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Knowledge ingestion

3 stories

Stories

  • Why Your AI Chatbot Gives Outdated Answers (And How to Fix the Sync)

    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.

    Owlish Blog9 min read
  • How to Keep Your AI Support Knowledge Base Up to Date

    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…

    Owlish Blog9 min read

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