The MaCAD is a unique online programme training a new generation of architects, engineers and designers ready to develop skills into the latest softwares, computational tools, BIM technologies and AI towards innovation for the Architecture, Engineering and Construction (AEC) industry.

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Urban Climate on Graphs: From Form to Comfort

ABSTRACT This thesis investigates the relationship between urban development patterns and outdoor thermal comfort, with a focus on Mean Radiant Temperature (MRT), a key factor in calculating the Universal Thermal Climate Index (UTCI).  While graph-based approaches have long been used in spatial analysis (e.g., space syntax, circulation networks), this research extends the application of graph … Read more

From Pixels to Parameters: transforming AI image to editable facade geometry

ABSTRACT Recent developments in generative artificial intelligence, particularly diffusion models such as Stable Diffusion and DALL·E, have enabled the creation of visually compelling architectural façades from text-based prompts. While these outputs are expressive and stylistically diverse, they remain fundamentally unstructured, lacking spatial intelligence, semantic clarity, and geometric editability. This limits their integration into architectural design … Read more

AssetPulse – Graph-Driven Asset Mastery

Simulate. Forecast. Outpace failure. Abstract AssetPulse is an advanced asset management simulation tool and synthetic data generator designed to optimize resource allocation, improve decision-making, and facilitate research through realistic scenario modeling. Building on a graph-based approach, AssetPulse models asset lifecycles, calculates remaining useful life (RUL), and applies business rules for budget planning, risk management, and … Read more

Ecoform: An Acoustic Copilot for Urban Designers

By Jose, Giorgia, Paul, Francesco, and Mohammed Rethinking Urban Design Through Acoustic Intelligence Cities today must manage noise for public health, productivity, and urban well-being. Streets, parks, towers, and public spaces all face constant noise challenges. Yet, traditional urban design often treats acoustics as an afterthought. Most teams evaluate sound issues only after making key … Read more

AIA25 Studio – HaBiCoM

HaBiCoM is an AI-powered copilot designed to assist architects, designers, and users in shaping smarter, more responsive interior spaces. At its core, HaBiCoM redefines the way we approach furniture placement within residential environments by aligning each design decision with the user’s unique daily habits, lifestyle rhythms, and thermal comfort needs. Unlike traditional layout tools, HaBiCoM … Read more

gAIa*

A sustainability CoPilot Gaia is an intelligent design assistant, a copilot that supports architects in navigating the early stages of design with real-time environmental feedback. Named after the ancient Greek personification of the Earth, Gaia reflects both the ecological focus of the tool and its role as a guiding presence in the creative process. The … Read more

ClimaSkin Copilot

A copilot for intelligent facade design DEMO A SNAPSHOT OF THE PROJECT: INTRODUCTION: FUNDAMENTAL Meet John, an experienced architect working late in his studio, surrounded by sketches, coffee cups, and the familiar glow of his computer screen. He’s facing a challenge that keeps countless architects awake at night – designing a facade that’s both beautiful … Read more

Captain CAT – Courtyard advisory tool

Consider yourself a local architect or urban planner dealing with the all-too-common Barcelona problem: Its too hot here! and the courtyard outside feels like a desolate oven. Imagine now that your co-pilot is a pixel-art cat that is friendly, understands the climatic conditions and works with you to create a courtyard that is actually comfortable, … Read more

GORA BOT: Graph-Oriented Routing Assistant

GORA BOT

GORA Bot—a real-time evacuation assistant that uses spatial logic and AI to guide people between composure and panic during emergencies. The Team Introduction In emergencies, every second counts, but evacuation planning is often delayed until after design, without real-time feedback. To ensure safety, architects must integrate evacuation logic directly into the design process. State Of … Read more

Graph-Based Clustering for Daylight Optimization

Using Node Similarity and Machine Learning: How advanced graph analytics and spatial daylight autonomy analysis are transforming architectural design workflow Introduction In an age where climate-driven architecture is paramount, daylight performance remains central to both spatial experience and energy efficiency. Our project tackles this by combining IFC data, graph logic, and machine intelligence to create … Read more

Machines and Empathy: the Skills of AI and Humans

Introduction Empathy has been a cornerstone of human interaction throughout history, profoundly influencing personal relationships, societal dynamics, and professional environments. It has played a pivotal role in human development, serving as a fundamental skill for navigating complex social structures and fostering meaningful connections. As artificial intelligence becomes increasingly integrated into our daily lives, questions arise … Read more

Exploring Spatial Intelligence: Graph Machine Learning in Courtyard Design

Nestled within IAAC’s Master of Advanced Computational Design program, our recent investigation of Graph Machine Learning (Graph ML) sought to reimagine how we perceive, evaluate, and improve architectural spaces. Our team of Andrea, Leila, Lennart, and Mahnoor worked on a courtyard prototype to create a seamless process that combines parametric modeling, semantic data interchange, and … Read more