Essay 01
By Sophia Goehner
Generative AI
in Architecture
From Image to Architecture Through Selection, Translation, and Discipline.

§ 01 — Premise
Generative AI is not a tool for representation. It is a medium for architectural thought.
This work begins with images — not as illustrations of ideas, but as their origin. Generated imagery operates as a field of possibility: excessive, unstable, and unresolved. Architecture emerges through the act of engaging this field — selecting, interpreting, and transforming it.
The process is not linear, but it can be named
- Generation←→
- Selection←→
- Curation←→
- Translation←→
- Integration←→
- Resolution
Each step is an assertion of authorship. Each step reduces ambiguity while producing meaning. What is generated is not yet architecture. It becomes architecture through discipline.
To work generatively is to accept a productive tension between image and building. Images are immediate, dense, and often incoherent. Buildings require logic, structure, and consequence. The role of the architect is to negotiate this gap — not by smoothing it over, but by working through it.
How Architecture Resolves the Image
§ 02 — ResolutionAI-generated images do not resolve themselves. They remain excessive, ambiguous, and indifferent to reality. Architecture emerges through the act of resolution — through a sequence of disciplined operations that transform visual material into spatial, organizational, and material systems.
Resolution is not a final step, but a continuous process of reduction, clarification, and construction. It is the point at which the image is subjected to architectural judgment.
01 — Generation
Opening a field of possibility
Producing excessive, unstable, and unresolved visual material as raw architectural matter.
02 — Selection
Relentless selection over passive acceptance
Isolating what has spatial and conceptual potential while discarding the rest.
03 — Curation
Coherence imposed onto variation
Organizing inconsistency into legible systems and relationships.
04 — Translation
Transformation rather than replication
Reworking visual ideas into architectural systems rather than copying them.
05 — Integration
Integration of site, program, and use
Grounding the work in context, performance, and occupation — into initially indifferent form.
06 — Resolution
Spatial and organizational logic made complete
Turning appearance into structure, circulation, and use — clarified, constructible, and resolved.
Through these operations, the image is not preserved — it is tested, reduced, and rebuilt. What survives this process is no longer an image, but architecture.
Generation
Step 01 — GenerationA field of possibility is opened. Three NYC street studies emerge from the model — excessive, unstable, raw.
Study — Variation 1
Sculptural Concrete Meets Modern Glass
Study — Variation 2
Sinuous Urban Architecture on a Lively Street
Study — Variation 3
Urban Farm in the City Landscape
Selection & Curation
Step 02 — Selection → CurationThe field is reduced. What carries spatial potential is isolated, abstracted, and re-read in tonal terms.
Curation — Variation 1
Sculptural Concrete — Curated
Curation — Variation 2
Sinuous Urban — Curated
Curation — Variation 3
Urban Farm — Carried Forward
Translation
Step 03 — TranslationThe curated image is translated into architectural propositions — plan, section, and system. Surface becomes structure. Appearance becomes use.
Translation closes the gap between image and building. It is the discipline that renders a generated surface into something that can be inhabited, constructed, and measured.
Integration
Step 04 — IntegrationThe translated proposition is grounded in site, program, and use. What began as an indifferent image is bound to context — to climate, circulation, structure, and the lives it must support.
Integration is where architecture accepts its obligations. The work is no longer autonomous; it answers to the conditions around it.
Resolution
Step 05 — ResolutionResolution is the discipline that closes the work. Ambiguity is reduced, systems are clarified, and the proposition is made coherent, constructible, and complete.
What remains is no longer image, no longer proposition — it is architecture.
By Sophia Goehner
“What is generated is not yet architecture. It becomes architecture through discipline.”