LangChain Meetup - Day in the life of a token in the European cloud: AI on sovereign infrastructure

An evening with evroc’s AI team on how they actually build with AI on sovereign European infrastructure: the tools in their chain, where AI genuinely speeds things up, where it gets in the way, and the guardrails that let a small team ship fast on high-stakes systems. William Blomqvist, Deployed Engineer at Lang Chain, will explore how agents can continuously improve across three core components: the model, harness, and context. He'll explain how each component can evolve over time and why traces and evals are foundational to that process. He'll also discuss what makes evaluating agents challenging and how red teaming helps uncover mistakes early.