In this fictional example of the proposed workflow, a scientist brings an unfamiliar result and an AI summary to an AI companion. The companion helps them trace prerequisites to concepts they already understand and work through the missing topics. Returning to the result, they examine a specific question about its evidence, assumptions or limitations. They discuss a clarification to the shared explanation, inspect its proposed wording and sources, and submit it through the proposal process. If reviewers accept it, later readers and companions can inspect and reuse it. Learning the background does not guarantee that their evaluation is correct.