Vibe Coding vs. Spec-First SDD: How Locking an Executable Spec Eliminates Rework and Cuts Input Tokens by 32.9%

💡 AI Labo Benchmark Series — Experiment E08 (Spec-Driven Development) This post is part of our empirical benchmark series testing AI coding agent harness patterns inside network-isolated Proxmox VMs