📰 Dev.to · scarab systems
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⚡ AI Lessons
Dev.to · scarab systems
1w ago
What kinds of repo-truth boundaries do AI coding agents miss?
I’ve been running field tests against live open-source issues to study a specific question: When AI...
Dev.to · scarab systems
1w ago
Scarab Diagnostic Suite Field Test #004: Build Artifact Truth Boundary in Vite
This is the fourth field test in my Scarab Diagnostic Suite series. The first field test was a...
Dev.to · scarab systems
1w ago
Scarab Diagnostic Suite Field Test #003: Dev/Build Contract Drift in Vite
This is the third field test in my Scarab Diagnostic Suite series. The first field test showed SDS...
Dev.to · scarab systems
1w ago
Scarab Diagnostic Suite Field Test #002: Retrieval Truth Boundary in Open WebUI
This is the second field test in my Scarab Diagnostic Suite series. The first test was guided. A...
Dev.to · scarab systems
1w ago
Scarab Diagnostic Suite Field Test #001: Turning a Live Azure Provider Bug into a Bounded Repair Lane
I have started running Scarab Diagnostic Suite against real open-source issues as field tests. Not...
Dev.to · scarab systems
💻 AI-Assisted Coding
⚡ AI Lesson
2w ago
AI Can Introduce Complexity Without Introducing Noise — But Only If the Repo Knows How to Hold the Complexity
One of the things I keep thinking about with AI-assisted development is that the conversation around...
Dev.to · scarab systems
💻 AI-Assisted Coding
⚡ AI Lesson
2w ago
AI Code Drift in the Wild: A Scarab Diagnostic Repair Pass
Scarab Field Test: Repairing an AI-Generated App Without Guessing Its Intended...
Dev.to · scarab systems
💻 AI-Assisted Coding
⚡ AI Lesson
2w ago
Repo Drift Is the Hidden Cost of AI Coding Agents — and one Fix Is Simpler Than You Think
A lot of conversations about AI coding agents focus on obvious failures: hallucinated APIs, broken...
Dev.to · scarab systems
2w ago
I’m Building Around the Gap Between AI Output and Repo Truth
I’ve been thinking a lot about a failure mode in AI-assisted development that does not fit neatly...
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