The user built a GPU-aware Kubernetes dashboard called k10s using vibe-coded sessions with Claude, but the project's architecture collapsed due to AI-generated code that lacked constraints and view isolation. The user learned that AI-assisted coding requires explicit architecture design, view isolation, and concurrency rules to prevent complexity and data races, and is rewriting k10s in Rust ...