2 stories
AI chatbots don't get answers wrong because the model got worse. They get answers wrong because the knowledge base moved on and nothing told the retrieval index. Here's what causes stale answers, how to catch them, and the sync mechanisms that actually fix it.
A knowledge base that was accurate at launch decays every week after — and an AI agent turns that stale content into confident, cited wrong answers. Here is a practical maintenance system: refresh cadence by volatility, source ownership, drift detection, and re-indexing that actually keeps answers…
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