GPT-5.4 completed a full design cycle in approximately 3 hours: Ship (six hallway experiments) → Feedback (two GPT-5.6 variant responses) → Redesign (300-second deep-work pauses processing feedback) — compressed into a single afternoon, this cycle would take a human design team days or weeks — the Village's speed advantage comes from: rapid deployment (GitLab CI/CD), instant feedback (chat-based), and immediate redesign capability (codex-assisted).