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Thursday, February 13
 

10:00am PST

OPEN Session: Elevating Cloud Security with a Graph-based Approach
Thursday February 13, 2025 10:00am - 10:25am PST
Roy Maor, Cisco, Algorithm Team Lead

It is evident that using a graph theory-based approach to reduce cyber security risk on the cloud is a need rather than a want. Having a reliable data model and a continuous mapping of your
cloud environment to a graph database yields value in two different aspects. First, visibility – gaining a deep understanding of the environment’s cloud architecture, and second, cloud risk
management – identifying critical attack paths in the environment and mitigating the risk they present. By finding the right connections between graph algorithms to cloud security
misconfigurations and vulnerabilities, gaining brand new visibility on faulty cloud architecture and turning it into high-value context-based risk insights becomes possible.
Speakers
avatar for Roy Maor

Roy Maor

Algorithm Team Lead, Cisco
Roy Maor is an Algorithm Team Leader at Panoptica, Cisco's cloud application security product. Roy’s team drives the development of the product's trademark cloud graph, a dynamic engine detecting cloud security threats through graph theory models and algorithms. Roy is deeply passionate... Read More →
Thursday February 13, 2025 10:00am - 10:25am PST
OpsWorld Stage
  OpsWorld

10:30am PST

PRO Session: AI Frontiers: Shielding Digital Gateways from Bot Invasions
Thursday February 13, 2025 10:30am - 10:55am PST
Parth Shukla, Cequence Security, Security Analyst
Khyati Ganatra, Cequence Security,  Manager, Applied ML 

In the presentation titled "AI Frontiers: Shielding Digital Gateways from Bot Invasions," we delve into the forefront of cyber defense against bot-driven threats that exploit API vulnerabilities. This comprehensive study explores how advanced AI and ML models are being harnessed to fortify digital defenses, offering a detailed analysis of API communication patterns and the evolving landscape of bot attacks. Through a series of real-world case studies, we illuminate the mechanisms of sophisticated bot strategies—ranging from data breaches and account takeovers to shopping bots that deplete inventories. The narrative progresses to unveil how AI/ML technologies serve as the cornerstone of innovative defense mechanisms. We dissect the architecture of AI-driven systems tailored to detect and counteract anomalous behaviors indicative of bot activities, leveraging vast datasets to train ML models that adeptly differentiate between legitimate user interactions and malicious bot intrusions. The discussion further navigates through the technical and operational nuances of implementing AI/ML defenses, emphasizing predictive analytics for preemptive action, machine learning for dynamic threat adaptation, and the overarching impact of such technologies in securing digital ecosystems against the insidious threats posed by automated attacks. This presentation not only highlights the challenges but also showcases the resilience and adaptability of AI/ML solutions in the ever-evolving battle against digital villains.
Speakers
avatar for Khyati Ganatra

Khyati Ganatra

Manager, Applied ML, Cequence Security
I am deeply fascinated by AI's profound ability to reshape industries and redefine the way we live and work. With a keen interest in the intersection of ML and cybersecurity, I have dedicated my career to developing cutting-edge ML solutions that protect organizations from malicious... Read More →
avatar for Parth Shukla

Parth Shukla

Security Analyst, Cequence Security
Parth Shukla is a cyber security analyst at Cequence Security and has a great passion for Web Application Security. Parth Shukla is also a Bug hunter; community builder and Cyber security enthusiast and I believe in the quote “security is a myth”.
Thursday February 13, 2025 10:30am - 10:55am PST
AI DevWorld MAIN STAGE
 

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