AI Research

Stay ahead with the latest from AI data scientists who have been pioneering the world’s most powerful AI-driven attack signal for more than a decade.

Matthew Silver - Vectra AI
Matt Silver VP, Data Science

Welcome to the Vectra AI Research Hub, where cutting-edge innovation meets real-world cybersecurity. Here, our experts dive deep into the evolving landscape of AI-driven security, sharing insights, breakthroughs, and strategies to outpace today’s most advanced cyber threats. Explore how Vectra’s pioneering research is shaping the future of attack detection and response.

Featured Research

Sohrob Kazerounian
AI and the Future of Cybersecurity Work

In just the last few years, numerous studies have been published and institutes inaugurated that are dedicated to studying which jobs of the future will remain in the hands of humans, and which will be doled out to the machines.

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Sohrob Kazerounian
Near and Long-term Directions for Adversarial AI in Cybersecurity

The use of AI in cybersecurity not only expands the scope of what a single security expert is able to monitor, but importantly, it also enables the discovery of attacks that would have otherwise been undetectable by a human. Just as it was nearly inevitable that AI would be used for defensive purposes, it is undeniable that AI systems will soon be put to use for attack purposes.

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Sohrob Kazerounian
Choosing an Optimal Algorithm for AI in Cybersecurity

In the last blog post, we alluded to the No-Free-Lunch (NFL) theorems for search and optimization. While NFL theorems are criminally misunderstood and misrepresented in the service of crude generalizations intended to make a point, I intend to deploy a crude NFL generalization to make just such a point.

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Publications

Videos

AI Research
GenAI Part 1: History of LLM

Join us as we discuss the journey from Bertrand Russell's linguistic theories to the early developments in neural networks, setting the stage for the advanced AI systems we use today.

Articles

Our AI researchers

Christian Borst
EMEA CTO

Christian Borst, EMEA CTO at Vectra AI has more than 15 years of experience in IT and Cyber Security. Before joining Vectra AI in 2022 he built and executed the global cyber security strategy for Richemont – a leading luxury goods group. As a former consultant and current Advisory Board & Board Member, he is actively engaged in the cyber security community across different countries & industries. He holds a university degree from Freiburg University in Computer Science specializing in AI & Psychology.

Oliver Tavakoli
Chief Technology Officer

Oliver Tavakoli is Chief Technology Officer at Vectra AI. He sets the technical strategy for the company. Oliver has overseen the adoption of technology in cybersecurity for over 25 years, the last ten of which have been at Vectra AI. Prior to Vectra AI, Oliver was the CTO for the security business of Juniper Networks. He joined Juniper as a result of its acquisition of Funk Software, where Oliver was the CTO.

Earlier in his career, Oliver worked at IBM, Fluent Machines, and Novell Inc and founded Trilogy Inc, which was acquired by Funk Software.

Tim Wade
Deputy Chief Technology Officer

Tim Wade is Vectra AI's Deputy Chief Technology Officer and is an advocate for a vision of technology which places human dignity at the core of its mission. Tim traces much of his career in cybersecurity and technology leadership through the U.S. DoD and Federal sectors, having begun that journey as a uniformed member of the United States Air Force. He joins Vectra AI most recently from Bridgepoint Education Inc. having served as the Head of Application and Information Security. Tim holds an MS in Computer Science from the University of Southern California, an MBA from Arizona State University, and maintains industry credentials issued by Offensive Security and (ISC)2.

Dmitriy Beryoza
Senior Security Researcher

Dmitriy Beryoza is a Senior Security Researcher with Vectra, working on threat detection in the cloud and on-prem networks. Before that, he was a penetration tester and secure software development advocate at IBM. Before switching to security full-time, Dmitriy has been a software developer for many years. He spoke at DEF CON, BSides Las Vegas, BSides SF, Hackfest, and other security conferences. Dmitriy holds a Ph.D. in Computer Science and OSCP, CISSP, CCSP and CEH certifications. His interests include reverse engineering, secure software development, and CTF competitions.

Joshua St. Hilaire
Director of Security Research

Joshua St.Hilaire is currently a Director of Security Research at Vectra where he currently leads research on adversarial detection models. He has twenty years of experience in computer security focused on incident response, threat hunting and reverse-engineering. Additionally, Joshua St. Hilaire began his career serving the United States Air Force and was responsible for keeping U.S. DoD information systems secure on a global scale.

Luke Richards
Threat Intelligence Lead

Luke is the Threat Intel Lead for Vectra. He has been with the company for 7 years, joining as a consultant analyst and working with customers and high level incident response directly. Before joining Vectra, Luke was a senior Security Analyst for an international Engineering and Defence contractor where he developed security team toolsets, processes, and incident response playbooks.

Arpan Sarkar
Senior Security Engineer

Arpan Sarkar is a Senior Technical Marketing Engineer at Vectra AI. Arpan is a engineer at core with a passion to create simple solutions for hard problems in cyber security. Arpan brings extensive experience in threat research, threat hunting and threat detection engineering. Prior to joining Vectra AI, Arpan worked on developing behavior based threat detection, creating  new threat hunting services and consulting organizations on threat hunting and insider threat programs. Arpan holds a MS in Cyber Security from Rochester Institute of Technology and a Bachelors in Computer Science from SRM University.

Kat Traxler
Principal Security Researcher

Kat Traxler is the Principal Security Researcher at Vectra AI, focusing on abuse techniques and vulnerabilities in the public cloud. Before her current role, she worked at various stages in the SDLC, performing web application penetration testing and security architecture design for Web, IAM, Payment, and Cloud Native Technologies.

Kat’s research philosophy directs her work to where design flaws and misconfigurations are most probable. This guiding principle leads her research to the intersection of technologies, particularly the convergence of cloud security and application security, and where the OS layer interfaces with higher-level abstractions.

Kat has presented at various conferences, including the SANS CloudSecNext Summit and fwd:CloudSec, on topics such as privilege escalation in GCP and bug-hunting in the cloud. In addition to her work at Vectra AI, she is a member of IANS Faculty and the Lead Author of the SANS SEC549 - Enterprise Cloud Security Architecture and holds multiple GIAC certifications. You can find her on the internet as @nightmareJS.

Sohrob Kazerounian
Distinguished AI Researcher

Sohrob Kazerounian is a Distinguished AI Researcher at Vectra AI where he develops and applies novel machine learning architectures in the domain of cybersecurity. After realizing that his goal of becoming a skilled hacker was not meant to be, he focused his studies on Artificial Intelligence, with a particular interest in neural networks. After receiving his Ph.D. in  Cognitive and Neural Systems at Boston University, he held a postdoctoral fellowship at the Swiss AI Lab (IDSIA) working on Deep Learning, Recurrent Neural Networks, and Reinforcement Learning.

Himanshu Mhatre
Distinguished Data Scientist

Himanshu is a Distinguished Data Scientist and over the past 11+ years at Vectra has driven the evolution of the AI capabilities of our products and platform in support of longer-term company initiatives and has since been an inventor of multiple AI-driven patented and patent-pending technologies. He completed his Ph.D. in Cognitive and Neural Systems at Boston University and held a Kavli Postdoctoral Fellowship in Neuroscience at Columbia University.

Matthew Silver

Matt Silver is the VP of Data Science at Vectra, overseeing development of AI models and systems that detect and prioritize attack behaviors in close partnership with Security Research. Matt has been at Vectra for over 10 years, building on his prior experience in research and modeling at MIT and his PhD work in computational neuroscience, neural networks, and machine learning.

Ben Wiener
Senior Data Scientist
Alex Groyz
Cloud Security Architect

Alex Groyz is a Security Researcher at Vectra AI with over a decade of experience in IT and software development. He specializes in cloud security, particularly within AWS holding several certifications, including AWS Solutions Architect Professional and AWS Security Specialist.

Prior to joining Vectra, Alex worked in client-facing roles, developing hybrid cloud strategies and helping organizations securely migrate their workloads. His diverse engineering background also includes designing, building, and deploying applications to cloud infrastructures.Alex's deep understanding of software development grounds his work as a Security Researcher, allowing him to anticipate the mindset of attackers and effectively identify and mitigate security threats.

Dmitriy Beryoza
Senior Security Researcher

Dmitriy Beryoza is a Senior Security Researcher with Vectra, working on threat detection in the cloud and on-prem networks. Before that, he was a penetration tester and secure software development advocate at IBM. Before switching to security full-time, Dmitriy has been a software developer for many years. He spoke at DEF CON, BSides Las Vegas, BSides SF, Hackfest, and other security conferences. Dmitriy holds a Ph.D. in Computer Science and OSCP, CISSP, CCSP and CEH certifications. His interests include reverse engineering, secure software development, and CTF competitions.

Christian Borst
EMEA CTO

Christian Borst, EMEA CTO at Vectra AI has more than 15 years of experience in IT and Cyber Security. Before joining Vectra AI in 2022 he built and executed the global cyber security strategy for Richemont – a leading luxury goods group. As a former consultant and current Advisory Board & Board Member, he is actively engaged in the cyber security community across different countries & industries. He holds a university degree from Freiburg University in Computer Science specializing in AI & Psychology.

Joshua St. Hilaire
Director of Security Research

Joshua St.Hilaire is currently a Director of Security Research at Vectra where he currently leads research on adversarial detection models. He has twenty years of experience in computer security focused on incident response, threat hunting and reverse-engineering. Additionally, Joshua St. Hilaire began his career serving the United States Air Force and was responsible for keeping U.S. DoD information systems secure on a global scale.

Sohrob Kazerounian
Distinguished AI Researcher

Sohrob Kazerounian is a Distinguished AI Researcher at Vectra AI where he develops and applies novel machine learning architectures in the domain of cybersecurity. After realizing that his goal of becoming a skilled hacker was not meant to be, he focused his studies on Artificial Intelligence, with a particular interest in neural networks. After receiving his Ph.D. in  Cognitive and Neural Systems at Boston University, he held a postdoctoral fellowship at the Swiss AI Lab (IDSIA) working on Deep Learning, Recurrent Neural Networks, and Reinforcement Learning.

Himanshu Mhatre
Distinguished Data Scientist

Himanshu is a Distinguished Data Scientist and over the past 11+ years at Vectra has driven the evolution of the AI capabilities of our products and platform in support of longer-term company initiatives and has since been an inventor of multiple AI-driven patented and patent-pending technologies. He completed his Ph.D. in Cognitive and Neural Systems at Boston University and held a Kavli Postdoctoral Fellowship in Neuroscience at Columbia University.

Luke Richards
Threat Intelligence Lead

Luke is the Threat Intel Lead for Vectra. He has been with the company for 7 years, joining as a consultant analyst and working with customers and high level incident response directly. Before joining Vectra, Luke was a senior Security Analyst for an international Engineering and Defence contractor where he developed security team toolsets, processes, and incident response playbooks.

Arpan Sarkar
Senior Security Engineer

Arpan Sarkar is a Senior Technical Marketing Engineer at Vectra AI. Arpan is a engineer at core with a passion to create simple solutions for hard problems in cyber security. Arpan brings extensive experience in threat research, threat hunting and threat detection engineering. Prior to joining Vectra AI, Arpan worked on developing behavior based threat detection, creating  new threat hunting services and consulting organizations on threat hunting and insider threat programs. Arpan holds a MS in Cyber Security from Rochester Institute of Technology and a Bachelors in Computer Science from SRM University.

Oliver Tavakoli
Chief Technology Officer

Oliver Tavakoli is Chief Technology Officer at Vectra AI. He sets the technical strategy for the company. Oliver has overseen the adoption of technology in cybersecurity for over 25 years, the last ten of which have been at Vectra AI. Prior to Vectra AI, Oliver was the CTO for the security business of Juniper Networks. He joined Juniper as a result of its acquisition of Funk Software, where Oliver was the CTO.

Earlier in his career, Oliver worked at IBM, Fluent Machines, and Novell Inc and founded Trilogy Inc, which was acquired by Funk Software.

Kat Traxler
Principal Security Researcher

Kat Traxler is the Principal Security Researcher at Vectra AI, focusing on abuse techniques and vulnerabilities in the public cloud. Before her current role, she worked at various stages in the SDLC, performing web application penetration testing and security architecture design for Web, IAM, Payment, and Cloud Native Technologies.

Kat’s research philosophy directs her work to where design flaws and misconfigurations are most probable. This guiding principle leads her research to the intersection of technologies, particularly the convergence of cloud security and application security, and where the OS layer interfaces with higher-level abstractions.

Kat has presented at various conferences, including the SANS CloudSecNext Summit and fwd:CloudSec, on topics such as privilege escalation in GCP and bug-hunting in the cloud. In addition to her work at Vectra AI, she is a member of IANS Faculty and the Lead Author of the SANS SEC549 - Enterprise Cloud Security Architecture and holds multiple GIAC certifications. You can find her on the internet as @nightmareJS.

Tim Wade
Deputy Chief Technology Officer

Tim Wade is Vectra AI's Deputy Chief Technology Officer and is an advocate for a vision of technology which places human dignity at the core of its mission. Tim traces much of his career in cybersecurity and technology leadership through the U.S. DoD and Federal sectors, having begun that journey as a uniformed member of the United States Air Force. He joins Vectra AI most recently from Bridgepoint Education Inc. having served as the Head of Application and Information Security. Tim holds an MS in Computer Science from the University of Southern California, an MBA from Arizona State University, and maintains industry credentials issued by Offensive Security and (ISC)2.

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