Ml Production Engineer — Origination Decisions

About the teamThe Origination Decisions team builds and operates the machine-learning-powered system that decides whether to approve loan applications and under which conditions.The team is small (4 people) and every member owns a vertical slice of the product end-to-end — from data pipelines through model training to production deployment — for a subset of lending products.You will therefore not only lead improvements in your area of expertise, but also regularly use the full stack as an end-user, giving you first‐hand insight into what works and what doesn't.The roleYou will own the production lifecycle of our ML-based decision services: deploying them reliably, monitoring them continuously, and making them easy to evolve.This is not a traditional DevOps or SRE role.You need to understand how machine‐learning systems fail — silently degrading predictions, distribution shifts, broken upstream schemas that subtly bias features — and design safeguards that catch these issues before t...