Overview
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Enterprise Grade Context Verification

Grounded Document Intelligence

Upload internal PDFs, synthesize dense embeddings with hybrid sparse retrieval (BM25 + RRF), and query your knowledge base with verifiable citations and confidence scoring.

1. Multi-Stage Ingestion

PDF text parsing, semantic chunking, and metadata attribution with localized offline storage.

2. Hybrid Retrieval

Combines dense vector similarity with sparse BM25 keyword matching using Reciprocal Rank Fusion.

3. Grounded Synthesis

High-precision answers with granular source citations and mathematical confidence metrics.

RAG Subsystem Telemetry

Synchronized
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SQLite WAL
Offline Local

Inquiry Assistant

Ask queries against your indexed PDF repository. Syntheses are grounded with source citations and precision scoring.

Grounded 0 chars

Knowledge Vault

Manage and deposit PDF documents for hybrid semantic indexing.

Consolidating Hybrid Knowledge Store
Processing Chunks...

Extracting text chunks, generating dense embeddings, and rebuilding BM25 inverted index.

Deposit Complete Saved to internal artifacts vault

Ingestion Workflow

  • 1 Upload your PDF documents to the local vault storage.
  • 2 Click Consolidate Index to parse text, compute embeddings, and build BM25 indices.
  • 3 Query the Inquiry Assistant with guaranteed source grounding.
Index Health
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