In one embodiment, a device in a network maintains an information module to recommend system actions for a monitored system in the network. The information module generates recommendations using an information library database populated by one or more data sources. The device assesses behaviors of the information module and determines a review cadence for the information library database based on the assessed behaviors of the information module. The device updates the information library database according to the determined review cadence.
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