Security Testing Patterns - Terraphim AI
Compiled: December 20, 2025 Focus: Security vulnerability testing and mitigation patterns Status: Production Security Standards
Executive Summary
This document consolidates all security testing patterns and vulnerability mitigation strategies developed during Terraphim AI security implementation. These patterns represent comprehensive security measures for AI systems dealing with user input, LLM integration, and external service communication.
Security Testing Framework
Date: 2025-10-07 - Critical Security Vulnerability Fixes
Pattern 1: Multi-Layer Input Validation Pipeline
Context: LLM prompt injection and network interface name injection vulnerabilities identified.
Problem: Single validation layer insufficient for sophisticated attacks.
Solution: Implement 4-layer validation pipeline:
Layer 1: Pattern Detection
lazy_static! Layer 2: Length Restrictions
const MAX_PROMPT_LENGTH: usize = 10_000;
const MAX_INTERFACE_NAME_LENGTH: usize = 15; // IFNAMSIZLayer 3: Character Set Validation
Layer 4: Control Character Removal
Pattern 2: Command Execution Security Framework
Context: Command injection vulnerability via subprocess execution.
Problem: Direct shell command execution enables injection attacks.
Solution: Whitelist-based command execution with argument validation:
Pattern 3: Memory Safety Validation
Context: 12 occurrences of unsafe memory access patterns.
Problem: Manual memory management risks use-after-free and buffer overflows.
Solution: Replace unsafe patterns with safe abstractions:
// BAD: Unsafe pointer manipulation
use ptr;
let storage_copy = unsafe ;
// GOOD: Safe Arc sharing
let storage_clone = clone;Pattern 4: Network Security Validation
Context: Network interface name injection vulnerabilities.
Solution: Comprehensive network parameter validation:
Security Test Categories
1. Prompt Injection Testing (9 tests)
Test Categories:
- Instruction Override: Attempts to make LLM ignore original instructions
- Role Injection: Trying to change LLM role or behavior
- Context Manipulation: Altering conversation context to influence responses
- System Prompt Access: Attempts to access or modify system prompts
- Multi-step Injection: Complex injection chains across multiple messages
Example Test:
2. Command Injection Testing (8 tests)
Test Categories:
- Shell Metacharacter Injection: Using ;, &&, ||, |, >, < characters
- Command Chaining: Attempting to execute multiple commands
- Argument Injection: Malicious command arguments
- Path Traversal: Directory traversal attempts (../../../etc/passwd)
- Environment Variable Injection: Setting malicious environment variables
Example Test:
3. Memory Safety Testing (7 tests)
Test Categories:
- Buffer Overflow: Attempts to overflow fixed-size buffers
- Use After Free: Accessing freed memory patterns
- Double Free: Multiple deallocation attempts
- Null Pointer Dereference: Null pointer access patterns
- Out of Bounds: Array/bounds violation attempts
4. Network Security Testing (6 tests)
Test Categories:
- Interface Name Injection: Malicious network interface names
- MAC Address Spoofing: Invalid or malicious MAC addresses
- IP Address Injection: Malicious IP address formats
- DNS Hijacking: DNS manipulation attempts
- Port Scanning: Port enumeration attempts
Security Controls Implementation
1. Centralized Input Sanitization
2. Secure Command Execution Framework
3. Memory Safety Abstractions
Security Monitoring and Alerting
1. Security Event Logging
2. Rate Limiting and Abuse Prevention
Security Testing Automation
1. Automated Security Test Suite
#!/bin/bash
# scripts/run_security_tests.sh
# Prompt injection tests
# Command injection tests
# Memory safety tests
# Network security tests
# Integration tests
2. Continuous Security Validation
# .github/workflows/security-validation.yml
name: Security Validation
on:
jobs:
security-tests:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v3
- name: Install Rust
uses: actions-rs/toolchain@v1
with:
toolchain: stable
- name: Run Security Tests
run: |
./scripts/run_security_tests.sh
- name: Security Scan
run: |
cargo audit
cargo deny check
- name: Upload Security Report
if: failure()
uses: actions/upload-artifact@v3
with:
name: security-report
path: target/security-report.jsonSecurity Best Practices Checklist
✅ Implementation Requirements
-
Input Validation
- [ ] All user inputs validated through security pipeline
- [ ] Length restrictions enforced
- [ ] Character set validation implemented
- [ ] Control character removal applied
-
Command Execution
- [ ] No shell command execution
- [ ] Whitelist-based command allowance
- [ ] Argument validation before execution
- [ ] Native API usage preferred
-
Memory Safety
- [ ] No unsafe blocks unless absolutely necessary
- [ ] Safe abstractions used for memory management
- [ ] Bounds checking implemented
- [ ] Arc/RwLock for shared state
-
Network Security
- [ ] Network interface names validated
- [ ] MAC addresses format-checked
- [ ] IP addresses validated
- [ ] DNS queries secured
-
Monitoring and Logging
- [ ] Security events logged
- [ ] Rate limiting implemented
- [ ] Abuse detection active
- [ ] Alerting system configured
🔍 Testing Requirements
-
Test Coverage
- [ ] Prompt injection tests (9+ tests)
- [ ] Command injection tests (8+ tests)
- [ ] Memory safety tests (7+ tests)
- [ ] Network security tests (6+ tests)
-
Automation
- [ ] CI/CD security validation
- [ ] Automated test execution
- [ ] Security scanning tools integrated
- [ ] Reports generated automatically
Response and Recovery Procedures
1. Security Incident Response
# security/incident-response.yml
phases:
detection:
- Monitor security alerts
- Analyze event patterns
- Validate threat intelligence
containment:
- Isolate affected systems
- Block malicious IPs
- Disable compromised accounts
eradication:
- Remove malicious code
- Patch vulnerabilities
- Clean compromised data
recovery:
- Restore from clean backups
- Validate system integrity
- Monitor for recurrence
post-incident:
- Document incident timeline
- Update security controls
- Improve detection capabilities2. Security Update Procedures
#!/bin/bash
# scripts/security_update.sh
# Update dependencies
# Security audit
# Apply security patches
# Run full security test suite
Future Security Enhancements
1. Advanced Threat Detection
- Machine learning-based anomaly detection
- Behavioral analysis for unusual patterns
- Integration with threat intelligence feeds
2. Enhanced Access Controls
- Multi-factor authentication requirements
- Role-based access control (RBAC)
- Just-in-time (JIT) access provisioning
3. Zero-Trust Architecture
- Network segmentation implementation
- Microservices isolation
- Continuous authentication and authorization
Document Compiled: December 20, 2025 Status: Production Security Standards Application: All Terraphim AI Security Implementation