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 shipping in production from teams still cycling through proofs of concept. Key takeaways: - Why architecture choices that work in a POC often break under production load and latency constraints - What data inconsistency actually costs an agentic pipeline once it's live - The organisational friction that slows teams down between pilot and go-live - What separates teams that get agentic systems into production from teams stuck in POC cycles If you are moving an agentic system from proof of concept into live financial workflows, this session is for you.