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Python code

Sample Python code for RAG processing

Standalone Python program

Standalone Python program

Generate image descriptions using LLaVA:

LLaVA_describe_images (Thonny-based, PDF)

Colab notebook

Colab notebook

Generate a summary of content in a knowledge base using llama-index and GPT-3.5 Turbo:

RAG_Processing_GeneratingNewContentAboutComputerHistory.ipynb – Colab (Colab notebook-based, PDF)

content creation and transformation for AI/RAG processing

Posts

  • Using AI assistants to create an astronomy image web site
    November 3, 2025
  • Setting up a DITA/xml-based RAG project for human/AI assistant collaboration
    October 19, 2025
  • Updating community information: Establishing an AI-powered, semi-automated workflow
    September 23, 2025
  • Resizing images using the Python pillow library
    September 15, 2025
  • Using DITA/xml, GenAI tools and RAG processing to establish a community information collection
    September 8, 2025
  • Captioning pictures with a local small language model
    August 1, 2025
  • Revisiting AI art
    July 17, 2025
  • Asking Perplexity to summarize a medical research article in everyday English
    June 10, 2025
  • Exploring AI art with Canva and Perplexity
    April 23, 2025
  • Transitioning from traditional, Python-based AI pipelines to AI assistants and agents (part 2)
    March 26, 2025

To contact Anna or Dick

avanraaphorst@gmail.com

rjohnson42@gmail.com

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2024-2025 VRJ Associates, LLC

Our address

227 Bonnie Way
Glen Ellen, California 95442

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