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	Purpose	Example Tasks
Data Analysis	Analytics and reporting	Generate reports, create charts, analyze trends
Code Execution	Running code and scripts	Execute Python, run tests, deploy applications
Integrations	External service connections	Call APIs, handle webhooks, sync data
Communication	Messaging and outreach	Send emails, post to Slack, manage campaigns
Automation	Workflow and scheduling	Create triggers, schedule tasks, automate processes

Domain Proficiency

Agents develop proficiency through:

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

Proficiency Levels

Level	Description	Requirements
Novice	Learning domain basics	1-2 capabilities, <70% success rate
Competent	Can handle standard tasks	3-5 capabilities, 70-80% success rate
Proficient	Handles complex tasks reliably	5-10 capabilities, 80-90% success rate
Expert	Domain authority, can train others	10+ capabilities, >90% success rate

How Domains Work

Task Routing

When a task arrives, the system:

Analyzes Request: Determines which domain the task belongs to
Finds Specialists: Identifies agents with expertise in that domain
Selects Best Match: Chooses specialist based on availability and proficiency
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

Focused Start: Master one domain before expanding
Build Deep Expertise: Develop high proficiency in core domain
Maintain Quality: Keep success rates high as you scale
Share Knowledge: Contribute to domain marketplace
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

ATOM Documentation