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§ teaching · No. 039 · 2023–2026
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§ teaching · No. 039

Architecture Computation

2023–2026 · teaching

A fall seminar at UT Austin since 2023: startups, apps and venture films as a way to think about practice

year
2023–2026
type
teaching
credit
Daniel Koehler, ARC 327R, The University of Texas at Austin, fall 2023 to fall 2026. Apps and venture films by the students of each year, listed below; GarageGoods (2025) by Deeptanil Pal and Nicolas Spark.
program
Synthetic Types
where
The University of Texas at Austin · Architecture Computation, ARC 327R, with ARC 386M, ARI 350R, ARI 386M, CRP 386 and UD 388R · Fall 2023 to fall 2026
students
Deeptanil Pal, Nicolas Spark, Sarah Brodbeck, Yulong Chen, Aniruddha Khare, Negar Ghasemzadehnadaf, Catherine Graubard, Sarah Gurevitch, Noah Guth, Niah Pierre, John McCarley, Shrisiva Pushpa Shanmugasundaram, Mikhail Maverick Santos, Clay Seifert, Thomas Slay, Xuchen Wang, Jessica Wilsey, Chenyang Xu, Saba Abdolshahi, Travis Gerhardt, Jane Holsten, Jonathan Juarez, Jared Labus, Winnie Lin, Rodolfo Macias, Tyler McCormick, Manuel Olivares, Annie Tutrone, Nandita Warrier, Nicholas Alacano, Luis Alcantar, Lucio Castro Arias, Jordan Cooper, David Dang, Maria Gomez Martinez, Janelle Lim, Michelle Marquez, Francisco Muniz Ituarte, Garrett Owens, David Phan, Raha Shahvazian
no.
039
App demo of GarageGoods: converting a garage into a compliant cottage-food space
GarageGoods, app demo · Deeptanil Pal and Nicolas Spark, fall 2025

Architecture Computation is the seminar in which I ask what architectural practice becomes when generative AI is part of it, and I ask it by making the students found something. Every fall since 2023 each team has built a working demo app and produced a three to four minute venture film that pitches an architectural startup. The frame is deliberate: a startup has to demonstrate value to a stranger, so a proposal cannot rest on an image. It needs an app that runs, a pitch that can be followed, a regulation read correctly. The films shown here are snapshots of the apps the students developed, and they are theirs.

The frontier moves each year. In 2023 the projects extended datasets and tuned models towards just and environmentally inclusive building generation, from eye-tracking as design input to compliance review and renovation estimates, and their work was shown in an exhibition of the seminar. In 2024 large language models acted as agents that access and edit supply chains in order to scale carbon-negative building: databases of synthetic materials as carbon supplements, local craft with local materials to reduce transport, reliable cost estimation to favour repair and reuse. In 2025 architecture was treated as a processor of collective patterns, with interfaces, thresholds and superpositions that unlock plural uses and values on the suburban, single-family lots typical of Texas. In 2026 the seminar introduces Synthetic Architecture as a practice, with agentic workflows and vibe coding, through four assignments that build on one another: a speculative visual essay that projects one link of architecture’s material chain forward, a browser simulation in which AI proposals meet a physical behaviour that can push back, an instrument grounded against reality and developed into a working app, and the venture film.

The seminar bridges theory and implementation through weekly lectures, workshops and project discussions, on a cloud computing infrastructure that I customize for the course, with UT’s Discovery Center of Impact strengthening its entrepreneurial side; no prior experience with AI or programming is required. Its projects have left the classroom twice. One grew into master’s thesis research with peer-reviewed publications and became Generative Matter, the pipeline behind the ACADIA 2025 Vanguard Paper Award; another became a startup, Resia, that implements the concepts of its seminar app. The same logic carries the feasibility work I now pursue at the scale of the single lot.

Apps of the 2023 seminar, among them Re-Resi, Nanoforge, As We See It and the Compliance Review Assistant, 1 min 16 s · student work
Apps of the 2024 seminar, among them Urban Stride, Qi Space, EcoScape and MatiLink, 1 min 15 s · student work
Apps of the 2025 seminar, among them GarageGoods, PocketHome and FlexHouse, 2 min 32 s · student work
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