Data‑Informed Design: AI, Digital Twins, and Smart Infrastructure
AI explores thousands of layout options to balance daylight, cost, and carbon. Architects steer, not surrender, setting priorities like walkability or biodiversity. The best result feels inevitable, yet unexpected—precisely tuned to people, climate, and culture rather than pure efficiency.
Data‑Informed Design: AI, Digital Twins, and Smart Infrastructure
Digital twins simulate floods, heat waves, and mobility patterns in near real time. Utility loads, tree growth, and transit reliability become visible, allowing maintenance teams and communities to plan upgrades before failures, like weatherproofing substations ahead of the next storm.