aimatrix-console UR² Dashboard Guide

The aimatrix-console provides an intuitive web-based interface for monitoring, configuring, and optimizing the UR² (Unified RAG-Reasoning) Framework within your AMX Engine deployment. This comprehensive dashboard enables real-time visualization of query difficulty distribution, performance metrics, and learning progress.

Overview

The UR² Dashboard in aimatrix-console offers:

• Real-time query difficulty visualization
• Performance metrics and gains tracking
• Interactive configuration management
• Learning progress monitoring
• Resource utilization analytics
• Experience replay buffer insights

Accessing the UR² Dashboard

Navigation

aimatrix-console → Intelligence → UR² Framework

Or direct URL:

https://console.aimatrix.com/intelligence/ur2

Required Permissions

Dashboard Components

Main Dashboard Layout

┌─────────────────────────────────────────────────────────────────┐
│                        UR² Framework Dashboard                   │
├─────────────────┬──────────────────┬──────────────────┬─────────┤
│ Query           │ Performance      │ Resource         │ Learning│
│ Distribution    │ Metrics          │ Utilization     │ Progress│
│ [Pie Chart]     │ [Line Graph]     │ [Gauge Charts]  │ [Curve] │
├─────────────────┴──────────────────┴──────────────────┴─────────┤
│                     Retrieval Strategy Heatmap                   │
│                        [Interactive Heatmap]                     │
├───────────────────────────────────────────────────────────────────┤
│ Recent Queries │ Configuration │ Training Jobs │ Alerts          │
│ [Table View]   │ [Settings]    │ [Job List]    │ [Alert Panel]  │
└───────────────────────────────────────────────────────────────────┘

Key Features

1. Query Distribution Analysis

The Query Distribution panel provides real-time visualization of incoming queries categorized by difficulty level.

Interactive Elements:

• Pie Chart: Shows percentage distribution across difficulty levels
• Time Series: Historical trends over selected time range
• Drill-down: Click any segment to see detailed query samples

Metrics Displayed:

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{
  simple: {
    count: 21543,
    percentage: 42,
    avgLatency: "10ms",
    trend: "+5%"
  },
  moderate: {
    count: 15892,
    percentage: 31,
    avgLatency: "45ms",
    trend: "-2%"
  },
  complex: {
    count: 10256,
    percentage: 20,
    avgLatency: "180ms",
    trend: "+8%"
  },
  expert: {
    count: 3589,
    percentage: 7,
    avgLatency: "420ms",
    trend: "+12%"
  }
}

2. Performance Metrics Visualization

Track key performance indicators showing the impact of UR² optimization.

Real-time Metrics:

• Response Time Reduction: Animated gauge showing improvement
• Accuracy Enhancement: Comparative bar chart (before/after)
• API Call Reduction: Cost savings calculator
• Throughput Increase: Requests per second graph

Dashboard Widget Example:

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<PerformanceWidget
  title="Response Time Improvement"
  baseline={50} // ms
  current={18} // ms
  improvement={64} // percentage
  sparkline={last24Hours}
  alert={threshold > 100}
/>

3. Resource Utilization Monitor

Visual representation of resource allocation across difficulty levels.

Components:

• CPU Usage: Stacked area chart by difficulty level
• Memory Allocation: Real-time memory distribution
• GPU Utilization: GPU usage for complex queries
• Network I/O: Bandwidth consumption patterns

Interactive Controls:

• Adjust resource limits per difficulty level
• Set auto-scaling thresholds
• Configure alert boundaries

4. Learning Progress Tracker

Monitor the continuous improvement of the UR² system through reinforcement learning.

Visualization Elements:

• Learning Curve: Reward progression over episodes
• Convergence Indicator: Progress toward optimal performance
• Experience Buffer: Replay buffer utilization
• Training Metrics: Loss, accuracy, and validation scores

5. Retrieval Strategy Heatmap

Interactive heatmap showing retrieval strategy effectiveness across different query types and domains.

Features:

• Color-coded efficiency scores
• Click to modify strategy for specific combinations
• A/B testing comparison view
• Historical performance overlay

Configuration Interface

Difficulty Thresholds Configuration

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interface DifficultyConfig {
  simple: Slider(0.0 - 1.0, step: 0.01)
  moderate: Slider(0.0 - 1.0, step: 0.01)
  complex: Slider(0.0 - 1.0, step: 0.01)
  weights: {
    tokenComplexity: Slider(0.0 - 1.0, step: 0.05)
    semanticComplexity: Slider(0.0 - 1.0, step: 0.05)
    domainSpecificity: Slider(0.0 - 1.0, step: 0.05)
  }
}

Visual Configuration Panel:

┌─────────────────────────────────────────────┐
│        Difficulty Threshold Settings         │
├─────────────────────────────────────────────┤
│ Simple:   [====------] 0.30                 │
│ Moderate: [===========-] 0.60               │
│ Complex:  [================-] 0.85          │
├─────────────────────────────────────────────┤
│ Token Complexity:    [========] 0.40        │
│ Semantic Complexity: [======] 0.30          │
│ Domain Specificity:  [======] 0.30          │
├─────────────────────────────────────────────┤
│ [Apply] [Reset] [Save Profile] [Load]       │
└─────────────────────────────────────────────┘

Retrieval Strategy Manager

Configure retrieval strategies for each difficulty level with visual feedback.

┌─────────────────────────────────────────────┐
│       Retrieval Strategy Configuration       │
├─────────────────────────────────────────────┤
│ Simple:                                      │
│   ○ None  ● Cache Only  ○ Full             │
│                                              │
│ Moderate:                                    │
│   ○ None  ○ Cache Only  ● Selective        │
│                                              │
│ Complex:                                     │
│   ○ None  ○ Cache Only  ○ Selective ● Hybrid│
│                                              │
│ Expert:                                      │
│   ○ None  ○ Cache Only  ○ Selective ● Full │
├─────────────────────────────────────────────┤
│ Cache Size: [===========] 4GB               │
│ TTL: [====] 3600s                           │
│ [Update Configuration]                       │
└─────────────────────────────────────────────┘

Learning Parameters

Fine-tune reinforcement learning parameters with real-time preview.

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interface LearningConfig {
  learningRate: NumberInput(0.0001 - 0.1, log_scale)
  batchSize: Select([16, 32, 64, 128, 256])
  experienceBuffer: {
    capacity: NumberInput(1000 - 100000)
    priorityReplay: Toggle(enabled/disabled)
    replayRatio: Slider(0.1 - 1.0)
  }
  curriculum: {
    enabled: Toggle
    stages: DynamicList<Stage>
    progressionThreshold: Percentage
  }
}

Real-time Monitoring

Live Query Stream

Monitor queries as they’re processed with difficulty assessment.

┌─────────────────────────────────────────────────────────┐
│                    Live Query Stream                     │
├──────┬────────┬───────────────────────┬────────┬────────┤
│ Time │ Diff.  │ Query Preview         │ Latency│ Status │
├──────┼────────┼───────────────────────┼────────┼────────┤
│ 10:45│ SIMPLE │ "What is 2+2?"        │ 8ms    │ ✓      │
│ 10:45│ COMPLEX│ "Analyze Q4 trends..."│ 187ms  │ ✓      │
│ 10:44│ MODERATE│"Explain quantum..."  │ 42ms   │ ✓      │
│ 10:44│ EXPERT │ "Design distributed..."│ 523ms  │ ⚠      │
└──────┴────────┴───────────────────────┴────────┴────────┘

Performance Alerts

Configure and view alerts for UR² performance metrics.

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interface AlertConfiguration {
  metric: 'latency' | 'accuracy' | 'apiCalls' | 'resources'
  condition: 'above' | 'below' | 'equals'
  threshold: number
  duration: '1m' | '5m' | '15m' | '1h'
  severity: 'info' | 'warning' | 'critical'
  notification: {
    email: boolean
    slack: boolean
    webhook: string
  }
}

Alert Panel Example:

┌─────────────────────────────────────────────────────┐
│                  Active Alerts                       │
├─────────────────────────────────────────────────────┤
│ ⚠ HIGH LATENCY: Complex queries > 500ms for 5min   │
│ ⚠ LOW CACHE HIT: Rate dropped below 60%            │
│ ℹ LEARNING MILESTONE: 100k episodes completed       │
└─────────────────────────────────────────────────────┘

Training Management

Curriculum Training Control

Manage and monitor curriculum training jobs from the console.

┌──────────────────────────────────────────────────────┐
│              Curriculum Training Manager             │
├──────────────────────────────────────────────────────┤
│ Current Stage: INTERMEDIATE (2/4)                    │
│ Progress: [============------] 67%                   │
│ Episodes: 45,230 / 100,000                          │
│ Avg Reward: 0.724                                   │
│ Time Remaining: ~2h 15m                             │
├──────────────────────────────────────────────────────┤
│ [Pause] [Resume] [Stop] [Adjust Parameters]         │
└──────────────────────────────────────────────────────┘

Training History

View and compare historical training runs.

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interface TrainingRun {
  id: string
  startTime: Date
  endTime: Date
  stages: Stage[]
  finalMetrics: {
    accuracy: number
    avgReward: number
    convergence: number
  }
  config: TrainingConfig
  artifacts: {
    model: string
    logs: string
    metrics: string
  }
}

Analytics & Reports

Performance Reports

Generate comprehensive reports on UR² performance.

Report Types:

• Daily Performance Summary
• Weekly Optimization Report
• Monthly ROI Analysis
• Custom Date Range Report

Export Formats:

• PDF with charts and graphs
• Excel with raw data
• JSON for API integration
• PowerBI/Tableau compatible

Cost Analysis

Visualize cost savings from UR² optimization.

┌────────────────────────────────────────────────────┐
│                 Cost Savings Analysis              │
├────────────────────────────────────────────────────┤
│ API Calls Saved:     58% (10K → 4.2K/hour)        │
│ Compute Reduced:     35% ($2,400 → $1,560/month)  │
│ Response Time Saved: 43% (2.1M ms/day saved)      │
│ Total Monthly Savings: $3,840                      │
├────────────────────────────────────────────────────┤
│ [📊 View Detailed Breakdown] [📥 Export Report]    │
└────────────────────────────────────────────────────┘

Advanced Features

A/B Testing Interface

Compare different UR² configurations side by side.

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interface ABTest {
  name: string
  configA: UR2Config
  configB: UR2Config
  trafficSplit: Percentage
  metrics: ComparisonMetrics
  duration: Duration
  winner: 'A' | 'B' | 'undecided'
}

Debug Console

Advanced debugging interface for UR² operations.

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// Debug console commands
ur2.debug.traceQuery("complex query text")
ur2.debug.explainDifficulty("query")
ur2.debug.simulateLoad(1000, "COMPLEX")
ur2.debug.dumpExperienceBuffer()
ur2.debug.forceGarbageCollection()

Integration Testing

Test UR² integration with other AIMatrix components.

┌──────────────────────────────────────────────────┐
│           Integration Test Suite                  │
├──────────────────────────────────────────────────┤
│ ✓ Agent Runtime Environment    Connected         │
│ ✓ Twin Runtime Environment     Connected         │
│ ✓ Knowledge Capsules           Available         │
│ ✓ Message Queue               Active             │
│ ⚠ Vector Database             Slow Response      │
├──────────────────────────────────────────────────┤
│ [Run Full Test] [Test Component] [View Logs]     │
└──────────────────────────────────────────────────┘

Mobile Responsive View

The UR² Dashboard is fully responsive for mobile monitoring.

Mobile Layout

┌─────────────────┐
│   UR² Status    │
├─────────────────┤
│ Queries: 51,280 │
│ Simple:    42%  │
│ Complex:   20%  │
├─────────────────┤
│ Performance     │
│ Speed:    +43%  │
│ Accuracy: +31%  │
├─────────────────┤
│ [Full Dashboard]│
└─────────────────┘

Keyboard Shortcuts

Enhance productivity with keyboard shortcuts:

API Integration

WebSocket Real-time Updates

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// Connect to UR² real-time stream
const ws = new WebSocket('wss://console.aimatrix.com/api/ur2/stream');

ws.onmessage = (event) => {
    const data = JSON.parse(event.data);
    switch(data.type) {
        case 'metrics':
            updateMetricsDisplay(data.payload);
            break;
        case 'difficulty':
            updateDifficultyChart(data.payload);
            break;
        case 'alert':
            showAlert(data.payload);
            break;
    }
};

// Subscribe to specific events
ws.send(JSON.stringify({
    action: 'subscribe',
    events: ['metrics', 'difficulty', 'alerts']
}));

REST API Endpoints

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// Get current UR² status
fetch('/api/ur2/status')
    .then(res => res.json())
    .then(data => console.log(data));

// Update configuration
fetch('/api/ur2/config', {
    method: 'PUT',
    body: JSON.stringify({
        difficulty: {
            thresholds: {
                simple: 0.35,
                moderate: 0.65
            }
        }
    })
});

// Export metrics
fetch('/api/ur2/metrics/export?format=csv&range=7d')
    .then(res => res.blob())
    .then(blob => downloadFile(blob, 'ur2-metrics.csv'));

Customization

Custom Dashboards

Create personalized UR² dashboards:

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interface CustomDashboard {
    name: string
    layout: GridLayout
    widgets: Widget[]
    refreshInterval: seconds
    theme: 'light' | 'dark' | 'auto'
}

// Example custom dashboard
const executiveDashboard: CustomDashboard = {
    name: "Executive Overview",
    layout: { columns: 3, rows: 2 },
    widgets: [
        { type: 'cost-savings', position: [0, 0], size: [2, 1] },
        { type: 'performance-kpi', position: [2, 0], size: [1, 1] },
        { type: 'query-volume', position: [0, 1], size: [3, 1] }
    ],
    refreshInterval: 60,
    theme: 'auto'
};

Widget Library

Available widgets for custom dashboards:

• Query Distribution Pie Chart
• Performance Line Graph
• Resource Gauges
• Learning Progress Curve
• Retrieval Heatmap
• Cost Savings Calculator
• Alert Feed
• Training Status
• Experience Buffer Monitor
• Latency Histogram

Troubleshooting

Common Issues

Dashboard not loading:

• Check browser console for errors
• Verify WebSocket connection
• Clear browser cache
• Check user permissions

Metrics not updating:

• Verify AMX Engine connection
• Check UR² module status
• Review network connectivity
• Inspect browser developer tools

Configuration changes not applying:

• Ensure proper permissions
• Check for validation errors
• Verify engine synchronization
• Review audit logs

Best Practices

Dashboard Usage

1. Set up custom alerts for critical metrics
2. Create role-specific dashboards for different teams
3. Export reports regularly for historical analysis
4. Monitor learning progress during initial deployment
5. Use A/B testing before major configuration changes

Performance Optimization

1. Adjust refresh intervals based on needs
2. Use data aggregation for large time ranges
3. Enable browser caching for static resources
4. Limit concurrent WebSocket connections
5. Archive old metrics to reduce load

Support & Documentation

Getting Help

• In-app Help: Click the ? icon in any panel
• Documentation: Access full docs at /docs/ur2
• Video Tutorials: Available in the learning center
• Support Chat: Click the chat bubble for live help

Additional Resources

• UR² Framework Concepts
• AMX Engine Architecture
• CLI Command Reference
• API Documentation

The UR² Dashboard in aimatrix-console provides comprehensive visualization and control over the most advanced AI optimization framework, enabling teams to monitor, configure, and optimize their intelligent systems with unprecedented insight and control.