Quick test prompts:
Strategy & Verifiability
HYBRID_SYNTHESIS
96.0%
Reasoning Trail
Grounded Page Citations
Verifiable Synthesis & Footnote Attributions
Zero-Hallucination Gate
Autonomous Footnote Reconciliation:
Reconciled Note 4 on Page 48 directly with Item 7 cash flow table on Page 12.
Document Landmarks
5 Nodes
Select a section in tree
Page 1 • Level 1
Executive Summary:
Raw Grounded Content:
Entity Relationship Mesh
8 Entities • 18 Relations
Financial Metric
Regulation
Year/Date
Organization
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Architectural Truth: Vector RAG vs. Ultra Hybrid Reasoning RAG
Why traditional embedding similarity fails on complex audit filings and legal contracts.
| Dimension | Traditional Vector RAG | Ultra Agentic Hybrid RAG | Impact |
|---|---|---|---|
| Document Ingestion | Arbitrary 500-token chunks | Native Tree Hierarchy (TOC, Headings, Pages) | Preserves tables & multi-page footnotes |
| Retrieval Paradigm | Cosine Distance ("Similarity") | LLM Reasoning Navigation ("Relevance") | Eliminates false-positive chunk matches |
| Infrastructure | Pinecone / Milvus / Qdrant | Vectorless (Zero external Vector DB) | Zero cold-start index maintenance costs |
| Footnote Reconciliation | ❌ Severe failure (chunks severed) | ✅ Autonomous CRAG Gate | 98.7% Accuracy on FinanceBench filings |
| Token Economics | Floods prompt with noisy top-k chunks | Pinpointed page extraction | 97% reduction in token burn |