Production Deployment

The AI Code Generation Data Science Disconnect: Why Your ML Model Training Code Never Works in Production

AI code generators excel at web apps but struggle with ML pipelines. Learn why data science code breaks in production and how to bridge the gap.

From Prototype to Production: A Complete AI-Assisted Development Lifecycle

A complete guide to using AI tools throughout the entire development lifecycle, from initial brainstorming to production deployment and maintenance.

My AI Coding Workflow Broke in Production — 7 Safety Patterns That Prevent Disasters

Learn from my production disaster with AI-generated code. 7 essential safety patterns to prevent costly mistakes when shipping AI-assisted development to prod.