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§ programs · No. 01 · 2022–2026
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§ program 01

Synthetic Types

2022–2026

From predicted matter to built type, by making. Materials predicted by AI are filtered for architecture, made in ordinary workshops with kilns, molds, and the sun, and followed to the tectonic dispositions and building types they afford.

led by Daniel Koehler

Sectional model of the Gießhof: three floors of warm rammed-earth rooms between dark truss bands with planted racks
The Gießhof, a building cast from the ground it stands on · sectional model · visualization generated from the author's drawings · 2026

Every technological epoch has induced its building types. The elevator gave the tower, the car gave the mall, and an epoch whose materials are predicted before they exist will give types that have no names yet. This program builds the chain that gets there, and it builds it by hand: a predicted compound is filtered for architecture, given a synthesis route, weighed, mixed, fired or cured in the sun, read for the disposition it affords, and only then followed to a type. What the program refuses is plausibility as a stopping point. A material either forms, or it does not; a type either carries its loads, its carbon, and its uses, or it is an image.

Research in the making

The program advances as a series of experiments, each with a date, a workshop, and a result.

  • Austin, 2024 to 2025: the first brick. The Generative Matter pipeline, developed with Catherine Graubart, filtered DeepMind’s 380,000 predicted compounds to 13,638 building-material candidates and wrote a workshop recipe for each. The first composition to be made, a calcium silicate, was mixed with a kitchen scale and a mortar, cast in silicone molds, fired at 800 °C in a benchtop kiln, and, in the batch that mattered most, simply dried in the sun. The sun-dried brick held: the pipeline’s proof of concept cost no energy at all. ACADIA 2025 Vanguard Paper Award.
  • The database, 2026. Generative Matter V3 released the candidates with a DOI, so that the filtering can be repeated against the next prediction; the materials browser on this site shows two hundred of them ranked by architectural potential, thirty of which form without a kiln, at hotplate temperatures of 130 °C.
  • Stuttgart, summer 2026: the kiln. At the Academy of Fine Arts Stuttgart the studio Synthetische Typen / Modelling Models took the recipes into the academy’s workshops. A shortlist of six compositions, three silicates from a plain cast glass to a high-index glass, a ferroelectric perovskite, and two calcium silicates that invite comparison with cement, was prepared with 100-gram recipes, firing curves, and safety checks; a seventh, an iron-potash oxide, was chosen for kiln-casting in the open 900 °C kiln. Each first firing was treated as what it is, an experiment, and documented as one.
  • The atlas, 2026: from material to type. Vol. I follows thirty-six materials from synthesis to the building type each affords, researched and adversarially fact-checked by a multi-agent pipeline; Vol. II, the Recipe Atlas, gives 245 makeable compositions with recipes for common workshops. The building types of Vol. I are the program’s next entries: design studies, one type per material, to be added as they are drawn and built.

The chain is only as good as its weakest link, and the weakest link is always the kiln. That is why the program keeps the model answerable to it.

plates

Gallery

5 plates · click to enlarge
  • Step 1 filtering, visualizing and understanding generated materials
    Step 1 filtering, visualizing and understanding generated materials
1 / 5 · Step 1 filtering, visualizing and understanding generated materials
entries

Work

8 entries
Sectional model view of the Gießhof: warm inhabited rooms in rammed earth alternating with dark truss floors
2026 · research · Stuttgart
The Gießhof
A projective design study for Stuttgart: urban soil read as ore, iron cast on site, clay rammed into piers, and a cooperative that owns the result. Six grounds, one section, six institutions; developed alongside the studio Synthetic Types, 2026.
D. Koehler
A section model of a house with a translucent roof, a tree in the courtyard and rooms on two levels
2026 · research · Stuttgart
Cellulose
A design study for a housing type made from what a block throws away: a container-sized mill turns kitchen scraps, cuttings and paper into rope, tubes and a translucent membrane that robots stretch over the gaps, courtyards and roofs of an existing block. Film and images generated; 2026.
D. Koehler
Two copies of the book Compositional Intelligence, the cover a mosaic of thousands of tiny generated city images
2026 · publication
Compositional Intelligence
A monograph on generative AI and architectural typology, with a foreword by Mario Carpo. How large models compress the built world into types, and how architects can compose with those compressions rather than consume their images.
D. Koehler
Front cover of Synthetic Types Atlas, Vol. I: a grid of generated section models of buildings around the title
2026 · publication
Synthetic Types Atlas, Vol. I
Thirty-six case studies follow an AI-predicted material from its synthesis to the building type it induces, over 489 pages researched and adversarially fact-checked by a multi-agent pipeline. The book of the Synthetic Types research, and the source of its design studies.
D. Koehler
Front cover of Synthetic Types Atlas, Vol. II: a grid of rendered sample plates in many colours around the title
2026 · publication
Synthetic Types Atlas, Vol. II
The cookbook of the Synthetic Types research: 245 AI-predicted materials, each with a recipe that an ordinary workshop can follow, precursors, masses, firing curve, and safety check. The continuation of the Generative Matter research into a book of makeable things.
D. Koehler
A generated building type grown from rock, soil and vegetation, with rooms cut into the strata
2025 · exhibition · Brooklyn
Geological Types
A four-minute film of building types grown rather than drawn: terraces cut into strata, rooms hollowed from the block, gardens on every ledge. Generated with Stable Diffusion 3 Medium and animated with Midjourney; shown in Transductions at Pratt Institute, Brooklyn, 2025.
D. Koehler
A pale sun-cured brick of the calcium silicate standing upright on a white surface
2023–2025 · research · The University of Texas at Austin · Academy of Fine Arts Stuttgart
Generative Matter
DeepMind's GNoME predicted 380,000 stable compounds. This pipeline filtered them to 13,638 building-material candidates with machine-readable synthesis protocols, released them openly, and made several of them physically, with students, in ordinary workshops.
D. Koehler
A grid of small mixed-media architectural models with exposed frames and geological bases
2022–2024 · research
Research by Models
Physical models built in mixed media and left deliberately incomplete become the ground on which diffusion models are asked to complete a building. The augmentation stays answerable to the object on the table: the frame constrains the roof, the base constrains the section.
D. Koehler
entries

Teaching

3 studios
writing

Publications

5 items
2026 · book
Daniel Koehler · Independently published · 489 pages, 36 case studies.
2026 · book
Daniel Koehler · Independently published · 261 pages.
2026 · book
Daniel Koehler · Routledge, London · Foreword by Mario Carpo. 275 pages, peer reviewed.
2026 · chapter
Reciprocal Groundings: Human-AI Companionship and the Synthesis of Vernacular Intelligence
Daniel Koehler · Artificial Intelligence and Ecological Design: Frameworks and Methods for Deep Vernacularity, ed. Shermeen Yousif and Vernelle A. A. Noel · Wiley, Hoboken
2025 · conference
Catherine Graubart, Daniel Koehler · ACADIA 2025 Proceedings, Miami · ACADIA 2025 Vanguard Paper Award.