SEC536: Adversarial AI - Penetration Testing AI Systems


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Contact UsKey findings:
The paper finds a persistent gap between how much organizations depend on cloud-based security controls and how prepared they are for those controls to fail. Most enterprises lack failover mechanisms, multicloud redundancy, or offline fallback options for critical functions like IAM, threat detection, and secure web gateways, even as the financial and operational cost of downtime continues to climb. Regulatory pressure from frameworks like DORA, NIST 800-53, and CISA's cloud resilience guidance is pushing this from a best practice into a compliance requirement. This white paper synthesizes third-party industry research and documented cloud outages from 2022 through 2025 rather than an original SANS survey. Cited data sources include Gartner, Veritis, Queue-IT, and the Carnegie Endowment for International Peace.
Gartner reports that through 2025, 99% of cloud security failures will result from human error, underscoring the need for better training and access controls.
According to polls collated by Queue-IT, 93% of enterprises report downtime costs exceeding $300,000 per hour.
In 2025, 47% of all data breaches targeted cloud-based systems, a 5% increase over the previous year.
No — as of late 2022, approximately 90% of cybersecurity risks remained uninsured, highlighting a significant gap in risk management.
Notable outages include the Zscaler outage in October 2022 (nearly four hours), the AWS Kinesis disruption in July 2024 (nearly seven hours), the Microsoft Azure OpenAI outage in July 2024 (over 20 hours), and the Cloudflare service interruption in February 2025 (59 minutes).


Cybersecurity leader Dave Shackleford combines decades of enterprise defense, cloud security, and hands-on consulting experience to help students master real-world security operations and modern threat defense.
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