Gary Guseinov Realdefense Jun 2026

| System | Core Technique | Release | |--------|----------------|---------| | Snort‑AI | Hybrid signature + deep‑packet inspection | 2023 | | DeepSec | Auto‑encoder anomaly detection | 2021 | | ZephyrGuard | Q‑learning based response selection | 2022 |

Under Guseinov's leadership, RealDefense has shifted toward a capital-efficient growth model that prioritizes acquisitions over traditional venture capital. Gary Guseinov gary guseinov realdefense

1.2 In 2019, Gary Guseinov , a researcher at the Secure Systems Lab (SSL), introduced RealDefense —a modular framework that integrates three core ideas: | System | Core Technique | Release |