Speculative Assemblage: Generative Art and Experimental Visualization. Webinar
- Nov 28, 2024
- 3 min read
Webinar titled “Speculative Assemblage: Generative Art and Experimental Visualization“ was held on November 28, 2024, as part of the public program of the AI Hokusai Art & Tech Research Project.
In this thought-provoking online session, New Media Artist and Researcher Weidi Zhang shares her firsthand experience with interactive AI art projects and experimental visualization techniques. Discover how cutting-edge technologies are reshaping the creative landscape and pushing the boundaries of artistic expression.
Speakers
Weidi Zhang — New Media Artist and Researcher, Assistant Professor at Arizona State University's Media and Immersive eXperience Center. Zhang's work explores speculative assemblages at the intersection of immersive media, data visualization, and AI art. Her works have been showcased in prestigious awards and international exhibitions, including SIGGRAPH, Prix Ars Electronica, and the Lumen Prize
Vladimir Opredelenov — Expert in tech innovation and cultural development. CDO of .ART and founder of tech4.art, consulting on digital marketing and tech for the art sector.
Santiago Sares — Resident artist
Roxana Vazquez, Carlos Wyszogrod, Hyphae Collective — Resident artist
Saint Denis (Denis Semenov) — Resident artist
Moderator — Anna Shvets, AI Hokusai ArtTech Research project curator, CEO of TAtchers’ Art Management
Key takeaways from this session include:
Understanding the principles of generative art and AI.
Exploring the potential of speculative assemblage in artistic practice.
Learning about practical techniques for creating interactive AI art projects.
Gaining insights into the future of art and technology.
Key ideas
Weidi Zhang introduced her guiding concept of "speculative assemblage," a design strategy that merges machine automation with human artistic originality to create "ever-evolving" experiences. In her project "Tang's Poetry", she trained an AI on early Chinese characters to invent a pseudo-language that reacts to live video, turning AI into an active communicator. In Recollection, inspired by her grandmother's dementia, she combined LLMs and text-to-image models to synthesize and reconstruct fading human memories in real-time. Weidi Zhang approaches her work through "speculative design," starting with conceptual "what if" questions to build alternative future realities.
Santiago Sares raised critical questions about the objectivity of machine surveillance and the aesthetic value of technological mistakes. This prompted a discussion on how automated systems can objectify humans, likening modern camera surveillance to early cameraless photography (Rayographs) where individuals become mere objects on light-sensitive surfaces.
Saint Denis (Denis Semenov) pointed out the distinctive monochrome visual style prevalent in many generative projects. This observation highlighted how traditional art forms—such as Eastern ink-wash painting and darkroom film photography—continue to heavily influence the structure, form, and shading of cutting-edge AI outputs.
Roxana Vasquez focused on the practical execution and workflow of interactive AI installations, questioning whether such art is born from site-specific requirements or independent conceptual study. Weidi Zhang clarified that complex AI projects require significant time (often years) and begin strictly with research-based philosophical hypotheses rather than immediate exhibition constraints.
Anna Shvets countered the stereotype that technological art is "cold," emphasizing how algorithms and AI can successfully provoke deep empathy and evoke personal memories. She concluded the session by adopting "Embrace the error" as a powerful new slogan for digital creators.
Discussion Summary
The core consensus of the webinar is that AI should be viewed as an active collaborator within a "cognitive assemblage," where both human interpretation and machine logic continuously interact to form an adaptive system. The panel agreed that the future of digital art lies in interactive environments that react in real-time to the audience, moving away from static, looped videos. Furthermore, rather than striving for flawless hyper-realism, artists are actively encouraged to embrace unpredictability, glitches, and AI misinterpretations. These technical errors and logical "mistakes" (such as an AI incorrectly labeling a person as a cloud) serve as powerful metaphors, ultimately contributing to a unique, poetic, and entirely new visual aesthetic.