2025
Planify-Me
This paper explores two different agentic framework to evaluate 63 urban development proposals with specific focus on water management. Several LLMs were tested, one of the findings shows that smaller models sometimes outperformed larger ones, challenging the assumption that scale guarantees accuracy.
2025
Water Neutral City
This thesis introduces a novel workflow that abstracts real life water problems of Chichester, UK into a game and gather player's choices in game as a way of gethering public opinions. Findings show that players are able to learn about policies and strategies and make better choices as the game proceeds.
2024
Text-to-City
This paper introduces a novel workflow that utilizes Stable Diffusion and Dreambooth to train depth images of 3 distinct cities. The 3D reconstruction of generated depth images shows promising results, where morphological characteristics, design metrics such as building density are preserved and the ability to in-paint, out-paint shows innovative results.
