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⚡ AI Lessons
Dev.to · Scarab Systems
💻 AI-Assisted Coding
⚡ AI Lesson
1mo ago
The Hidden Drift Surfaces of AI Coding
You can usually tell when someone’s actually spent time building a complex system with an AI coding...
Dev.to · Scarab Systems
💻 AI-Assisted Coding
⚡ AI Lesson
2mo ago
Full Observer Deck Console Landed: Testing Long-Horizon AI Implementation Against Repo Truth
That sentence means something specific. Not “an AI generated a dashboard.” Not “Codex wrote a lot...
Dev.to · Scarab Systems
💻 AI-Assisted Coding
2mo ago
From Narrow Patches to Long-Horizon AI Implementation
I’m starting to see the larger thread in the Scarab field work. At first, the question was...
Dev.to · Scarab Systems
💻 AI-Assisted Coding
2mo ago
AI Code Quality Is Not Repo Truth
There is a pattern starting to show up everywhere now. A team uses an AI coding agent. The agent...
Dev.to · Scarab Systems
💻 AI-Assisted Coding
⚡ AI Lesson
2mo ago
AI Code Quality Is Not Repo Truth
There is a pattern starting to show up everywhere now. A team uses an AI coding agent. The agent...
Dev.to · Scarab Systems
💻 AI-Assisted Coding
2mo ago
AI didn’t invent code drift. It made it harder to ignore.
I started noticing this while building a real frontend/backend system with AI assistance. The...
DeepCamp AI