Knowledge Layer

Semantic Knowledge & Ontology

Entity-aware intelligence that compounds with every engagement

Knowledge graphs with semantic search, RAG with FAISS vector indexing, schema & ontology management, multi-format document processing, entity resolution, and domain expertise that accumulates over time.

Knowledge Repositories

Compound Intelligence That Grows

Every engagement builds reusable intellectual property. Knowledge repositories compound, process packs scale, agent blueprints accelerate delivery.

Knowledge Graphs

Entity extraction and relationship mapping with confidence scoring. Semantic search with 3072-dimensional vector embeddings. Graph traversal with configurable hop depth for contextual discovery.

Ontology Management

700+ pre-built ontologies including FIBO, Schema.org, FOAF, and Dublin Core. Full OWL/RDF parsing, custom ontology creation, and cross-domain linking for unified enterprise knowledge.

RAG Pipeline

Production-grade Retrieval Augmented Generation with FAISS vector indexing. Multi-format ingestion (PDF, Word, PowerPoint, Excel), automatic chunking, and top-K semantic retrieval.

Semantic Search

Sub-100ms semantic retrieval across enterprise knowledge bases. RapidFuzz fuzzy matching, entity resolution, and context-aware ranking for precise information discovery.

Document Processing

Intelligent extraction from 6+ document formats with automatic chunking and overlap. OCR, table extraction, and metadata tagging for comprehensive document intelligence.

Entity Resolution

Intelligent deduplication and entity linking across heterogeneous knowledge sources. Configurable similarity thresholds with conflict resolution and merge strategies.

Schema & Ontology

700+ Industry Ontologies

Enterprise-grade schema management with support for industry-standard frameworks and custom ontology creation. OWL/RDF interoperability ensures knowledge portability across systems.

  • FIBO (Financial Industry)

    Complete financial industry business ontology for banking, insurance, and capital markets.

  • Schema.org & Dublin Core

    Web and metadata standards for cross-platform knowledge interoperability.

  • Custom Ontology Builder

    Visual tools for creating domain-specific class hierarchies, properties, and relationships.

  • OWL/RDF Export

    Full interoperability with semantic web standards for knowledge portability and sharing.

One Ecosystem

Knowledge in Prime

Schema Manager with RDF/ontology support
Prime
Knowledge graph builder with entity extraction
Prime
RAG knowledge bases with FAISS vector search
Prime
XAI transparency & explainability configuration
Prime
Execution Result Memory (ERM) with semantic search
Prime
SharedState context injection across agent hierarchies
Prime
Cross-turn persistence with MongoDB state snapshots
Prime
Execution Memory

Cross-Session Intelligence

Agent outputs and tool results are persisted as searchable memory, enabling knowledge to compound across sessions and engagements.

Execution Result Memory (ERM)

FAISS vector index storing all tool results with semantic search. Persisted to MongoDB across turns. Depth-tagged metadata tracking which agent produced what, at what depth, and when.

Context Aggregation

Intelligent top-K retrieval with context window management and token-aware truncation. Keyword-scored context injection ensures agents receive the most relevant prior knowledge.

0
Ontologies
3072D
Vector Dimensions
<100ms
Semantic Search
0
Document Formats

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