KARLSRUHE.- “Envisioning AI: Legacy and Impact of the Connection Machine” is an interdisciplinary hybrid conference marking the 40th anniversary of the Connection Machine (CM) series of supercomputers—a landmark in the development of massively parallel architectures and their far-reaching implications. This event revisits the origins of parallel computing as both a technical and cultural phenomenon. By bringing together voices from technology, design, theory, and art, the conference fosters dialogues that connect past innovations with contemporary developments in AI.

In his 1985 MIT thesis, Danny Hillis envisioned a machine “to perform the functions of the human mind, a thinking machine.” The realization of this vision led to the creation of the Connection Machine, the first commercial supercomputer based on a massively parallel architecture. Designed to operate through the simultaneous interaction of tens of thousands of simple processors, the system introduced a radically new computational paradigm. Despite its far-reaching technological influence, CM’s formative role in the history of AI and high-performance computing remained largely unrecognized after its creator company Thinking Machines Corporation filed for bankruptcy in 1994. The aim of the upcoming conference is therefore to foreground CM’s previously unknown legacy: as a visionary technology that shaped the development of today’s AI and supercomputing landscape. This system not only influenced the trajectory of high-performance computing and artificial intelligence, but also transformed how machines are designed, shaping the aesthetics of technology itself.

Envisioning AI explores this legacy across three interconnected thematic sections that bridge technical history, artistic practice, and critical perspectives on the present.

Technical Legacy and Impact of the Connection Machine

The opening section examines the technological foundations and long-term influence of the CM. As the first commercial supercomputer built on massively parallel architecture, the system fundamentally reshaped research on high-performance computing and AI. Presentations revisit the historical conditions that enabled its development, while tracing how ideas first realized in the CM continue to resonate in massively parallel computer architectures and conceptual pathways toward later neuromorphic and brain-inspired computing paradigms.

Computational Aesthetics: Design and Creative Practice on the Connection Machine
Integrating computation with a bold philosophy of visualization, the Connection Machine translated principles such as massive parallelism into a spatially expressive form that made complex processes perceptible. The CM-2’s design rendered its highly complex architecture visually and spatially intelligible rather than concealing it behind anonymous casing. In an era in which contemporary AI systems often operate as opaque black boxes, the Connection Machine offers a striking example of how design can mediate between algorithmic complexity and human understanding.

From Thinking Machines to Today’s AI Landscape

The final section turns to the present, examining the contemporary AI landscape through the historical lens of the Connection Machine and exploring it from an artistic perspective. While massively parallel architectures once embodied the optimism of early “thinking machines,” today’s AI systems—from large language models to planetary-scale data infrastructures—raise urgent questions about power, bias, and responsibility. Bringing together artists and theorists working at the intersection of technology and critical theory, this section approaches AI from intersectional and cyberfeminist perspectives.

Parallel to the conference, a historic Connection Machine CM-2 will be on display in the ZKM foyer until August 2, 2026.

Participants and contributors include: Kim Albrecht, Joseph Bates, Michael Beigl, Gordon Bruce, Sarah Ciston, Max Clausen, Cecilie Waagner Falkenstrøm, Paul Galloway, Thomas Haigh, Daniel Heiss, W. Daniel Hillis, Alistair Hudson, Heiner Igel, Hanna Jurisch, Brewster Kahle, Natalie D Kane, Nora N. Khan, Philipp Lepold, Thomas Lippert, Daria Mille, Gary Oberbrunner, Margit Rosen, Tiara Roxanne, Johannes Schemmel, Klaus Schilling, Karl Sims, Tamiko Thiel, Lew Tucker, University of Music Karlsruhe (class of Professor Vanessa Porter) a.o.