The Simplest Possible AI Web App
A beginner-friendly guide to building your first AI-powered web application with minimal complexity. Learn the fundamentals of integrating AI APIs into web applications.
Blog
New writing on building calm, capable software.
Building AI Applications in Ruby
Explore how to leverage Ruby and Rails for AI application development. Practical examples and best practices for integrating machine learning models with Ruby on Rails.
Layers of the AI Stack Explained Simply
Demystifying the AI technology stack from infrastructure to applications. A comprehensive guide to understanding how different layers of AI systems work together.
Retrieval Augmented Generation in SQLite
Can we really do RAG with a single-file architecture? Learn how to perform retrieval-augmented-generation using SQLite with the sqlite-vec extension and OpenAI API.
SQLite in Modern Web Production: Dreams Becoming Reality
On the virtues of radical simplicity. Why SQLite is rapidly becoming a production-ready database for web applications and machine learning.
Productionizing a RAG App with Prefect, Weave, and RAGAS
Adding evaluation, automated data pulling, and other improvements to take a film recommendation RAG app from development to production.
Streamlining Object Detection with Metaflow, AWS, and Weights & Biases
How to create a production-grade pipeline for object detection, bridging the gap between data science development and production deployment.
How to Build a RAG System with a Self-Querying Retriever in LangChain
RAG + Filtering with Metadata = Great Movie Recommendations. Build a film recommendation system using self-querying retrieval.
Object Detection using RetinaNet and KerasCV
Object detection using the power and simplicity of the KerasCV library. A comprehensive guide to building an end-to-end object detection pipeline.
Image Segmentation: An In-Depth Guide
How can you get a computer to distinguish between different types of objects in an image? A step-by-step guide to U-Net architecture and implementation.