Getting an agentic system working in a notebook is one problem. Keeping it working in a production financial environment, where data is inconsistent, latency matters, and a wrong output carries real consequences, is a different one entirely. This session unpacks what that transition actually looks like, the architectural decisions that don't survive contact with real environments, the organisational friction nobody plans for, and what separates teams that are shipping from teams still cycling through proofs of concept. If you are moving an agentic system from proof of concept into live financial workflows, this one is for you.