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Architecture.Computation.GenerativeDesign.CreativeAi.NeuralNetworks

08/22/2026

Nos dias 27 e 28 de agosto, o CAU/BR promove um evento inédito para os profissionais de arquitetura e urbanismo sobre Inteligência Artificial. O 1º Workshop da Comissão de Ética e Disciplina do CAU/BR tem como tema a “Invisibilidade tecnológica e ferramentas de transformação: um ponto de inflexão na arquitetura e urbanismo”.

O evento será realizado presencialmente em Manaus (AM). Entre os palestrantes, a CED convidou , fundador da Versur, um mecanismo de IA criativo para arquitetos e designers, e professor da Universidade Atlântica da Flórida (EUA).

Seu trabalho se concentra em transformar processos de design em fluxos de trabalho estruturados e autônomos, permitindo que as equipes criem, executem e reutilizem sua inteligência de design em vez de depender de ferramentas pontuais.

Além de compartilhar sua visão sobre uma nova atuação arquitetônica, Daniel conduzirá um exercício prático, no qual os participantes poderão vivenciar a aplicação da IA em uma esteira completa de trabalho.

Uma oportunidade rara de aprender não apenas sobre Inteligência Artificial aplicada à arquitetura, mas de experimentar, junto com ele, novas formas de pensar, criar e projetar.

Confira a programação completa e faça sua inscrição no link da bio.
Anote na agenda: 27 e 28 de agosto em Manaus!

05/02/2026

Speaking at ETH Zurich, Future of Construction Symposium 2026.

Most of the AI conversation in architecture is still focused on outputs.

I’ll be talking about something else:
what happens when workflows themselves become executable.

Showing this across research, teaching, and practice, and what starts to change once decisions are structured inside the system, not lost between steps.

More soon.

03/10/2026

On March 13, 2026, I will be giving a guest lecture at the City Design Studio at Shanghai Jiao Tong University in Shanghai titled:

“Distributed Intent: Agentic AI and the Future of Architectural Reasoning.”

The lecture examines a conceptual shift currently emerging in the relationship between architecture and artificial intelligence. Rather than approaching AI primarily as a generative instrument, the discussion considers how design reasoning itself may become distributed across networks of specialized agents, knowledge systems, and evaluative processes.

Within this framework, architectural intent is no longer located exclusively in the individual designer or in a single model. Instead, it emerges through the orchestration of multiple interacting intelligences, each contributing different forms of analysis, generation, and evaluation.

The lecture will outline the theoretical foundations that inform the development of agentic design infrastructures such as Versur, and will explore how architects may begin to design not only spatial outcomes, but also the cognitive systems that produce them.

The discussion will be primarily theoretical and will focus on the conceptual models behind these emerging design systems.

Thank you to the City Design Studio team at Shanghai Jiao Tong University for the invitation. Looking forward to the discussion.

10/06/2025

Hi friends,

While I’m still preparing Versur for public release, I’d like to share a closer look at how it works: a workflow-based, agentic AI creative engine designed to think, iterate, and build with you.

Currently in alpha testing, Versur continues to evolve as I refine how AI agents interact within creative workflows.

Chaining of AI Agents: Versur enables AI agents to be connected in sequences that mirror the nonlinear nature of design. Each agent is customizable: an Input Normalizer might structure your ideas, passing them to a Prompt Expander that explores variations, then onward to evaluators or visualizers that refine the results.

Together, these AI agents form a branching, iterative process that reflects how real creative work unfolds.

Nesting of AI Agents: Versur also allows AI agents to be nested within one another, coordinated by a general agent.

This creates a multi-layered system of collaboration: one that moves fluidly between global and local reasoning, abstract and specific intent, specialized and general perspectives.

It’s how Versur turns complexity into a coherent, adaptive creative environment.

These are just a few of the features shaping Versur’s agentic foundation: a system where multiple AI agents work in concert, not as separate tools, but as an evolving ecosystem that supports the full rhythm of creative thought.

Versur remains in its alpha phase, with a waitlist now open at https://versur.ai/ (check link in bio) for those interested in exploring what’s next for creative collaboration with AI.

I’d love to hear your thoughts: what kinds of creative workflows would you imagine building with AI agents? Share your ideas in the comments.

10/04/2023

In architectural design, utilizing generic generative AI models presents unique challenges. Beyond the commonly recognized aesthetic biases/preferences these models might exhibit, a significant hurdle is generating multiple perspectives of a singular output while maintaining consistent composition.

Here, I'll highlight the capabilities of DeepHimmelblau, which can approximate various views of a single design.

This is a feature presented early this year (April) during the roundtable discussion on “AI and the Future of Design” https://youtu.be/jjUb48f4ROc?t=2883 with .patrik , , , , , and Wanyu He. Other features include coherent compositional relationships across interior, exterior, and elevations. To the best of my knowledge, this network was, and possibly still is, the only diffusion model capable of controlling views exclusively via prompts.

I've been working on the DeepHimmelblau project in collaboration with since 2017 with the aim of enhancing design processes and augment designers' creativity. DeepHimmelblau is a node-based system consisting of multiple neural networks tailored to various design tasks (Organizational – Technical – Gestalt).

I believe that as an industry, it’s imperative for us to develop our own tools, customized to our industry’s need, and geared towards pushing forward the performance of our industry. From tools dealing with design issues, to tools dealing with building performance, logistics etc.

https://onlinelibrary.wiley.com/doi/epdf/10.1002/ad.2808

10/04/2023

The integration of AI into architecture is a game-changer, and I am confident in its potential to usher in groundbreaking changes. From Creative AI, creating intelligent design to optimizing building performance, AI promises to redefine the entire architectural process.

For those familiar with my research, I've been advocating for a long time for the development of industry-specific neural networks. Since 2017, I have been working on the DeepHimmelblau project in collaboration with Coop Himmelblau. Our objective is to enhance design processes and augment designers' creativity.

DeepHimmelblau is a node-based system consisting of multiple neural networks tailored to various design tasks (Organizational – Technical – Gestalt). The node-based structure enables task-dependent strategies of interconnected nodes to be established in response to discrete design tasks, specific design problems or the nature of any given investigation. The network not only allows the connection of multiple nodes, but also permits the semantic levels of the various node network layers to be combined, blended, and swapped between network nodes. One notable addition is the diffusion node, which was trained on CoopHimmelblau's proprietary image and text-based dataset. This node surpasses the limitations and aesthetic preferences of generic models, such as MJ, Stable Diffusion, and Dalle2.

Below is a collection of generated comparison outputs.

prompt:
"an interior circulation of a building made out of concrete, sinuous lines, aluminum triangular panelization, by CoopHimmelblau"

Here you can find more information about the project, and a roundtable discussion where I introduced some of the latest features of the DeepHimmelblau, such as establishment of coherent compositional relationships across interior, exterior, and elevations, ensuring compositional consistency and accurate approximation of different views of the same design.

https://onlinelibrary.wiley.com/doi/epdf/10.1002/ad.2808

https://youtu.be/jjUb48f4ROc?t=2883

07/21/2023

Looking back on my Gaudi+NeuralNetworks, I can’t help but feel a genuine sense of amazement at the quality of the output that the generative adversarial networks (GANs) I developed achieved. While GANs are known to often produce mushy or flawed images, the networks developed for this project output results close to the quality of current diffusion models like , in terms of resolution and composition coherence.

07/14/2023

It's great to see my research project Machine Perceptions: Gaudi + NeuralNetworks - one of the earliest exemplars of the application of and models in architectural design - receive the AIA Florida Merit Award for Theoretical and Research Professional! The Award recognizes outstanding contributors to the advancement of architectural theory and research, and I am honored to be this year’s recipient!

01/28/2023

Biomorphic Series continued experiments.

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