SEC536: Adversarial AI - Penetration Testing AI Systems


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Attend a live, instructor-led class at a location near you or remotely, or train on your time over 4 months
Course material is geared for cyber security professionals with hands-on experience
Apply what you learn with hands-on exercises and labs
An intense advanced red team course focusing on advanced tradecraft: stealthy initial access, privesc, cloud/on-prem tradecraft, EDR internals and research.
I thought it was an incredible class. Any Windows operator should take it; they would learn a lot. My favorite aspects were the focus on real-world TTPs, the highest levels of OPSEC, and considerations that professional high-level pentesters have to think about when conducting engagements. I learned so much about infrastructure, C2, and Windows systems—including a bunch I'd never even heard of or thought about. I would wholeheartedly recommend it to anyone who does operations on/against Windows. This course totally lives up to the SANS promise that you are learning practical skills that you can apply immediately at work.
SEC665 is an advanced red teaming course for experienced operators. It dives deep into stealthy tradecraft: covert infrastructure automation, AiTM phishing, EDR evasion, advanced privilege escalation, cloud/on-prem pivoting, kernel exploitation, custom tool development (BOFs, .NET), persistence, and advanced lateral movement.
SEC665 goes far beyond foundational red team techniques and immerses students in the real-world tradecraft required to operate against modern, hardened enterprise and government environments. This advanced Red Team course is designed for experienced red team operators who already understand the basics and are ready to evolve their skills to match the sophistication of today’s adversaries and defenders.
The course begins by focusing on covert infrastructure and advanced initial access. Students learn how to design and automate red team infrastructure that blends into the internet’s background noise, minimizes attribution, and resists scanning and threat intelligence collection.
From there, the course dives into modern initial access vectors, including abuse of file formats, DLL sideloading, signed payload delivery, advanced phishing, and adversary-in-the-middle techniques that bypass MFA by targeting sessions rather than credentials. Every technique is taught with a heavy emphasis on OPSEC, detection tradeoffs, and realistic constraints. Privilege escalation, lateral movement, and persistence form the next major pillar of the course. Students learn how to perform reconnaissance in a way that avoids common EDR detections, adapt popular tooling for stealth, and leverage Windows internals such as tokens, COM, WMI, and the Windows loader to escalate privileges and move laterally. The course addresses modern challenges like LSASS protections, Credential Guard, UAC, and hardened enterprise configurations, showing how attackers adapt rather than rely on outdated or noisy techniques.
Persistence is treated as an operational problem, not a checklist, with a focus on methods that blend into normal enterprise workflows and survive defensive scrutiny.
As organizations increasingly operate hybrid environments, SEC665 places significant emphasis on cloud and identity-based attacks. Students explore Entra ID, OAuth, and OpenID Connect, learning how token abuse enables lateral movement in cloud environments and pivots back into on-prem networks. The course covers evasion of Network Detection and Response (NDR), modification of impacket tooling for stealth, exploitation of Active Directory Certificate Services, and attacks against CI/CD pipelines and DevOps infrastructure that can lead to large-scale compromise or “continuous infection.”
A defining feature of SEC665 is its focus on red team research and development. Students learn how to analyze endpoint and network defenses, understand how EDR products generate telemetry, and develop custom tooling to evade those controls. Advanced .NET tradecraft is covered in depth, including AMSI and ETW bypasses, AppDomain injection, runtime patching, and automated obfuscation pipelines. Students also build and refine Beacon Object Files (BOFs), learning when and why low-level tooling provides advantages over higher-level frameworks, and how to safely research and test new capabilities before operational use.
The course culminates with an in-depth exploration of the Windows kernel from a red team perspective. Students gain hands-on experience with kernel debugging, EDR kernel components, callbacks, minifilters, and driver exploitation. This section demystifies how modern EDRs operate below user mode and teaches students how to identify blind spots, reverse engineer defensive components, and understand the risks and rewards of kernel-level tradecraft.
On the final day, students apply everything they’ve learned during a realistic capture-the-flag exercise. Operating against a hardened environment, they must gain access, escalate privileges, pivot across systems, and achieve objectives while minimizing detection. The CTF reinforces not just technical skill, but decision-making, tradeoffs, and campaign-level thinking expected of advanced red team operators.
SEC665 is built for professionals who need more than incremental improvements. It is for red teamers operating in DoD, intelligence, and enterprise environments who must stay ahead of modern defenses, continuously adapt their tradecraft, and simulate the capabilities of advanced adversaries with precision and discipline.


Jonathan Reiter teaches advanced red team operations and Windows implant development through hands-on labs grounded in real-world experience.
Read more about Jonathan Reiter

Kevin is a seasoned red team professional experienced in running attack simulations across different industries, including finance, retail, manufacturing, and energy sectors. His focus is to develop offensive capabilities and tooling for engagements. Kevin is the author of SEC665: Advanced Red Team Operations.
Read more about Kevin Ott

Karim brings 15+ years of hands-on offensive security experience, leading high-level teams across government and Fortune 500 environments. A SEC665 co-author and instructor for SEC565 and SEC588, he blends real-world insight with elite expertise.
Read more about Karim LaljiExplore the course syllabus below to view the full range of topics covered in SEC665: Advanced Red Team Operations.
This module covers various topics required to build a successful initial access campaign for covert red team operations. From creating the infrastructure to building evasive payloads and delivery techniques, students will learn how to properly weaponize payloads for initial access.
Overview
As it stands, getting initial access is among the most challenging domains of red teaming. Organizations are investing hundreds of thousands, if not millions, into their security programs, aiming to prevent the very thing we are trying to achieve. This may seem daunting at first, but still, red teaming is here to stay. There are no perfect systems, and our job as red teamers is to find and exploit the weaknesses in the organization's defenses to gain access. In this chapter, we’ll look into the steps necessary to ultimately gain access to even mature organizations. Covering aspects of unattributable infrastructure, designing and building evasive payloads, techniques to smuggle the payload through advanced defenses, and designing effective phishing campaigns for an initial foothold. We’ll also cover how to enumerate the environment. After all, we want to keep our access for a while.
Focus then lies on creating convincing social engineering and phishing campaigns, bringing home the sought after access. The module is concluded with a deep dive into reconnaissance technique avoid losing that well-deserved access
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This section covers advanced lateral movement techniques in modern environments as a follow-on from topics covered in intermediate red team operations courses. Focus areas include credential attacks against hardened systems, Windows authentication protocols, relays over C2, OPSEC-focused stealth lateral movement, EDR architecture, telemetry, and evasion.
Overview
Students will explore advanced lateral movement techniques with a focus on OPSEC awareness. Topics include credential attacks in hardened environments, relaying credentials over C2, authentication and ticketing attacks in Windows, including cross-forest trusts, advanced lateral movement techniques with COM/DCOM/WMI, modifying existing tool functionality to enhance stealth, and OPSEC-enhanced approaches to working with known methods such as SCM. Additionally, students will learn about different types of DLL injection, Windows access tokens, bypassing UAC, EDR architecture, telemetry sources, and user-mode security product evasion.
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Section 3 introduces lesser-known techniques to achieve persistence on a compromised endpoint, cloud initial access, and lateral movement and attacks on AD CS and Configuration Manager (formerly known as SCCM). Students will understand how to leverage CI/CD pipelines to reach their objectives.
Overview
This section covers different methods of persistence. While we expose parts of our toolkit by dropping it to disk to establish persistence, it is a necessary evil to keep our access even across reboot. With this section, students learn which techniques work to limit the chance of detection and, therefore, potential exposure of dropped payloads. Next, students will be introduced to Microsoft Entra ID and the underlying authentication mechanisms. As a popular cloud-based identity provider, Entra ID is a high-value target potentially providing access to critical business applications. The sections cover the foundations of authentication and tokens in Entra ID, different attacks to gain initial access and escalate privileges, as well as vectors to pivot from cloud back to on-premise systems. The last two modules of the day cover both Active Directory Certificate Services and Configuration Manager (ConfigMgr, a.k.a SCCM). The section is concluded with a closer on how the red team can take advantage of improperly secured CI/CD pipelines.
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This section focuses on advanced red team engineering and R&D, teaching operators to research defenses, master .NET tradecraft, obfuscation, develop BOFs, and discover novel persistence mechanisms.
Overview
This section empowers seasoned red team operators with structured research and development capabilities essential for staying ahead of evolving defenses. Students gain deep insight into modern defensive stacks, master advanced .NET techniques for evasion, obfuscation pipelines (including cutting-edge LLM-based methods), and develop custom Beacon Object Files (BOFs) from basic proofs-of-concept to highly stealthy implementations. The section also covers systematic discovery of novel persistence mechanisms using tools like ProcMon, COM hijacking, and UAC bypass research, fostering an independent R&D mindset critical for long-term operational success.
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Explore Windows kernel internals from a red team perspective, including EDR drivers, kernel callbacks, minifilters, and driver exploitation, to understand how modern defenses operate below user mode and where blind spots and evasion opportunities exist.
Overview
This advanced section dives into the Windows kernel, equipping experienced red team operators with the knowledge and skills to understand, analyze, and responsibly interact with kernel-level components. Students explore how modern EDR solutions hook into the kernel for monitoring and protection, identify callback registrations and communication mechanisms, reverse engineer driver behavior, discover blind spots, and learn techniques for evading or bypassing these defenses. The focus is on research-driven tradecraft, including kernel debugging, symbol analysis, and practical exploitation of drivers—all while emphasizing ethical, controlled approaches essential for simulating sophisticated adversaries.
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In this self-paced CTF operation, you are part of the Einherjar Red Team, Midgard’s chosen warriors. You must journey from Midgard to Asgard through the Nine Realms as you gain access, establish persistence, move laterally, and exploit weaknesses along the way. Only the most valiant few will recover the sacred knowledge of the gods and ascend to Asgard.
For the In-person and Live Online formats, the CTF will start at the end of day 1 and conclude at the end of the last day of class, allowing students to keep momentum in applying lessons learned from each day.
For the OnDemand format, the student already has the option to start the CTF anytime throughout the course.
Important! Bring your own system configured according to these instructions.
To fully participate in the hands-on labs and exercises in SEC665, students must bring a personal laptop meeting the following minimum specifications:
Please ensure your system is fully updated and virtualization support (VT-x/AMD-V) is enabled in BIOS/UEFI before arriving. A compatible setup is essential for completing the extensive virtual lab environments used throughout the course.
If you have additional questions about the laptop specifications, please contact customer service.
Security professionals who are interested in developing their red team skills and becoming advanced Red Team Operators. Students who have taken SEC565, SEC599, SEC699, etc. Red Teamers in the private sector who are looking to expand the effectiveness of their teams, and operators in the government sector to include DoD customers, military cyber units, Intel Community, etc.
Job titles: Red Team Operator, Penetration Tester, Purple Team Operator, Red Team Developer, etc.
Students should understand foundational red teaming concepts and processes. Students who have completed a foundational course on red teaming (SANS SEC565, SpectreOps, CRTO) or have been working as a red team operator for a few years will have the proper skillset to take SEC665.
SEC665 is part of SANS’s Offensive Operations curriculum. Alongside SEC665, SANS also offers SEC565, a foundational red team course, and SEC670, which focuses on Windows tool development for red team operations.
Other specialized areas within the Offensive Operations curriculum include pen testing and cloud, specialized penetration testing, and purple team.
As organizations get more sophisticated and harden their security posture, red teams need to evolve their skillset to keep up with the advanced capabilities adversaries use to compromise target environments. This advanced six-day course addresses that challenge head-on, equipping red teamers with the skills needed to stealthily penetrate hardened environments, evade modern EDR/NDR defenses, and escalate privileges in complex on-prem and cloud scenarios. By exploring everything from covert infrastructure setup and AiTM phishing to kernel driver exploitation, participants gain a powerful toolkit to simulate the tactics of advanced adversaries.
Security professionals who are interested in developing their red team skills and becoming advanced Red Team Operators. Students who have taken SEC565, SEC599, SEC699, etc. Red Teamers in the private sector who are looking to expand the effectiveness of their teams, and operators in the government sector to include DoD customers, military cyber units, Intel Community, etc.
In this fairly recent job position, you have a keen understanding of both how cybersecurity defenses (“Blue Team”) work and how adversaries operate (“Red Team”). During your day-today activities, you will organize and automate emulation of adversary techniques, highlight possible new log sources and use cases that help increase the detection coverage of the SOC, and propose security controls to improve resilience against the techniques. You will also work to help coordinate effective communication between traditional defensive and offensive roles.
Explore learning pathAssess the effectiveness of security controls, reveals and utilise cybersecurity vulnerabilities, assessing their criticality if exploited by threat actors.
Explore learning pathPerformance of authorised tests to identify vulnerabilities in networks, applications, and systems. Findings support remediation planning and risk reduction across the enterprise.
Explore learning pathMonitor and analyze activity across cloud environments, proactively detect and assess threats, and implement preventive controls and targeted defenses to protect critical business systems and data.
Explore learning pathThe course was valuable because it focuses on operations like a real adversary with great resources so far, addressing the OPSEC and decision making is important in red teaming and understanding the perspective behind the actions, not just how. The labs are great, they are kind of tied to each other, which provided a great experience.
I am really enjoying the level of depth in topics covered, and the emphasis on real-world implementations, and what considerations should be taken into account. Team has been doing a great job both with course content and teaching/presentation.
I think you guys have absolutely done it with this course. This is one that I will heavily recommend others to take annually, or rather, anytime updated. The wealth of knowledge today was unreal.
Excellent instructors, Jon, Karin and Kevin. real professionals and grounded with real experience. I appreciated the ability to explain complex topics in an understandable way without making them feel simplified and sharing great content with us.

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