The statement discusses the development of an unsupervised multi-model called NetSpectra Sentinel (NSS) for identifying threats hidden within benign applications' activities, utilizing Continuous-Time Hidden Markov Model (CT-HMM) and Time Series Decomposition (TSD) to uncover hidden patterns in system network logs. NSS can effectively reveal complex patterns in beacon messages despite the absence of labeled data. It highlights the challenges in detecting and mitigating botnets and their beaconing activities, explaining the concept of botnets, beaconing, and the significance of Distributed Denial of Service (DDoS) attacks. The focus is on addressing the challenge of Attacker-Driven Beaconing.