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Documents & hybrid retrieval

Understand what belongs in the knowledge graph and what belongs in document search.

Desktop source reviewed October 5, 2026

Two complementary knowledge sources

TierBest suited toRetrieval behavior
OKF knowledge graphReviewed rules, specifications, definitions, and relationshipsMatches structured nodes and traverses related links. Canonical context is formatted before supplementary document chunks.
Vector RAGManuals, notes, and source documentsRetrieves embedded text chunks by similarity using the configured embedding model.

The router supports hybrid, okf_only, and rag_only modes at the implementation level. These are router options, not three promised UI buttons. Retrieved context helps ground an answer; it does not guarantee that the answer is correct.

Add and query a document

  1. Configure an embedding provider and model in Models & Reasoning.
  2. Open Knowledge Base, or use the chat attachment control to add a supported text-based file.
  3. Wait for ingestion, then check the document and chunk counts.
  4. Ask a specific question and compare the answer with the original passage.

The parser handles PDFs, Markdown, text, code, JSON, CSV, and TSV. Text extraction is required; the parser does not implement OCR for scanned pages.

When a document is not found

SymptomCheck
Chat works, ingestion failsEmbedding configuration and the selected endpoint’s embedding support.
Empty or garbled PDF textWhether the source PDF contains extractable text.
Wrong or incomplete answerRetrieved passages, query specificity, and the source document; verify numerical results separately.
OKF is available but RAG is emptyOKF lexical/graph search and vector ingestion are separate paths.
Implementation sources

Paths in your AI Plate source checkout:

  • core/document-parser.ts
  • core/vector-store.ts
  • core/embedder.ts
  • core/hybrid-knowledge-router.ts
  • ui/index.html
AI Plate product & developer documentation · Static reference, no API keys collected.