Field note
AI-Assisted Development
AI is useful when it stays practical
AI is strongest when it helps build, debug, structure, and move work forward.
Published Apr 26, 2026
AI Development Workflow
AI is not a replacement for understanding the system. It is useful when it accelerates planning, implementation, debugging, and documentation without taking ownership of the thinking.