AI coding agents perform vibe architecting by making prompt-driven architectural choices that produce structurally different systems for identical tasks.
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CAKE benchmark shows MCQ accuracy on cloud architecture plateaus near 99% above 3B parameters while free-response scores improve steadily with size, and reasoning steps help but tools hurt small models.
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Architecture Without Architects: How AI Coding Agents Shape Software Architecture
AI coding agents perform vibe architecting by making prompt-driven architectural choices that produce structurally different systems for identical tasks.
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CAKE: Cloud Architecture Knowledge Evaluation of Large Language Models
CAKE benchmark shows MCQ accuracy on cloud architecture plateaus near 99% above 3B parameters while free-response scores improve steadily with size, and reasoning steps help but tools hurt small models.