Technology
Built with engineering rigor, not GPT scripts. Every engine is production-grade, tested, and documented.
Engineering Principles
Test-Driven Development
Every engine has comprehensive automated tests. Quantum Ultra alone has 310+ tests covering edge cases, integrations, and regression scenarios.
Minimal Dependencies
Infra-agnostic design. No vendor lock-in. Engines run on Docker, bare metal, or cloud-native platforms without modification.
Security by Design
Audit logging, RBAC, secrets management, and input validation are built-in from day one – not bolted on later.
Tech Stack
Core Stack
Python
Core engine logic & AI/ML components
FastAPI
REST APIs with auto-generated docs
Docker
Containerized deployment
CI Pipelines
Automated testing & deployment
Integrations & Outputs
Sigma Rules
Detection rules for SIEM/XDR platforms
MITRE ATT&CK Navigator
JSON export for coverage visualization
JSONL Audit Logs
Structured logs for compliance
REST/Webhook APIs
SIEM/SOAR friendly integrations
Security Considerations
Input Validation
Designed against OWASP Top 10. All user inputs are validated and sanitized using parameterized queries and context-aware encoding.
Safe Logging
Secrets and tokens are filtered from logs by default. Structured JSONL format for easy parsing and alerting.
Environment-Based Config
Configuration via environment variables. Source code is designed to keep secrets out of version control.
Role-Based Access Control
RBAC built into API layer. Granular permissions for different user roles and API keys.
License Enforcement
Hardware-bound licensing supported for on-prem deployments. Can be integrated with existing license management systems.
Audit Trail
Every API call, configuration change, and policy decision is logged for compliance and forensics.