KNOWLEDGE_RAG

[ VERSION: 2.0.4 ][ CORE_TECH: LLM_ORCHESTRATION ]

KNOWLEDGE RAG

// Vectorized Data Pipelines for Private Intelligence

Response Latencyt < 120ms
Processing AccuracyHallucination-Free Verified
IntegrationsPinecone, pgvector
Deployment Time2-3 Weeks

Vector Embeddings

High-dimensional semantic mapping of unstructured data.

Retrieval Re-ranking

Cross-encoder validation to surface the single best truth.

Citations Layer

Deterministic traceability for every AI-generated claim.

Operational Blueprint

[ DATA_FLOW_VISUALIZATION ]

INPUTCORE_LOGICOUTPUT

// Real-time processing via Neural Engine v4.
// Latency minimized through edge caching.

user@zwightx: ~/deployment_protocol
> user@zwightx:~$ Enter_Project_Name_