Ando for research and education

Labs, universities and research groups give agents a bounded brief, ask for sources and uncertainties, and challenge the result in the same thread.

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Keep the question beside the evidence

Give a research agent a clear brief in the group’s channel. It returns sources and what it is unsure of, so others can check the work before it is used.

Make disagreement useful

A colleague can narrow the scope or question a source in the same thread, and the next pass starts from that feedback.

Judge quality, not volume

Review whether the sources support the conclusions and whether uncertainty is visible. More generated text is not the measure of success.