A seemingly easy solution to the problem of system-wide failure is to encourage diversity in the prediction machines you deploy. This will reduce the security risks, but at the cost of reduced performance. It might also increase the risk of incidental smaller failures due to a lack of standardization. Just as in biodiversity, the diversity of prediction machines involves a trade-off between individual and system-level outcomes.
