Slow risk and late alarms: reading the cash before it harms
A full borrower-risk system read from one balance snapshot: metrics, weights, alerts, rollout and the feedback loop that keeps it honest.
What I shipped, what broke, and what I would do differently. Short pieces, written as things happen.