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
Achieve a holistic approach to defensible security architecture for the AI era. Engineer Zero Trust architectures across networks, applications, data, identity, and AI-assisted enforcement.
I would highly recommend this for any business and organization […] to fully understand why this attitude of Zero Trust needs to be taken into consideration. This course covers areas that CISSP or Sec+ would not.
SEC530 teaches practical security architecture and engineering for the AI era, helping you design and build stronger prevention, detection, and response capabilities by leveraging your existing infrastructure like next-gen firewalls, SIEM, identity platforms, cloud controls, routers, switches, IDS/IPS, WAF, proxies, encryption, PKI, and Microsoft Entra ID, among others.


Ismael is a Senior SANS Instructor and Arctic Wolf VP. Author of SEC530 and a prestigious GSE-certified expert, he blends decades of SOC, threat research, and community contributions to equip defenders with resilient, adversary-aware strategies.
Read more about Ismael ValenzuelaExplore the course syllabus below to view the full range of topics covered in SEC530: Defensible Security Architecture and Engineering: Implementing Zero Trust for the Hybrid Enterprise.
Section 1 establishes the architecture method used throughout SEC530. It introduces defensible security architecture, the DARIOM lifecycle, Time-Based Security, MITRE ATT&CK threat modeling, and the Zero Trust journey grounded in NSA ZIG. Hands-on work covers Layer 2 controls, flow data, OCSF normalization, & behavioral baselining for AI-era visibility.
Section 2 focuses on the network architecture layer: hardened edge devices, router and switch security, IPv6, segmentation, NAC, and identity-based access control. Drawing on Volt Typhoon & Salt Typhoon threat models, students engineer Zero Trust enforcement points and connect traditional network engineering to SD-WAN, SSE, ZTNA, SASE, and microsegmentation.
Section 3 builds network-centric visibility & secure access architecture. It covers NGFW design, NDR/NSM placement, Security Onion, Zeek, Suricata, proxies, email security, ZTNA, SASE, mTLS, PKI, TLS inspection, and post-quantum encryption. The section emphasizes control placement, signal collection, & visibility as traffic encrypts across AI-era workflows.
Section 4 shifts the architecture toward applications, APIs, data, and workloads. It covers WAAP, WAFs, API gateways, RASP, database security, data discovery, encryption, DLP, DSPM, MDM, and privileged access. The section connects data controls to Zero Trust enforcement and addresses AI data security and exfiltration challenges from generative AI.
Section 5 brings the architecture together through identity-centered design, telemetry, and enforcement. It covers NSA ZIG, OAuth and token abuse, Silk Typhoon-style identity attacks, ITDR, OCSF normalization, LangGraph agentic orchestration, and deception. Students learn to use AI responsibly while controlling agent identity and human-in-the-loop gates.
Section 6 is the capstone challenge. Apply SEC530 architecture and engineering techniques in an immersive Secure the Flag environment. Assess, design, harden, validate, and defend Tyrell Corporation systems using controls and thinking patterns built throughout the course, including Zero Trust, visibility, identity, and enforcement concepts.
This role uses cybersecurity tools to protect information, systems and networks from cyber threats. Find the SANS courses that map to the Protection SCyWF Work Role.
Explore learning pathThis role conducts conducts cybersecurity research and development. Find the SANS courses that map to the Cybersecurity Research & Development SCyWF Work Role.
Explore learning pathPlans and designs security-by-design solutions (infrastructures, systems, assets, software, hardware and services) and cybersecurity controls.
Explore learning pathDesign, implement, and tune an effective combination of network-centric and data-centric controls to balance prevention, detection, and response. Security architects and engineers are capable of looking at an enterprise defense holistically and building security at every layer. They can balance business and technical requirements along with various security policies and procedures to implement defensible security architectures.
Explore learning pathResponsible for ensuring that security requirements are adequately addressed in all aspects of enterprise architecture, including reference models, segment and solution architectures, and the resulting systems that protect and support organizational mission and business processes.
Explore learning pathPlanning and design of secure, scalable, and resilient infrastructure across on-premise, cloud, and hybrid environments. Design outputs meet both current and future business needs.
Explore learning pathDeploys, configures, maintains infrastructure software and hardware to support secure and effective IT operations across organizational systems.
Explore learning pathImplements and maintains network services, including hardware and virtual systems, ensuring operational support for infrastructure platforms.
Explore learning pathEnroll your team as a group or arrange a private session for your organization. We’ll help you choose the format that fits your goals.
SEC530 is a great course for Blue Teams & Security Engineers. This is an evolution to the significance of good & practical defense approach in enterprises.
I just have to say, these labs are astonishingly well set up. They demonstrate exactly what's needed in very few steps. There's a lot of moving parts behind some of them but they are robust, and all in a small VM footprint. I've never seen any course lab environment executed so well.
This training showed how overall security posture of an organization can be improved. It helps connect the dots between different areas within security infrastructure.
SEC530 teaches you to defend and put mechanisms in place to secure the environment. The real life scenarios and examples were priceless.

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