SEC536: Adversarial AI - Penetration Testing AI Systems


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Contact UsAI is moving faster than most organisations can secure it. SANS is the world's most trusted cybersecurity training provider. Our AI curriculum equips Singapore teams with the capability to defend, deploy, and govern AI with confidence before your most dangerous attack surface. 8 AI-focused courses and live training delivered in Asia Pacific by world-class instructors.

of organization report AI is reshaping their team composition
of organisations have an organisation-wide AI Security and Governance policy
SANS training enables 4.2x faster threat detections*
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Whether your focus is securing AI at its core, operational integration, or leading AI adoption with confidence, SANS has the course that fits.
Embedding safeguards into models, data pipelines, and agentic workflows to prevent adversarial manipulation, data leakage, and unintended behaviors before they can impact the business. Featured Courses SEC545 SEC495 SEC411

Integrating AI-enabled workflows across SOC operations and equipping teams to accelerate defensive capabilities without losing visibility, control, or alignment with established security practices. Featured Courses SEC595 SEC598 SEC535 FOR563

Driving research, compliance, and policy readiness to ensure AI is adopted securely, ethically, and at scale across business and technical environments. Featured Courses LDR512 LDR514

5–10 Oct · Jason Ostrom SANS October Singapore
16–21 Nov · Christopher Crowley SANS November Singapore
Feb 22 - 26 · Viswanath Chirravuri SANS Secure Singapore 2027
Feb 22 - 23 · Chris Elgee SANS Secure Singapore 2027
Mar 1 - 3 · Foster Nethercott SANS Secure Singapore 2027
Mar 4 - 6 · Foster Nethercott SANS Secure Singapore 2027


Chris Crowley, SANS Senior Instructor and SOC consultant, combines 25 years of cyber operations leadership and AI expertise to train defenders to detect, analyze, and respond to modern threats with clarity, confidence, and hands-on precision.
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Ahmed AbuGharbia, SANS Instructor and SEC545 author, helps practitioners secure generative AI systems by identifying risks, understanding model behavior, and applying practical security controls.
Learn moreJason Ostrom has revolutionized cybersecurity by developing open-source tools like PurpleCloud and Automated Emulation, enabling scalable adversary emulation in cloud environments.
Learn moreThe experience was very valuable. It combined clear explanations with practical exercises, making complex topics easy to understand and apply. I especially enjoyed the hands-on labs and the instructor’s effective teaching style.
AI is already changing how attackers operate and how defenders respond. Stay ahead with insights from SANS instructors and real-world practitioners.
This talk will look at how attackers are actually making use of artificial intelligence to attack organizations through social engineering attacks, and what organizations can do to try and actually address these threats.
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The SANS Draft Critical AI Security Guidelines v1.1 outlines how enterprises can implement AI securely and effectively using a risk-based approach.
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This webcast is built on insights from one of our most anticipated cybersecurity surveys of the year—offering an in-depth look at how the community is adopting, adapting to, and defending against artificial intelligence in all its forms.
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Talk to SANS about equipping your team with the skills to secure AI at scale.