2026-05-07 –, IFEN room 2, Workshops and AI Security Village (Building D)
In the original Matrix movie, Neo learned Kung Fu through an upload. Imagine if your ML could learn the same way. That's what a pickle file does for ML - "I KNOW KUNG FU" or whatever was in the file that was supposed to be "learned" by your ML model.
What if there was a plot twist where Agent Smith tampered with the Kung Fu module so that it included a fun "bonus" lesson that "taught" Neo to call Agent Smith every time he was trying to find an exit?
That's what's happening in Pickle Files, and that's the setup for ML and AI.
This talk will step through the threat, some examples, and emerging detection capabilities. You will KNOW Kung Fu when it's over.
In The Matrix, Neo learns Kung Fu through an upload. In ML, pickle files let models 'learn' similarly. But what if Agent Smith tampered with the module? That's what's happening in pickle files—malicious code can sneak in. This talk covers the threat and detection techniques. You’ll KNOW Kung Fu!
At ReversingLabs, I work with customers and partners across Europe to implement scalable, intelligence-driven solutions that address the growing challenges of modern software development and supply-chain integrity. My work covers areas such as Software Bill of Materials (SBOM) management, malware analysis, and advanced file and binary inspection.
I’m passionate about translating complex cybersecurity topics into clear, actionable strategies that align with business goals. I focus on turning cybersecurity from a reactive defense into a proactive enabler of innovation. I also enjoy engaging in conversations about the evolving threat landscape, the future of software trust, and how automation and AI can strengthen cyber defense.
My goal is to help organizations build not just safer software, but stronger security cultures, where transparency, collaboration, and continuous improvement are at the center of every initiative.
I’m a technical sales engineer and cybersecurity professional specializing in software supply-chain security, threat intelligence, and risk management. Based in Moormerland, Germany, I combine deep technical expertise with a strategic, customer-focused approach to help organizations gain visibility, reduce risk, and strengthen resilience across their software ecosystems.
At ReversingLabs, I work with customers and partners across Europe to implement scalable, intelligence-driven solutions that address the growing challenges of modern software development and supply-chain integrity. My work covers areas such as Software Bill of Materials (SBOM) management, malware analysis, and advanced file and binary inspection.
I’m passionate about translating complex cybersecurity topics into clear, actionable strategies that align with business goals. I focus on turning cybersecurity from a reactive defense into a proactive enabler of innovation. I also enjoy engaging in conversations about the evolving threat landscape, the future of software trust, and how automation and AI can strengthen cyber defense.
My goal is to help organizations build not just safer software, but stronger security cultures, where transparency, collaboration, and continuous improvement are at the center of every initiative.