As AI systems move beyond controlled environments into networks, infrastructure, and physical systems, they face adversarial conditions and unpredictable real-world behaviour. Explore what it takes to maintain trust in AI once it operates in the wild, where visibility is limited, threats are active, and outcomes cannot be fully predicted. From cybersecurity to sensing and system resilience, this talk examines how control breaks down outside the lab. When AI leaves the lab, how do we keep trusting what it does?

The way we talk about AI agents, you would expect them to be everywhere. But so far, there are a surprising lack of use cases at the enterprise level. This roundtable discussion will focus on why agent infrastructure is more complex than simply turning on OpenClaw, the value of combining LLMs and agents with non-AI tools, and how to think about agent security. ** Please note: Space is limited to 19 seats and is available on a first-come, first-served basis. We recommend arriving early to secure your spot. **