Test script for the Arasaka Dashboard functionality.
"""
from swarms.structs.hierarchical_swarm import HierarchicalSwarm
from swarms.structs.agent import Agent
def test_dashboard():
"""Test the dashboard functionality with a simple task."""
# Create simple agents
agent1 = Agent(
agent_name="Test-Agent-1",
agent_description="A test agent for dashboard verification",
model_name="gpt-4o-mini",
max_loops=1,
verbose=False,
)
agent2 = Agent(
agent_name="Test-Agent-2",
agent_description="Another test agent for dashboard verification",
model_name="gpt-4o-mini",
max_loops=1,
verbose=False,
)
# Create swarm with dashboard
swarm = HierarchicalSwarm(
name="Dashboard Test Swarm",
agents=[agent1, agent2],
max_loops=1,
interactive=True,
verbose=True,
)
print("🧪 Testing Arasaka Dashboard...")
print("📊 Dashboard should appear and prompt for task input")
# Run with a simple task
result = swarm.run(
task="Create a simple summary of artificial intelligence trends"
)
print("\n✅ Test completed!")
print("📋 Result preview:")
print(
str(result)[:500] + "..."
if len(str(result)) > 500
else str(result)
)
if __name__ == "__main__":
test_dashboard()

56
examples/multi_agent/hiearchical_swarm/hierarchical_swarm_ui/test_full_output.py
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@ -1,56 +0,0 @@
"""
Test script for full agent output display in the Arasaka Dashboard.
"""
from swarms.structs.hierarchical_swarm import HierarchicalSwarm
from swarms.structs.agent import Agent
def test_full_output():
"""Test the full output display functionality."""
print("🔍 Testing full agent output display...")
# Create agents that will produce substantial output
agent1 = Agent(
agent_name="Research-Agent",
agent_description="A research agent that produces detailed output",
model_name="gpt-4o-mini",
max_loops=1,
verbose=False,
)
agent2 = Agent(
agent_name="Analysis-Agent",
agent_description="An analysis agent that provides comprehensive analysis",
model_name="gpt-4o-mini",
max_loops=1,
verbose=False,
)
# Create swarm with dashboard and detailed view enabled
swarm = HierarchicalSwarm(
name="Full Output Test Swarm",
description="A test swarm for verifying full agent output display",
agents=[agent1, agent2],
max_loops=1,
interactive=True,
verbose=True,
)
print("✅ Created swarm with detailed view enabled")
print(
"📊 Dashboard should show full agent outputs without truncation"
)
# Run with a task that will generate substantial output
swarm.run(
task="Provide a comprehensive analysis of artificial intelligence trends in 2024, including detailed explanations of each trend"
)
print("\n✅ Test completed!")
print("📋 Check the dashboard for full agent outputs")
if __name__ == "__main__":
test_full_output()

57
examples/multi_agent/hiearchical_swarm/hierarchical_swarm_ui/test_multi_loop.py
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@ -1,57 +0,0 @@
"""
Test script for multi-loop agent tracking in the Arasaka Dashboard.
"""
from swarms.structs.hierarchical_swarm import HierarchicalSwarm
from swarms.structs.agent import Agent
def test_multi_loop():
"""Test the multi-loop agent tracking functionality."""
print("🔍 Testing multi-loop agent tracking...")
# Create agents
agent1 = Agent(
agent_name="Research-Agent",
agent_description="A research agent for multi-loop testing",
model_name="gpt-4o-mini",
max_loops=1,
verbose=False,
)
agent2 = Agent(
agent_name="Analysis-Agent",
agent_description="An analysis agent for multi-loop testing",
model_name="gpt-4o-mini",
max_loops=1,
verbose=False,
)
# Create swarm with multiple loops
swarm = HierarchicalSwarm(
name="Multi-Loop Test Swarm",
description="A test swarm for verifying multi-loop agent tracking",
agents=[agent1, agent2],
max_loops=3, # Multiple loops to test history tracking
interactive=True,
verbose=True,
)
print("✅ Created swarm with multi-loop tracking")
print(
"📊 Dashboard should show agent outputs across multiple loops"
)
print("🔄 Each loop will add new rows to the monitoring matrix")
# Run with a task that will benefit from multiple iterations
swarm.run(
task="Analyze the impact of artificial intelligence on healthcare, then refine the analysis with additional insights, and finally provide actionable recommendations"
)
print("\n✅ Multi-loop test completed!")
print("📋 Check the dashboard for agent outputs across all loops")
if __name__ == "__main__":
test_multi_loop()
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