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How do you trust a system when you don't know how it will fail? In this extract, Chris Jefferson, Co-Founder of Advai, explains the critical necessity of identifying AI failure modes to enable true enterprise adoption. Advai specializes in "red teaming" and adversarial AI to stress test systems across language, computer vision, and audio domains before they can go rogue in production. As an industry expert with a background in financial services and a co-founding team spanning government and academic research, Chris provides a unique perspective on the "scaffolding" required for trusted AI. He argues that the true barrier to AI adoption isn't just a lack of capability, but a lack of quantified reliability. Key Discussion Points: 🔍 Identifying Failure Modes: Why Advai focuses on how and why AI systems break to build long-term trust and reliability. 🛡️ AI Red Teaming: The process of deliberately probing LLMs and computer vision models for vulnerabilities like prompt injection and persona switching. 📈 Beyond the Hype: Transitioning from "vibe coding" to industrialized, high-accuracy systems that enterprises can actually depend on. 💡 Go Deeper: If you enjoyed Chris Jefferson’s insights on AI failure modes, check out our session with Dominik Pezzei on leveraging AI for complex engineering in the construction industry here: • Automating Building Engineering with AI: D... (https://www.google.com/search?q=https...) About the Guest:Chris Jefferson is the Co-Founder of Advai, a London-based startup that enables the adoption of trusted AI by identifying and mitigating system limitations through adversarial stress testing. About Aulium:Aulium is a video show dedicated to Innovation and Private Capital. Hosts Thomas Viguier and Markus Perkumas interview industry leaders to uncover the mechanics of European tech ecosystems, M&A strategies, and the future of investing. Connect with us:➡ Follow Aulium on LinkedIn: / aulium➡ Thomas Viguier: / ➡ Markus Perkumas: / markusperkumas #privatecapital #innovation #AI #aulium #Advai