The Real AI Coding Breakthrough Is Not More Context. It Is Better Diagnostics. ai programming devops opensource Scarab Diagnostics Suite in the Wild - Field testing on Open Github Issues When I started building what became Scarab Diagnostic Suite, I was not trying to create a theory of AI-assisted software development. I was trying to survive my own repo. I was building an intricate frontend/backend system with Codex. Not a toy app. Not a landing page. A real system with a public site, internal