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The answer is not a tag cloud or reminder queue. A useful expert system retrieves what each expert actually says, gives a direct recommendation, shows the evidence, and turns it into the next action.
The expert answer starts with incentives. If the system rewards the wrong behavior, AI will make the wrong behavior cheaper, faster, and harder to notice.
The council answer is to reduce effort and time-to-value before adding features. The product should give one obvious useful answer fast.
Start with the repeatable technique, explain what success looks like, and give the cook permission to practice without panic.