How Often to Reindex, and What Breaks When You Forget
Stale indexes give confident wrong answers. How to set reindexing frequency by document tier, and what breaks when a sync run falls behind.
An Internal Documentation Assistant for Onboarding New People
A retrieval augmented AI assistant answers new joiners' questions from your own documents, with a visible source for every answer. How to build one.
RAG in Customer Support: From First Answer to Human Handover
How to ground support answers in your own help center content, design the first reply, and hand over to a human before retrieval fails the customer.
Access Control in a Document Assistant: Who Sees Which File
How to enforce permissions in a RAG document assistant: ingestion, query-time and post-retrieval filtering, and how to model ACLs as chunk metadata.
On-Premise RAG: What You Give Up and What You Get Back
On-premise RAG keeps documents, index, embeddings and inference inside your boundary. What you lose in model choice, and what you gain in control.
Keeping a Knowledge Base Current Without a Full-Time Editor
How to keep a retrieval assistant's source documents fresh without hiring a full-time editor: spot rot, use usage data, and share the maintenance load.
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