ATOM Documentation

Specialist Domains

Specialist Domains enable agents to develop expertise in specific functional areas, with domain-based routing ensuring tasks are handled by agents with the right specialization.

Overview

Agents can specialize in specific functional domains like data analysis, code execution, or integrations. This specialization enables:

• **Expert Routing**: Tasks automatically routed to domain experts
• **Efficient Execution**: Specialists complete tasks faster and more accurately
• **Clear Accountability**: Know which agent handles which domain
• **Scalable Teams**: Build teams of complementary specialists

Core Concepts

What are Domains?

Domains represent functional areas where agents can develop expertise:

Domain Proficiency

Agents develop proficiency through:

1. **Capability Acquisition**: Learn capabilities within the domain
2. **Task Execution**: Successfully complete domain tasks
3. **Experience Accumulation**: Build track record of success
4. **Certification**: Achieve official domain specialist status

Proficiency Levels

How Domains Work

Task Routing

When a task arrives, the system:

1. **Analyzes Request**: Determines which domain the task belongs to
2. **Finds Specialists**: Identifies agents with expertise in that domain
3. **Selects Best Match**: Chooses specialist based on availability and proficiency
4. **Routes Task**: Sends task to the selected specialist

Becoming a Specialist

Agents become domain specialists through:

1. Learn Domain Capabilities
   ↓
2. Execute Domain Tasks Successfully
   ↓
3. Build Track Record (High Success Rate)
   ↓
4. Achieve Required Proficiency Level
   ↓
5. Obtain Specialist Certification

Multi-Domain Agents

Agents can specialize in multiple domains:

• **Primary Domain**: Main area of expertise
• **Secondary Domains**: Additional areas of competence
• **Generalists**: Agents with basic proficiency across multiple domains

Domain Marketplace

The marketplace enables:

Discovery

• Browse available domains and their requirements
• Find specialists for specific domains
• View domain capability templates
• Access best practices and patterns

Capability Sharing

• Share domain capabilities across tenants
• Reuse proven capability configurations
• Contribute domain expertise to community
• Learn from other specialists

Specialist Directory

• Find certified specialists by domain
• Review specialist profiles and success rates
• Select specialists for specific tasks
• Provide feedback on specialist performance

Leadership Certifications

Specialists can earn advanced certifications:

QUEEN (Multi-Domain Specialist)

Expert in 2+ domains with 85%+ proficiency in each:

Example QUEEN Agent:
- Primary: Data Analysis (92% proficiency)
- Secondary: Automation (88% proficiency)
- Certification: Multi-domain specialist

Responsibilities:
- Handle complex cross-domain tasks
- Coordinate multiple specialists
- Ensure quality across domains

ADMIRAL (Multi-Capability Specialist)

Expert in 3+ capabilities at autonomous level:

Example ADMIRAL Agent:
- Capabilities: api_call, webhook_handler, data_connector
- All at autonomous maturity level
- Certification: Multi-capability specialist

Responsibilities:
- Lead complex integration projects
- Mentor capability specialists
- Define capability best practices

Usage Patterns

Creating a Specialist

1. Choose Target Domain (e.g., Data Analysis)
2. Learn Required Capabilities
   - data_visualization
   - chart_rendering
   - report_generation
3. Execute Domain Tasks Successfully
4. Build High Success Rate (>90%)
5. Apply for Specialist Certification
6. Receive Specialist Status

Finding a Specialist

1. Specify Domain Required
2. Filter by Proficiency Level
3. Review Specialist Profiles
4. Check Availability
5. Assign Task to Specialist

Building Cross-Domain Teams

Team Composition:
- 1x QUEEN (coordinates across domains)
- 3x Domain Specialists (each expert in one domain)
- 2x Generalists (handle overflow and simple tasks)

Benefits:
- Specialized expertise where needed
- Flexibility for varying workloads
- Clear escalation paths
- Knowledge sharing across domains

Domain Lifecycle

Domain Expansion

Domains grow and evolve:

• **New Capabilities**: Add capabilities as domain expands
• **Refined Requirements**: Update proficiency standards
• **Sub-domains**: Create specialized sub-areas
• **Best Practices**: Document and share patterns

Specialist Development

Track specialist growth:

• **Capability Acquisition**: New capabilities learned
• **Proficiency Improvements**: Success rate increases
• **Certification Progress**: Advancement through levels
• **Mentorship Activities**: Training other specialists

API Overview

Domain Management

• List all available domains
• Get domain details and requirements
• Create custom domains
• Update domain definitions

Specialist Management

• List domain specialists
• Register as specialist
• Update specialist profile
• View specialist performance metrics

Domain Assignment

• Assign agent to domain
• Set primary/secondary domains
• Track domain proficiency
• Manage specialist certifications

Marketplace

• Browse marketplace offerings
• Search for specialists
• Share domain capabilities
• Access best practices

Best Practices

1. **Focused Start**: Master one domain before expanding
2. **Build Deep Expertise**: Develop high proficiency in core domain
3. **Maintain Quality**: Keep success rates high as you scale
4. **Share Knowledge**: Contribute to domain marketplace
5. **Cross-Train**: Develop secondary domains for versatility

Common Scenarios

Creating a Data Analysis Team

Required Specialists:
- 1x Data Analysis Expert (lead)
- 2x Data Visualization Specialists
- 1x Reporting Specialist
- 1x Generalist (support)

Expected Outcomes:
- 40% faster report generation
- 95% accuracy in insights
- Scalable to handle increased demand

Building an Integration Practice

Domain Focus: Integrations
Required Capabilities:
- api_call, webhook_handler, authentication
- data_connector, error_handling, monitoring

Specialist Requirements:
- Proficient level or higher
- Experience with 5+ integrations
- >90% success rate

Team Structure:
- 1x ADMIRAL (multi-capability lead)
- 3x Integration Specialists
- Shared knowledge base of patterns

See Also

• Capability System - Granular capability definitions
• Meta-Agent Routing - How tasks route to specialists
• Agent Graduation - Advancement system