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Citation faithfulness in on-device research agents is primarily driven by how much of each source is seen, not by the quality of the sources themselves.
Distilling a reasoning model into a compact on-device version recovers significant summary quality while drastically reducing processing time from 39 seconds to just 0.8 seconds per article.