Domain Configuration Examples for NeuroLink CLI

This document provides comprehensive examples of using domain-specific features with the NeuroLink CLI, showcasing the Phase 1 Factory Infrastructure capabilities.

Table of Contents

• Basic Domain Usage
• Healthcare Domain Examples
• Analytics Domain Examples
• Finance Domain Examples
• E-commerce Domain Examples
• Context Integration Examples
• Evaluation and Analytics
• Provider-Specific Examples
• Streaming with Domains
• Configuration Management
• Advanced Use Cases

Basic Domain Usage

Simple Domain Generation

# Basic healthcare domain usage
neurolink generate "Analyze patient symptoms: fever, headache, fatigue" \
  --evaluationDomain healthcare \
  --enable-evaluation \
  --format json

# Basic analytics domain usage
neurolink generate "Calculate quarterly revenue growth trends" \
  --evaluationDomain analytics \
  --enable-evaluation \
  --enable-analytics \
  --format json

Domain-Specific Streaming

# Stream with finance domain evaluation
neurolink stream "Assess investment portfolio risk for retirement planning" \
  --evaluationDomain finance \
  --enable-evaluation

# Stream with ecommerce domain evaluation
neurolink stream "Optimize conversion funnel for online retail store" \
  --evaluationDomain ecommerce \
  --enable-evaluation

Healthcare Domain Examples

Medical Diagnosis Support

# Comprehensive symptom analysis
neurolink generate "Patient presents with: chest pain (8/10), shortness of breath, elevated heart rate (110 BPM), diaphoresis. History: hypertension, diabetes. Age 65. Provide differential diagnosis and recommended tests." \
  --evaluationDomain healthcare \
  --enable-evaluation \
  --enable-analytics \
  --provider google-ai \
  --max-tokens 800 \
  --format json

Treatment Planning

# Treatment recommendation with context
neurolink generate "Develop treatment plan for Type 2 diabetes patient" \
  --context '{"patientAge":55,"comorbidities":["hypertension","obesity"],"allergies":["penicillin"],"currentMedications":["metformin","lisinopril"]}' \
  --evaluationDomain healthcare \
  --enable-evaluation \
  --format json

Medical Research Analysis

# Clinical trial data analysis
neurolink stream "Analyze clinical trial results for new cardiovascular drug" \
  --context '{"studyType":"randomized-controlled","sampleSize":2000,"primaryEndpoint":"MACE reduction","duration":"24-months"}' \
  --evaluationDomain healthcare \
  --enable-evaluation \
  --enable-analytics \
  --provider anthropic

Analytics Domain Examples

Business Intelligence

# Quarterly business analysis
neurolink generate "Analyze Q3 performance metrics and identify growth opportunities" \
  --context '{"revenue":"$2.5M","growth":"15%","customerAcquisition":450,"churnRate":"3.2%","marketSegment":"B2B-SaaS"}' \
  --evaluationDomain analytics \
  --enable-evaluation \
  --enable-analytics \
  --format json \
  --max-tokens 1000

Data Science Insights

# Machine learning model performance analysis
neurolink generate "Evaluate ML model performance and recommend optimizations" \
  --context '{"modelType":"gradient-boosting","accuracy":0.87,"precision":0.83,"recall":0.91,"f1Score":0.87,"trainingData":"50k-samples","features":42}' \
  --evaluationDomain analytics \
  --enable-evaluation \
  --provider openai \
  --format json

Predictive Analytics

# Sales forecasting with streaming
neurolink stream "Generate sales forecast for next quarter based on historical trends" \
  --context '{"historicalData":"3-years","seasonality":"high","marketTrends":"positive","competitiveAnalysis":"included"}' \
  --evaluationDomain analytics \
  --enable-evaluation \
  --enable-analytics

Finance Domain Examples

Investment Analysis

# Portfolio risk assessment
neurolink generate "Assess risk profile of diversified investment portfolio" \
  --context '{"assetAllocation":{"stocks":0.60,"bonds":0.30,"alternatives":0.10},"totalValue":"$500k","timeHorizon":"10-years","riskTolerance":"moderate"}' \
  --evaluationDomain finance \
  --enable-evaluation \
  --enable-analytics \
  --format json

Financial Planning

# Retirement planning analysis
neurolink generate "Create comprehensive retirement savings strategy" \
  --context '{"currentAge":35,"retirementAge":65,"currentSavings":"$75k","annualIncome":"$120k","savingsRate":"15%","expectedReturns":"7%"}' \
  --evaluationDomain finance \
  --enable-evaluation \
  --provider vertex \
  --max-tokens 1200

Market Analysis

# Economic trend analysis with streaming
neurolink stream "Analyze current market conditions and economic indicators" \
  --context '{"inflationRate":"3.2%","unemploymentRate":"3.8%","fedFundsRate":"5.25%","gdpGrowth":"2.1%","marketVolatility":"elevated"}' \
  --evaluationDomain finance \
  --enable-evaluation

E-commerce Domain Examples

Conversion Optimization

# E-commerce funnel analysis
neurolink generate "Optimize checkout process to reduce cart abandonment" \
  --context '{"cartAbandonmentRate":"68%","checkoutSteps":4,"averageLoadTime":"3.2s","mobileUsers":"75%","paymentOptions":["card","paypal","apple-pay"]}' \
  --evaluationDomain ecommerce \
  --enable-evaluation \
  --enable-analytics \
  --format json

Customer Experience

# Product recommendation strategy
neurolink generate "Develop personalized product recommendation engine" \
  --context '{"userBase":"50k-active","purchaseHistory":"available","browsingData":"tracked","categoryCount":25,"averageOrderValue":"$85"}' \
  --evaluationDomain ecommerce \
  --enable-evaluation \
  --provider google-ai

Marketing Campaign Analysis

# Campaign performance optimization
neurolink stream "Analyze digital marketing campaign performance and ROI" \
  --context '{"channels":["social","email","ppc","seo"],"budget":"$50k","duration":"3-months","conversions":1250,"cac":"$40","ltv":"$300"}' \
  --evaluationDomain ecommerce \
  --enable-evaluation \
  --enable-analytics

Context Integration Examples

Complex Organizational Context

# Enterprise analytics with comprehensive context
neurolink generate "Analyze operational efficiency across multiple departments" \
  --context '{
    "organization": {
      "id": "acme-corp-2024",
      "industry": "technology",
      "size": "mid-market",
      "locations": ["us-east", "eu-west", "apac-south"]
    },
    "departments": {
      "engineering": {"headcount": 120, "budget": "$8M", "kpis": ["velocity", "quality", "innovation"]},
      "sales": {"headcount": 45, "budget": "$2M", "kpis": ["revenue", "pipeline", "conversion"]},
      "marketing": {"headcount": 25, "budget": "$1.5M", "kpis": ["leads", "brand", "engagement"]}
    },
    "timeframe": "Q3-2024",
    "objectives": ["growth", "efficiency", "scalability"]
  }' \
  --evaluationDomain analytics \
  --enable-evaluation \
  --enable-analytics \
  --format json \
  --max-tokens 1500

Multi-Domain Context

# Healthcare analytics with regulatory context
neurolink generate "Analyze patient outcomes while ensuring HIPAA compliance" \
  --context '{
    "healthcare": {
      "facilityType": "hospital",
      "specialties": ["cardiology", "oncology", "emergency"],
      "patientVolume": "daily-500"
    },
    "compliance": {
      "frameworks": ["HIPAA", "SOX", "FDA"],
      "auditStatus": "current",
      "dataClassification": "sensitive"
    },
    "analytics": {
      "metricsTracked": ["readmission-rates", "patient-satisfaction", "treatment-outcomes"],
      "reportingFrequency": "monthly",
      "stakeholders": ["medical-staff", "administration", "regulators"]
    }
  }' \
  --evaluationDomain healthcare \
  --enable-evaluation \
  --enable-analytics \
  --provider anthropic

Evaluation and Analytics

Comprehensive Evaluation Setup

# Full evaluation with custom domain
neurolink generate "Develop AI strategy for enterprise transformation" \
  --evaluationDomain analytics \
  --enable-evaluation \
  --enable-analytics \
  --context '{"industry":"manufacturing","aiMaturity":"beginner","budget":"$2M","timeline":"18-months"}' \
  --provider google-ai \
  --format json \
  --max-tokens 2000

Analytics-Only Mode

# Analytics without evaluation
neurolink generate "Create quarterly performance report" \
  --enable-analytics \
  --context '{"quarter":"Q3","metrics":["revenue","growth","efficiency"],"stakeholders":["executives","board","investors"]}' \
  --format json

Evaluation-Only Mode

# Evaluation without analytics
neurolink generate "Review software architecture decisions" \
  --evaluationDomain analytics \
  --enable-evaluation \
  --context '{"architecture":"microservices","scale":"enterprise","complexity":"high"}'

Provider-Specific Examples

OpenAI with Healthcare Domain

neurolink generate "Analyze drug interaction risks for polypharmacy patient" \
  --provider openai \
  --model gpt-4 \
  --evaluationDomain healthcare \
  --enable-evaluation \
  --context '{"medications":["warfarin","amiodarone","simvastatin"],"age":78,"kidneyFunction":"moderate-impairment"}' \
  --format json

Anthropic with Finance Domain

neurolink generate "Assess cryptocurrency investment strategy risks" \
  --provider anthropic \
  --model claude-3-5-sonnet-20241022 \
  --evaluationDomain finance \
  --enable-evaluation \
  --enable-analytics \
  --context '{"portfolio":"traditional","riskTolerance":"low","cryptoAllocation":"5%","timeHorizon":"long-term"}' \
  --format json

Google AI with Analytics Domain

neurolink stream "Optimize supply chain logistics using AI predictions" \
  --provider google-ai \
  --model gemini-2.5-pro \
  --evaluationDomain analytics \
  --enable-evaluation \
  --context '{"supplyChain":"global","products":"electronics","demandVolatility":"high","inventoryTurnover":"quarterly"}'

Streaming with Domains

Interactive Healthcare Consultation

# Stream medical case analysis
neurolink stream "Walk through differential diagnosis process for complex case" \
  --evaluationDomain healthcare \
  --enable-evaluation \
  --context '{"setting":"emergency-room","urgency":"high","resources":"full-diagnostic"}' \
  --provider anthropic

Real-time Financial Analysis

# Stream market analysis
neurolink stream "Provide real-time analysis of market volatility impact" \
  --evaluationDomain finance \
  --enable-evaluation \
  --enable-analytics \
  --context '{"marketConditions":"volatile","portfolio":"balanced","clientRisk":"moderate"}'

Live Business Intelligence

# Stream business insights
neurolink stream "Generate actionable insights from real-time business metrics" \
  --evaluationDomain analytics \
  --enable-evaluation \
  --enable-analytics \
  --context '{"dataSource":"live-dashboard","updateFrequency":"real-time","stakeholder":"c-suite"}'

Configuration Management

Setting Domain Defaults

# Configure default domain settings
neurolink config init
# Follow prompts to set:
# - Default Evaluation Domain: analytics
# - Enable Analytics by Default: yes
# - Enable Evaluation by Default: yes

Domain-Specific Configuration

# Show current domain configuration
neurolink config show

# Export configuration with domain settings
neurolink config export --format json > neurolink-domain-config.json

# Validate domain configuration
neurolink config validate

Custom Domain Setup

# Initialize with custom domain preferences
neurolink config init
# Select healthcare as default domain
# Configure evaluation criteria: accuracy, safety, compliance, clarity
# Enable diagnostic accuracy tracking
# Enable treatment outcomes tracking

Advanced Use Cases

Multi-Step Analysis Pipeline

# Step 1: Initial analysis
neurolink generate "Conduct preliminary market research analysis" \
  --evaluationDomain analytics \
  --enable-evaluation \
  --context '{"market":"fintech","stage":"preliminary","scope":"competitive-landscape"}' \
  --output step1-analysis.json \
  --format json

# Step 2: Deep dive based on initial findings
neurolink generate "Deep dive into identified market opportunities" \
  --evaluationDomain analytics \
  --enable-evaluation \
  --enable-analytics \
  --context '{"previousAnalysis":"step1-analysis.json","focus":"opportunity-sizing","methodology":"bottom-up"}' \
  --format json

Cross-Domain Analysis

# Healthcare + Analytics combined analysis
neurolink generate "Analyze healthcare cost optimization using data analytics" \
  --evaluationDomain healthcare \
  --enable-evaluation \
  --enable-analytics \
  --context '{
    "healthcare": {"costs":"rising","quality":"maintained","patient-satisfaction":"high"},
    "analytics": {"dataAvailable":["claims","outcomes","satisfaction"],"methodology":"predictive-modeling"}
  }' \
  --format json \
  --max-tokens 2000

Compliance-Aware Generation

# Finance with regulatory compliance
neurolink generate "Develop investment strategy complying with fiduciary standards" \
  --evaluationDomain finance \
  --enable-evaluation \
  --context '{
    "regulatory": {"framework":"DOL-fiduciary","state":"california","clientType":"retirement-plan"},
    "investment": {"universe":"mutual-funds","fees":"low-cost","diversification":"required"}
  }' \
  --format json

Performance-Optimized Commands

# High-performance analytics processing
neurolink generate "Process large dataset for business insights" \
  --evaluationDomain analytics \
  --enable-analytics \
  --provider vertex \
  --max-tokens 1000 \
  --timeout 180 \
  --context '{"dataSize":"100GB","processing":"distributed","latency":"low","accuracy":"high"}' \
  --format json

Best Practices

1. Domain Selection Guidelines

• Healthcare: Medical analysis, diagnosis support, treatment planning, regulatory compliance
• Analytics: Data analysis, business intelligence, predictive modeling, performance metrics
• Finance: Investment analysis, risk assessment, financial planning, market analysis
• E-commerce: Conversion optimization, customer experience, marketing campaigns, sales analytics

2. Context Structure Best Practices

# Well-structured context example
neurolink generate "Your analysis request" \
  --context '{
    "domain_specific": {
      "key_metrics": ["metric1", "metric2"],
      "constraints": ["constraint1", "constraint2"]
    },
    "organizational": {
      "size": "enterprise",
      "industry": "technology"
    },
    "temporal": {
      "timeframe": "Q3-2024",
      "urgency": "high"
    }
  }' \
  --evaluationDomain analytics \
  --enable-evaluation

3. Output Format Selection

• Use --format json for structured analysis and integration
• Use --format text for human-readable reports
• Use --format table for comparative data presentation

4. Performance Optimization

• Use --max-tokens to control response length
• Enable --enable-analytics for detailed performance metrics
• Use appropriate providers for specific domains
• Structure context data efficiently

5. Evaluation Best Practices

• Always enable evaluation for critical domain applications
• Use domain-specific evaluation criteria
• Monitor evaluation scores for quality assurance
• Combine evaluation with analytics for comprehensive insights

Troubleshooting

Common Issues and Solutions

1. Unknown domain error

   # Ensure domain name is supported
   neurolink generate "test" --evaluationDomain healthcare  # ✓ Correct
   neurolink generate "test" --evaluationDomain medical     # ✗ Incorrect

2. Context parsing errors

   # Use proper JSON formatting
   neurolink generate "test" --context '{"key":"value"}'     # ✓ Correct
   neurolink generate "test" --context '{key:value}'        # ✗ Incorrect

3. Performance issues

   # Optimize token limits and context size
   neurolink generate "test" --max-tokens 500 --context '{"minimal":"data"}'

4. Provider compatibility

   # Test with different providers if needed
   neurolink generate "test" --provider google-ai --evaluationDomain healthcare
   neurolink generate "test" --provider anthropic --evaluationDomain finance

Additional Resources

• CLI Reference
• Configuration Guide
• Performance Optimization
• API Documentation

For more examples and advanced usage patterns, visit the NeuroLink Examples Repository.