| Metric | RealDefense | Snort‑AI | DeepSec | ZephyrGuard | |--------|-------------|----------|---------|-------------| | | 92.3 % | 78.5 % | 84.1 % | 88.0 % | | FPR | 1.8 % | 3.7 % | 4.2 % | 2.5 % | | L (ms) | 23 | 35 | 42 | 28 | | CPU (% per node) | 12 | 9 | 15 | 13 | | Memory (MB) | 340 | 210 | 420 | 380 | | RS (ΔDR) | ‑4 % | ‑12 % | ‑9 % | ‑7 % |
| Scenario | ATT&CK Tactic | Primary Technique | Description | |----------|----------------|--------------------|-------------| | S1 | Impact | DDoS (T1499) | Botnet of 8 VMs generates UDP flood targeting gateway. | | S2 | Credential Access | Credential Dumping (T1003) | Lateral movement via Pass‑the‑Hash after exploiting SMB. | | S3 | Impact | Ransomware (T1486) | Simulated encryption of files on a victim VM. | | S4 | Defense Evasion | Adversarial ML (T1565) | Attacker injects crafted traffic to poison GMM. | | S5 | Supply Chain | Compromise of Third‑Party Software (T1195) | Malicious update delivered to a benign service. | gary guseinov realdefense
Ultimately, the effectiveness of Gary Guseinov's RealDefence approach remains a topic of debate. While some individuals may find value in his techniques, others may have concerns about the validity and comprehensiveness of his methods. | Metric | RealDefense | Snort‑AI | DeepSec