SakuraAI

An Earl McGowen Company

Blog

Insights, tutorials, and thoughts on AI, SQL, and data engineering

Building a Local Prompt Intelligence Platform

Building a Local Prompt Intelligence Platform

Turning a GitHub prompt repo into a local semantic search engine and prompt generator using RAG, Ollama, and a Flask gateway.

What Happens When AI Trains on AI?

What Happens When AI Trains on AI?

Feedback loops, model collapse, and why synthetic data can't replace reality.

LoRA Fine-Tuning: Building Domain-Specific Chatbots on Consumer Hardware

LoRA Fine-Tuning: Building Domain-Specific Chatbots on Consumer Hardware

A practical deep dive into LoRA fine-tuning, embeddings, and continuous learning—demonstrated through a domain-specific research chatbot trained on scientific literature.

Welcome to My Blog

Welcome to My Blog

An introduction to what you can expect from this blog - AI insights, SQL tips, and lessons from 15+ years in database programming.

Building SQL Chatbots with LangChain

Building SQL Chatbots with LangChain

A comprehensive guide to creating natural language interfaces for databases using LangChain's SQL agents and OpenAI.