Security Automation Use Case
Memfit AI enables intelligent security automation, combining AI-driven decision making with Yaklang's powerful scripting capabilities.
Overview
Security automation challenges:
- Complex workflow orchestration
- Dynamic response to findings
- Tool integration and coordination
- Intelligent decision making
Memfit AI addresses these through its adaptive architecture.
Automation Patterns
Continuous Security Monitoring
┌─────────────────────────────────────────────────────┐
│ Continuous Monitoring Loop │
├─────────────────────────────────────────────────────┤
│ │
│ Schedule Trigger → ReAct Loop → Analysis │
│ ↓ ↓ │
│ Asset Discovery Finding Detection │
│ ↓ ↓ │
│ Vulnerability Scan Alert Generation │
│ ↓ ↓ │
│ Report Generation Memory Storage │
│ │
└─────────────────────────────────────────────────────┘
Incident Response Automation
When security events occur:
- Detection - Event triggers Memfit AI
- Analysis - Automatic context gathering
- Planning - Response plan generation
- Execution - Automated containment actions
- Documentation - Incident report creation
Key Capabilities
Script Generation
Memfit AI can generate Yaklang scripts:
- Custom scanning scripts
- Data processing pipelines
- Integration connectors
- Report generators
Tool Orchestration
Coordinate multiple security tools:
- Scanners (Nuclei, custom)
- Analyzers (SSA, SyntaxFlow)
- Reporters (PDF, JSON)
- Notifiers (Slack, Email)
Adaptive Workflows
Workflows adapt based on:
- Previous run results
- Environmental changes
- New threat intelligence
- User feedback
Example Automations
Daily Security Scan
User: Set up daily security scanning for our infrastructure
Memfit AI: I'll create an automated daily scan workflow.
Generated Workflow:
1. Asset Discovery (00:00)
- Network enumeration
- Service identification
2. Vulnerability Scanning (01:00)
- Nuclei vulnerability check
- Port service validation
3. Change Detection (03:00)
- Compare with previous scan
- Flag new exposures
4. Report Generation (04:00)
- Summary dashboard update
- Email notification
5. Memory Update
- Store findings for trend analysis
- Update risk baseline
Schedule created. First run: Tonight at 00:00
Compliance Checking
User: Check our AWS infrastructure against CIS benchmarks
Memfit AI: I'll perform a CIS benchmark compliance check.
[Executing compliance checks via ReAct loops]
Compliance Report:
- Total Checks: 142
- Passed: 118 (83%)
- Failed: 24 (17%)
Critical Failures:
1. Root account MFA not enabled
2. S3 buckets with public access
3. Security groups with 0.0.0.0/0 access
Generating remediation scripts...
Threat Intelligence Integration
User: Monitor for new CVEs affecting our technology stack
Memfit AI: I'll set up CVE monitoring for your stack.
Detected Technologies:
- nginx 1.21.0
- PostgreSQL 14.2
- Node.js 18.0
- React 18.2
Monitoring configured. I'll alert you when:
- New CVEs are published
- Severity is HIGH or CRITICAL
- Exploits become available
Memory: Stored technology fingerprints for future reference
Yaklang Integration
Native Script Execution
Execute Yaklang scripts directly:
// Example: Custom port scanner
result = servicescan.Scan("192.168.1.0/24", "22,80,443,8080")~
for fingerprint in result {
println(fingerprint.String())
}
API Access
Full access to Yaklang libraries:
- Network operations
- File handling
- Data processing
- Security tools
Benefits
| Aspect | Benefit |
|---|---|
| Efficiency | Automated routine tasks |
| Consistency | Standardized execution |
| Intelligence | AI-driven adaptation |
| Integration | Yaklang ecosystem access |
| Scalability | Handle large environments |