SEC536: Adversarial AI - Penetration Testing AI Systems


Overview
Every organization operates under the same reality: not every attack will be prevented, so detection depends on understanding how the network communicates. This section establishes defensible network architecture, then builds fluency in protocols and packet analysis, including writing custom tcpdump filters to isolate traffic of interest rather than relying on default captures. DNS architecture receives dedicated attention because DNS remains one of the most consistently abused protocols in modern intrusions, and understanding it is foundational to the DNS threat hunting introduced later in the course. NDR data sources and the practical issues analysts face in NDR/NSM programs round out the network-focused portion of this section, before extending into virtualization and cloud essentials, including software supply chain security, and closing with wireless network security, one of the most pervasive and least understood parts of most organizations' infrastructure.
Topic Details
Labs
Overview
The section opens with information assurance: the foundational commitment to protecting the confidentiality, integrity, and availability of organizational systems. These properties are what adversaries specifically target, and understanding how large-scale threats attack each one makes the rest of this section actionable rather than theoretical. Identity and access management follows directly, since IAM is increasingly the security perimeter for cloud-based systems. Passwords remain the dominant authentication factor despite years of effort to move beyond them, and credential theft remains one of the most common entry points for attackers, so this module covers modern authentication methods, password security, and the role of IAM in a cloud-first environment. From there, the section turns to the frameworks that structure defensive decision-making: the CIS Controls, the NIST Cybersecurity Framework, and the MITRE ATT&CK knowledge base. Network defensibility then returns to focus through data loss prevention, examining how sensitive data moves and what controls reduce that risk in transit and at rest. Mobile devices close the section as a deliberate final statement about the scope of modern defense-in-depth. BYOD and MDM are examined as the practical intersection of individual convenience and organizational risk.
Topics covered
Labs
Overview
Every compromise begins somewhere, and this section traces the full arc from vulnerability to response. It opens with vulnerability assessments and penetration testing, then examines modern attacks and malicious software with real-world examples of compromise. Web application security receives dedicated attention given the scale of risk web applications introduce. Security operations and log management address what happens after a foothold is gained: adversaries who gain access do not stop moving, and logging is the detection infrastructure that makes that movement visible. DNS threat hunting extends this detection focus directly into DNS traffic, where a meaningful share of command-and-control and exfiltration activity hides in plain sight. The section closes with digital forensics and incident response, the structured methodology for handling a compromise once it is found.
Topics covered
Labs
Overview
There is no single technology that guarantees complete security, but cryptography addresses more security challenges than almost any other, when it is deployed correctly. This section opens with cryptographic concepts, algorithms, and deployment, then moves into applying cryptography to protect data in transit and at rest. The second half shifts to prevention and detection technologies at the network and endpoint level, including firewalls and intrusion prevention and detection systems. Network security monitoring tools such as Snort3 and Zeek are examined directly, including how they surface the presence of adversary emulation frameworks such as Cobalt Strike inside network traffic, a capability that sits at the center of the Network Analyst's detection role.
Topics covered
Labs
Overview
The Windows ecosystem has expanded well beyond simple desktop workgroups, now spanning on-premises Active Directory, Azure, PowerShell, Microsoft 365, Hyper-V, and more. This section builds a solid foundation in Windows security architecture, including Windows as a Service and the patch and update mechanisms that keep a modern Windows environment current. Access controls receive dedicated attention: NTFS and Active Directory permissions, privileges, and where implementation fails to match intent, along with BitLocker and hardware-based protections. Enforcing security configurations at scale follows, using Group Policy Objects and security templates to apply controls consistently across an environment. From there, the section shifts into Microsoft Azure, where many familiar on-premises concepts have direct cloud equivalents that behave, and fail, differently. Advanced authentication attacks are examined directly, connecting the access control discussion to the techniques adversaries use to defeat it. The section closes with scripting, automation, logging, and auditing, since manual administration does not scale to enterprise Windows environments, and PowerShell is the tool that closes that gap.
Topics covered
Labs
Overview
Linux systems are often fewer in number than Windows systems in a given environment, but they are frequently the most critical: database servers, web servers, and cloud infrastructure components disproportionately run on Linux. This section opens with Linux fundamentals and the command line, providing foundational grounding for those newer to the platform alongside practical guidance for administrators who manage it daily. Containers enter the discussion because Linux is where they were born. Built on the principle of minimization, containers offer deployment flexibility that has made them central to modern cloud computing, and this module examines what they represent for information security, what they do not, and how to manage them with appropriate security discipline. The section then extends into Linux security enhancements and infrastructure, including hardening, logging, and the utilities that extend what Linux provides by default. macOS closes the section with a review of its native security features and the genuine limitations that come with them, built on its UNIX foundation.
Topics covered
Labs
Important! Bring your own system configured according to these instructions.
If you do not carefully read and follow these instructions, you will not be able to fully participate in the hands-on exercises. Please arrive with a system meeting all specified requirements.
Back up your system before class and ensure it contains no sensitive or critical data. SANS is not responsible for your system or data.
Mandatory System Hardware Requirements
Mandatory Host Configuration and Software Requirements
Your course media is delivered via download. The media files for class can be large. Many are in the 30 GB range. 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.
MIL401N is designed for military, government, and defense personnel preparing to perform Network Analyst functions aligned to DCWF and DoD 8140 workforce requirements. The course is built for learners who need practical capability in traffic analysis, DNS and NDR/NSM threat hunting, and network-centric defensive cyber operations, not broad, general cybersecurity awareness.
You should attend if:
This training course aligns to NICE / DCWF workforce roles including:
The GIAC Security Essentials (GSEC) certification validates a practitioner's knowledge of information security beyond simple terminology and concepts. GSEC certification holders are demonstrating that they are qualified for hands-on IT systems roles with respect to security tasks.
The MIL401N course covers all the core areas of security and assumes a basic understanding of technology, networks, and security. For those who are new to the field and have no background knowledge, SEC275: Foundations - Computers, Technology and Security would be the recommended starting point. While this course is not a prerequisite for MIL401H, it does provide the introductory knowledge to help maximize the experience with MIL401H training.
MIL401N is part of a role-aligned Network Analyst workforce development pathway supporting network monitoring, DNS and NDR threat hunting, SOC operations, and defensive cyber operations aligned to DoD 8140 workforce requirements.
The course establishes the foundational operational capability required for Network Analyst roles and prepares learners for progression into more specialized network defense and monitoring training.
Depending on your operational role or workforce development pathway, recommended next steps include:
Networking Monitoring / SOC Progression
Cloud and Defensive Infrastructure
Advanced Defensive Operations
Modern cyber defense operations depend on analysts who can monitor, detect, and hunt threats within network traffic across on-premises, cloud, and hybrid environments. Those capabilities are not built through isolated technical skills alone, they require a structured operational foundation aligned to how network defense is actually performed.
MIL401N establishes that foundation by developing the core technical and analytical capabilities required for Network Analyst roles aligned to DCWF and DoD 8140 workforce requirements. The course focuses on the operational disciplines that underpin effective network defense, including capturing and analyzing network traffic at the protocol and packet level, mapping DNS architecture and hunting for malicious DNS activity, working with NDR and NSM data sources to detect intrusions, recognizing adversary tooling including command-and-control frameworks such as Cobalt Strike, applying defensive controls across Windows, Linux, cloud, and wireless environments, and supporting network-centric defensive cyber operations through structured, workflow-driven analysis.
These are the capabilities that allow organizations to build scalable network analyst readiness across SOC and cyber defense teams. Without them, advanced tooling and specialized capabilities operate without the operational foundation required to use them effectively.
Cyber defense organizations increasingly need analysts who can contribute operationally from day one, not simply understand cybersecurity concepts in theory. MIL401H is designed to build the practical monitoring, detection, investigation, and response capabilities required for Host Analyst roles aligned to DCWF 463 / DoD 8140 workforce requirements.
Here is what that means in practice:

Get feedback from the world’s best cybersecurity experts and instructors

Choose how you want to learn - online, on demand, or at our live in-person training events

Get access to our range of industry-leading courses and resources