Agentic AI Reference Architecture

Knowledge & Data · Model asset

General-Purpose Embedding Model

Model assetKnowledge & DataKnowledge & Dataarc:GeneralPurposeEmbeddingModel

A text embedding model trained on broad corpora that offers strong performance across diverse content types.

Responsibility. Encodes heterogeneous text into a general semantic vector space.

Also known as: General embedding model

Variant of Text Embedding Model abstract

When to choose. Choose for broad coverage across diverse content types.

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Direct neighbourhood (hover for relationship types)

Relationships

alternative to variability

Classification

Technologies
OpenAI text-embedding-3-large

Sources

  1. Ch6.3A: T. Nguyen, "ETL Pipeline Fundamentals," in Mastering Agentic AI Systems: Guide for the NVIDIA NCP-AAI Exam, 1st ed. 2026, ch. 6.3A. ISBN: 9798244538229.
  2. Ch7.1A: T. Nguyen, "Advanced Implementation with Nvidia NEMO Framework and Nvlink," in Mastering Agentic AI Systems: Guide for the NVIDIA NCP-AAI Exam, 1st ed. 2026, ch. 7.1A. ISBN: 9798244538229.