Generative AI Architecture Explained (Part 1)

📰 Medium · LLM

Learn the basics of Generative AI architecture and how prompts are converted to vector embeddings

intermediate Published 5 Jul 2026
Action Steps
  1. Read about the GenAI pipeline on Medium to understand its components
  2. Build a simple prompt-to-vector-embedding model using popular libraries like Hugging Face Transformers
  3. Configure a vector database to store and query embeddings efficiently
  4. Test the model with various prompts to analyze its performance
  5. Apply the knowledge of vector embeddings to improve your own GenAI models
Who Needs to Know This

AI engineers and data scientists can benefit from understanding the GenAI pipeline to improve their models and workflows

Key Insight

💡 Vector embeddings are a crucial step in the GenAI pipeline, enabling efficient storage and querying of prompt representations

Share This
🤖 Understand how prompts become vector embeddings in GenAI pipelines!

Key Takeaways

Learn the basics of Generative AI architecture and how prompts are converted to vector embeddings

Full Article

From Your Prompt to Vector Embeddings: Understanding the First Half of the GenAI Pipeline Continue reading on Medium »
Read full article → ← Back to Reads

Related Videos

5 Levels of AI Agents - From Simple LLM Calls to Multi-Agent Systems
5 Levels of AI Agents - From Simple LLM Calls to Multi-Agent Systems
Dave Ebbelaar (LLM Eng)
Running a Streamlit App from Google Colab - Serve an LLM app in Colab
Running a Streamlit App from Google Colab - Serve an LLM app in Colab
Abonia Sojasingarayar
Run Ollama with Langchain Locally - Local LLM
Run Ollama with Langchain Locally - Local LLM
Abonia Sojasingarayar
Easily Run Hugging Face GGUF Models Locally with Ollama #LLM #HuggingFace #GGUFModels #Ollama#asitop
Easily Run Hugging Face GGUF Models Locally with Ollama #LLM #HuggingFace #GGUFModels #Ollama#asitop
Abonia Sojasingarayar
Running Ollama in Colab (Free Tier) - Step by Step Tutorial
Running Ollama in Colab (Free Tier) - Step by Step Tutorial
Abonia Sojasingarayar
Top LLM and Deep Learning Inference Engines - Curated List
Top LLM and Deep Learning Inference Engines - Curated List
Abonia Sojasingarayar