🔍 Detection Engine Workflow
1
Session Initialization: Test-taker enters secure testing environment, browser fingerprinting begins, baseline security assessment performed
2
Continuous Monitoring: Real-time detection of all five security threats running in parallel with minimal performance impact
3
Threat Analysis: Detected violations processed through behavioral analysis engine for false positive reduction
4
Alert Generation: Immediate notifications sent to proctors/administrators with evidence and recommended actions
5
Response & Logging: Violation response executed, detailed audit trail created for compliance and review
🖥️ Virtual Machine Detection
Identifies virtualized environments that could be used to circumvent testing security
Hardware virtualization indicators
VM-specific registry signatures
Graphics driver inconsistencies
Memory & CPU behavior patterns
🌐 Network Proxy Detection
Detects proxy servers, VPNs, and anonymization services
IP geolocation analysis
Proxy server signatures
Network latency patterns
DNS resolution analysis
🎮 Remote Desktop Detection
Identifies active remote desktop sessions and screen control software
RDP/VNC session detection
Remote software process monitoring
Display driver analysis
Input device behavior tracking
📺 Screen Sharing Detection
Detects screen sharing, casting, and display mirroring activities
Active screen sharing detection
Wireless casting identification
Multi-monitor analysis
Display mirroring software detection
🔗 Integration Architecture
LMS Integration
Canvas, Blackboard, Moodle integration via REST APIs
Proctoring Software
Integration with Proctorio, Honorlock, ExamSoft
Identity Verification
Biometric and document verification services
Compliance Reporting
Automated regulatory and audit reporting
📊 Real-Time Data Flow Architecture
Browser Client
Detection Scripts
API Gateway
Rate Limiting
Detection Engine
Analysis & Alerts
Database Layer
Storage & Cache
Notification System
Alerts & Reporting
Data Processing Pipeline:
1. Collection: Browser fingerprinting data, environmental telemetry, user behavior metrics
2. Processing: Real-time threat analysis, pattern matching, anomaly detection
3. Storage: Detection results, audit logs, user sessions, compliance data
4. Response: Alert generation, violation logging, automated responses
🔒 Security & Compliance Framework
End-to-End Encryption
TLS 1.3, AES-256 encryption
Zero-Trust Architecture
Continuous verification
Immutable Audit Logs
Blockchain-based integrity
GDPR Compliance
Data privacy protection
SOC 2 Type II
Security controls audit
FERPA Compliance
Student privacy protection
PCI DSS
Financial data security
Penetration Testing
Regular security assessments
🚨 Threat Response Workflow
Detection: Real-time threat identification
Validation: False positive reduction
Alert: Immediate notification
Response: Automated intervention
Audit: Compliance logging
📈 Performance & Scalability
Latency: < 100ms detection response time
Throughput: 10,000+ concurrent sessions
Availability: 99.9% uptime SLA
Auto-scaling: Dynamic resource allocation
Global CDN: Multi-region deployment
🏗️ Deployment Architecture
Development
• Feature development
• Unit testing
• Code review
• Integration testing
Staging
• Production-like environment
• End-to-end testing
• Performance validation
• Security scanning
Production
• Live customer environment
• Real-time monitoring
• Automated scaling
• Disaster recovery