behind-the-buzzwords | Misraj AI | Next-Gen Arabic AI Lab

Embeddings, RAG, AI Agents, and MCP27

Embeddings

Embedding is a technique used to convert digital objects like images, text, audio, etc., into a numeric representation so that the ML model can understand them.

The embedding model is a neural network model that converts the object into a list of numbers. Google has developed a model called Word2Vec, and OpenAI also provides an API that you can use.

Behind the Buzzwords: How RAG
and AI Agents Really Work

Embeddings

RAG

AI Agents

MCP

Built on Trust. Measured by Impact.

Behind the Buzzwords: How RAGand AI Agents Really Work

Embeddings

RAG

AI Agents

MCP

Built on Trust. Measured by Impact.

Behind the Buzzwords: How RAG
and AI Agents Really Work