Reports

• Production RAG/Sep 26, 2026/8 min read

  Build Decisions for Agentic RAG Across Heterogeneous SQL Schemas

  The demo impressed stakeholders, but the quiet cost of maintaining custom logic across eleven distinct SQL schemas is already accruing.

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• Production RAG/Sep 21, 2026/7 min read

  Knowledge Refresh for Production RAG: when nightly batches leave answers stale

  Policy changed this morning; the model still cites yesterday's embedding.

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• Production RAG/Sep 15, 2026/6 min read

  Efficient Production RAG Integration

  After a promising demo, hidden latency and missed answers quickly erode user trust.

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• Production RAG/Sep 11, 2026/7 min read

  Efficient AI System Production

  Users see a noticeable pause between typing a query and receiving the first token.

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• Production RAG/Sep 11, 2026/7 min read

  Feedback Loop Amplification in Autonomous AI

  On real traffic, hidden costs show up as latency spikes and runaway compute.

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• Production RAG/Jun 22, 2026/7 min read

  Tenant isolation for multi-tenant RAG: ACLs that survive multi-hop retrieval

  Tenant isolation at the index level means partitioning the vector store into dedicated namespaces per tenant.

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• Production RAG/Jun 15, 2026/7 min read

  Agentic RAG ACLs: why single-query filters fail on multi-hop retrieval

  Each hop looks authorized until the agent stitches three fragments into a document nobody should see whole.

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• Production RAG/Jun 1, 2026/7 min read

  GraphRAG when vector search is not enough: relational questions need structure

  Nearest neighbors find similar paragraphs; they do not reliably answer who owns what across a changing org graph.

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Showing 8 of 17 reports