SEC536: Adversarial AI - Penetration Testing AI Systems

Monitor, Detect, Protect: Master Advanced Threat Detection for Cloud, Network, and Endpoints
Cloud (AWS/Azure/Microsoft 365/Serverless), DevOps, Hybrid, Zero Trust, XDR, Blockchain, AI + ML... The pace of technological change continues to increase. Defending your organization as you did five years ago is a recipe for failure. However, chasing the latest trend or shiny new tool rarely leads to successful protection. Successfully defending a modern enterprise requires nimble pragmatism.
Defending an enterprise has never been easy. SANS SEC511 equips defenders with the necessary knowledge, skills, and abilities to protect and monitor a modern hybrid enterprise successfully. Leveraging the cybersecurity engineering and threat detection techniques taught in this course will best position your organization or Security Operations Center (SOC) to analyze, detect, and respond to modern threats across cloud, network, and endpoint environments. Threat-informed defense of a modern enterprise requires accounting for multiple public cloud providers, continued on-premises infrastructure, AI-empowered adversaries, and possibly a substantial number of remote workers who are not behind a traditional security perimeter.
SEC511 features 18+ hands-on labs, a final capstone challenge, and immersive gamified bootcamp challenges, providing defenders a comprehensive, real-world training experience. The course explores cybersecurity engineering topics and techniques such as cloud monitoring, network detection and response (NDR), endpoint detection and response (EDR), security information and event management (SIEM), endpoint protection platform (EPP), secure access service edge (SASE), Zero Trust, generative artificial intelligence (GenAI), and large language model (LLM) application defense, and more to evolve organizations' threat detection and hunting capabilities. Achieving the accompanying GIAC GMON certification demonstrates your understanding and application of these modern defensive techniques.
Adversaries constantly evolve techniques to ensure their continued success; we must vigilantly adapt our defenses to this changing threat landscape.
"I would recommend this course. It hits many core aspects of secure design. Additionally, lack of cloud security architecture and strategy and insecure design have been highlighted as a top risk by organizations like Cloud Security Alliance and OWASP. Cloud security architecture topics need to have more attention and focus in general." - Greg Lewis, SAP
What Is Cybersecurity Engineering?
Cybersecurity engineering involves designing, implementing, and managing advanced defense mechanisms to protect modern enterprise environments, including cloud, network, and endpoint systems. It encompasses threat-informed defense frameworks, advanced threat detection techniques, and the application of tools such as NDR, EDR, and the MITRE ATT&CK framework to build a robust SOC. This discipline ensures comprehensive protection and monitoring against evolving cyber threats.
This course will help your organization:
Shall We Play A Game?
NetWars gamification now permeates every single section of the course! Since the launch of SEC511, students have consistently found the NetWars-based Capstone to be great fun. Who would have guessed that a game would be fun, right? Students' praise extended beyond just "fun," they also found the game to be a tremendously effective way to further their learning. Inspired by this feedback, we have now incorporated a game-style environment into every section, not just section six.
SEC511 employs several different hands-on tactics that go well beyond simple lecture and instructor-led discussions. Here is a sample:
The meticulously crafted SEC511 Electronic Workbook serves as the starting point for hands-on elements in the course. It includes Security Onion 2, the Elastic Stack, and a lot more. The workbook-driven labs include multiple paths to complete each exercise. This multifaceted approach allows the labs to better accommodate diverse student backgrounds and technical exposure.
"I've done a lot of labs over the years, These are likely one of the best ways to present them I've ever used." - Daniel Russell, BCBSLA
"The labs and exercises were excellent and provided additional supplementary, hands-on learning that helped solidify the course content." - Tyler Piller, British Columbia Lottery Corporation
"All three of today's labs were helpful in cementing the concepts. The "See It In Action" portions were particularly useful." - Oritse Uku
"I really liked that architecture diagrams were incorporated in each." - Greg Lewis, SAP
Syllabus Summary
Additional Free Resources
Videos/Webcasts
Tools
Important! Bring your own system configured according to these instructions.
A properly configured system is required to fully participate in this course. If you do not carefully read and follow these instructions, you will not be able to fully participate in hands-on exercises in your course. Therefore, please arrive with a system meeting all of the specified requirements.
Back up your system before class. Better yet, use a system without any sensitive/critical data. SANS is not responsible for your system or data.
MANDATORY SEC511 SYSTEM HARDWARE REQUIREMENTS
MANDATORY SEC511 HOST CONFIGURATION AND SOFTWARE REQUIREMENTS
Your course media is delivered via download. The media files for class can be large. Many are in the 40-50GB range, with some over 100GB. You need to allow plenty of time for the download to complete. Internet connections and speed vary greatly and are dependent on many different factors. Therefore, it is not possible to give an estimate of the length of time it will take to download your materials. Please start your course media downloads as soon as you get the link. You will need your course media immediately on the first day of class. Do not wait until the night before class to start downloading these files.
Your course materials include a "Setup Instructions" document that details important steps you must take before you travel to a live class event or start an online class. It may take 30 minutes or more to complete these instructions.
Your class uses an electronic workbook for its lab instructions. In this new environment, a second monitor and/or a tablet device can be useful for keeping class materials visible while you are working on your course's labs.
If you have additional questions about the laptop specifications, please contact customer service.
Overview
The traditional security model, focused primarily on prevention, has proven insufficient against the sophisticated and persistent threats faced by organizations today. Given the frequency and extent of significant intrusions, this should not come as a surprise.
In this section of the course, students explore the foundational concepts and methodologies that shape modern cybersecurity strategies. Beginning with a current state assessment, they review traditional and modern attack techniques, understanding how these have evolved and the implications for modern post-exploitation scenarios. The section then delves into advanced cyber defense principles, emphasizing the shift from reactive to proactive measures in threat detection and response. Key techniques, models, and frameworks such as MITRE ATT&CK, CIS Controls, OWASP LLM Top 10, Zero Trust, and Long Tail Analysis are introduced, providing a conceptual toolkit to better understand and mitigate threats. Students learn how to utilize frameworks to better align their defenses with known adversary tactics and techniques.
Threat-informed defensive strategies and threat hunting are central to modernized cyber defense. Learners explore how to apply MITRE ATT&CK in practical scenarios, enhancing their ability to anticipate and respond to threats.
Foundational understanding of GenAI and LLMs equips students to both leverage and defend against emerging AI technologies. Frameworks such as MITRE ATLAS and OWASP LLM Top 10 will be highlighted to structure understanding of this evolving area of cyber defense. Hands-on labs focus on detecting traditional and modern attack techniques, including practical exercises with Security Onion and Apache ActiveMQ analysis, culminating in an immersive NetWars Bootcamp to test skills in real-world scenarios.
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Overview
This section covers the critical aspects of security visibility and protection across cloud, edge, and network environments. It begins with an exploration of network intrusion detection and prevention systems, including malware sandboxes and honeypots, highlighting their roles in identifying and mitigating threats. The impact and importance of encryption, particularly TLS inspection and DNS query encryption, is discussed in detail, providing students with insights into balancing protection of data in transit without compromising visibility. The module also introduces various cloud protection mechanisms, such as CSPM, CIEM, CWPP, and CNAPP, alongside the MITRE ATT&CK Cloud Security Mappings, focusing on securing cloud infrastructures and services like AWS.
Edge security is another key focus, where students learn about services such as cloud access security broker (CASB), SASE, secure web gateway (SWG), and firewall-as-a-service (FWaaS). These are vital for protecting data and applications in a modern hybrid enterprise where data, applications, and users are no longer found exclusively on-premises. This section also covers boundary protection and detection strategies, including next-generation firewalls (NGFWs) and web application firewalls (WAFs), emphasizing their role in a layered security approach. Hands-on labs provide practical experience with tools like ModSecurity, Wireshark, and intrusion detection honeypots, reinforcing the theoretical knowledge through real-world applications. The NetWars Bootcamp offers an additional immersive experience, challenging students to apply their skills in a controlled, competitive environment.
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Overview
In this section, students delve into the specialized field of NDR, exploring its role within the broader context of Network Security Monitoring (NSM) and SIEM. The content covers the essential components and tools of an NDR/NSM setup, emphasizing the importance and efficacy of various data sources, including cloud-specific considerations. These elements must be designed to provide comprehensive coverage and analytical capabilities, allowing security teams to detect and respond to threats swiftly. By leveraging advanced NDR tools and methodologies, students learn to identify and interpret suspicious activities, even within encrypted communications. Equipping students with the skills needed to identify anomalies and potential threats in network traffic requires exploration of various analytic approaches and techniques.
The focus then shifts to the hands-on practice of network threat hunting, where students learn to track implants, detect C2 traffic, and analyze both decrypted and encrypted network traffic. Techniques for identifying malicious traffic via beacon discovery, entropy analysis, and behavior anomaly detection are covered in detail, with specific reference to modern adversary tactics and tooling. The practical labs in this section include pcap payload carving and analysis with Zeek, intrusion analysis with Security Onion, and TLS anomaly detection. Hands-on labs and this sections NetWars Bootcamp provide students with the opportunity to apply these techniques and further solidify NDR skills through challenging, real-world scenarios.
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This section focuses on the critical aspects of endpoint and user security within hybrid enterprise environments. Students begin with EDR technologies, exploring tools like Microsoft Defender for Cloud and Endpoint, and learn about the importance of comprehensive endpoint monitoring using solutions like Sysmon. The section also covers EPPs, with a particular emphasis on application control and Microsoft's Defender for Servers, highlighting the integration and management of security measures across various endpoints.
User and identity monitoring is another vital component explored in this section. Students examine advanced techniques for defending identity and access, including privilege management, monitoring, and reduction. The content also addresses persistent challenges of legacy authentication and explores modern authentication methods including elements of multifactor authentication (MFA), passwordless, Windows Hello, and Azure AD/Entra ID. Coverage also includes protection and detection of evolving attacks against authentication systems. The concepts undergirding UEBA provide deeper insights into user activities and identification of potential security risks. Practical labs, such as investigations using Sysmon and AppLocker configurations, offer hands-on experience in managing and responding to endpoint and user-related threats. The NetWars Bootcamp provides an immersive platform for students to practice and refine their skills in a competitive environment.
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In the final content-driven section, students explore the emerging field of defending applications built on GenAI and LLMs. The courseware addresses the unique attack surfaces associated with AI technologies, focusing on the specific security challenges and defensive strategies for these applications. Topics such as AI and software supply chain security are covered, with a focus on asset and attack surface discovery, secure baseline configuration, and cloud-based configuration and change management. This section prepares students to tackle the complex issues surrounding the protection of traditional and AI-driven systems and associated data.
The module also emphasizes the importance of automation and orchestration in modern SOCs. Students learn about the implementation of SOAR solutions to enhance SOC efficiency and effectiveness. Key topics include DNS threat hunting, adversary emulation, and the detection of lateral movement within networks. The practical labs, such as investigating ransomware incidents and analyzing Windows Event Logs, provide hands-on experience with the tools and techniques discussed. This section concludes with another challenging round of the NetWars Bootcamp, where students apply their knowledge in a series of advanced, real-world scenarios, solidifying their skills in defending against sophisticated cyber threats.
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Overview
The course culminates in a team-based design, detect, and defend the flag competition. Powered by NetWars, section six provides a full day's worth of hands-on challenges applying the principles taught throughout the week. Your team will progress through multiple levels and missions designed to ensure mastery of the modern cyber defense techniques promoted throughout the course.
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