ArchiLabs revolutionizes architectural design by utilizing artificial intelligence to generate innovative building models, offer design alternatives, and streamline workflows. It helps professionals visualize concepts, assess structural integrity, and explore different materials — all through intuitive interfaces and advanced simulations, enabling rapid prototyping and feedback.

CityLearn provides a modular simulation platform for energy management research using reinforcement learning. Users can define multi-zone building clusters, configure HVAC systems, storage units, and renewable sources, then train RL agents against demand response events. The environment exposes state observations like temperatures, load profiles, and energy prices, while actions control setpoints and storage dispatch. A flexible reward API allows custom metrics—such as cost savings or emission reductions—and logging utilities support performance analysis. CityLearn is ideal for benchmarking, curriculum learning, and developing novel control strategies in a reproducible research framework.