Production RAG7 min read
Knowledge Refresh for Production RAG: when nightly batches leave answers stale
Policy changed this morning; the model still cites yesterday's embedding.
Read reportLong-form writing for teams who inherit production AI: what breaks after the demo, what to measure, and how to leave the system operable.
17 reports for RAG
Production RAG7 min read
Policy changed this morning; the model still cites yesterday's embedding.
Read reportProduction RAG6 min read
After a promising demo, hidden latency and missed answers quickly erode user trust.
Read reportEnterprise AI6 min read
Autonomous agents look strong in demos, yet the cost of stitching them together shows up later as downtime and rollback cycles.
Read reportProduction RAG7 min read
Users see a noticeable pause between typing a query and receiving the first token.
Read reportProduction RAG7 min read
On real traffic, hidden costs show up as latency spikes and runaway compute.
Read reportProduction RAG7 min read
Tenant isolation at the index level means partitioning the vector store into dedicated namespaces per tenant.
Read reportProduction RAG7 min read
Each hop looks authorized until the agent stitches three fragments into a document nobody should see whole.
Read reportProduction RAG7 min read
Nearest neighbors find similar paragraphs; they do not reliably answer who owns what across a changing org graph.
Read reportShowing 8 of 17 reports