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Rootconf 2025 Annual Conference - 16th and 17th May

On platforms, distributed data systems & security

Deepam Kanjani

@deepamkanjani

AI Threat Modeling Gone Rogue: Protecting Security from Semantic Drift

Submitted Apr 1, 2025

In the session, we’ll delve into the critical topic of AI-based threat modelling. You’ll gain valuable insights into how seemingly minor semantic drifts and manipulated inputs can drastically alter the effectiveness of your cybersecurity defences. This knowledge will be instrumental in protecting your systems from sophisticated attacks.

You’ll leave this talk with practical strategies, such as contextual validation layers and adversarial prompt testing (a technique to test the robustness of AI models against adversarial attacks), to secure your AI threat modelling environments from these sophisticated attacks. Learn to continuously calibrate and validate your AI models to maintain trust and accuracy.

Key Takeaways:

  • Techniques to identify and mitigate semantic drift vulnerabilities.
  • Practical strategies to strengthen AI-driven threat modelling processes are within your reach.

This session will equip you with the knowledge and tools to proactively detect and mitigate these subtle but impactful threats, empowering you to safeguard your software delivery pipelines.

Audience Beneficial For: Your role as a security architect, threat modeling specialist, AI security engineer, or cybersecurity leader is crucial in securely integrating AI-driven solutions into your security workflows. This session is designed to provide you with the knowledge and tools you need to succeed in this important task.

Deepam Kanjani is a cybersecurity leader and author, currently a Senior Product Security Manager at Atlassian. He specializes in building secure and scalable cybersecurity programs, and actively researches and speaks on AI security and threat modeling best practices.

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