A review desk
Decide which project briefs to keep, correct or reject.
The review desk receives successive project briefs. Some are useful, some need more evidence, and some should not be used. A later brief may support a more consequential decision than the earlier ones.
Let feedback teach a small reviewer, then change the intended use and inspect which lessons still hold.
Explore the questions
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An enumerated fictional review world and deterministic learner. This is not measured human benefit or evidence that ChatGPT has learned a lasting personal skill.