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An Agora for Symbiotic Synthesis of Singularity

AI Accelerated Architecture · RMIT · Semester 1, 2024

An Agora for Symbiotic
Synthesis of Singularity

Sunrise Dam Gold Mine · WA Post-Industrial Speculation AI as Design Medium ComfyUI · Midjourney · DALL-E 3 Underground Urbanism

What happens to a gold mine when the gold runs out? Sunrise Dam, Laverton WA: 1.88 square kilometres, open pit begun 1997, 500 metres deep by 2014, underground mining since 2003. The site is a wound in the earth that will outlast its industrial purpose by centuries. This project asks what it becomes next.

The proposal transforms the exhausted mine into a subterranean civic agora: a megacity built into clusters of open mining pits, surrounded by forested landscape. Architectural elements follow the natural topography, creating terraced structures that cascade down the slopes. Eight programme zones descend through the strata, each calibrated to its particular underground condition: light, temperature, structural geology, proximity to the surface above. The formal language oscillates between brutalist mass and organic fluidity, as if the architecture had been carved and grown simultaneously.

AI tools were used not as rendering shortcuts but as design instruments. Each tool introduced a different kind of agency into the process: ChatGPT as programmatic thinker, Midjourney as spatial intuition, DALL-E 3 as architectural translator, ComfyUI as cinematic synthesizer. The question was not which tool to use but how far to trust each one before intervening.

Studio AI Accelerated Architecture
Prof. Alisa Andrasek
Institution RMIT University
Melbourne, Victoria, Australia
Partner Chotipong Thititum
Site Sunrise Dam Gold Mine
Laverton WA 6440
Site Area 1.88 km² · 500m depth
AI Tools ChatGPT · Midjourney · DALL-E 3 · ComfyUI
Year Semester 1, 2024
1.88 km² site area
500 metres pit depth
2023 mining concluded
8 programme zones
The Agora: central civic gathering space carved into rock strata, multi-level terraces with greenery, skylights above, populated with inhabitants The Agora: central civic space, terraced rock gardens under skylights

The Site

Sunrise Dam Gold Mine sits 55 kilometres south of Laverton in Western Australia's arid interior. AngloGold Ashanti began open-pit operations in 1997. By 2014 the main pit had reached 500 metres below surface. Underground mining via long-hole open stoping and sublevel caving began in 2003 and continues alongside the pit operations. A fine-grind and flotation circuit was added in 2018. Mining at the adjacent Golden Delicious pit ran from 2021 to 2023.

The pit is 1.88 square kilometres at the surface: terraced, spiralling, geological strata exposed in concentric bands of ochre, rust and grey. The void is not a ruin. It is a civic proposition waiting for a brief.

Sunrise Dam Gold Mine, Laverton WA 6440: aerial photograph showing terraced open pit, 1.88 sq km, operations 1997–2023 Sunrise Dam Gold Mine, Laverton WA: 1.88 km², 500m depth

Masterplan

The design reimagines the mine's terraced topography as inhabited infrastructure. Sinuous building forms follow the contour lines of the original pit walls, creating a continuous urban fabric that descends from the forested surface to the deepest underground chambers. Above ground, clusters of terraced structures integrate with the rehabilitated landscape. Below, the strata are carved into distinct programme zones, each responding to its depth, geology, and light condition.

Macro-scale aerial view: clusters of terraced brutalist structures integrated into forested landscape, cascading into open mining pits Macro-scale aerial: terraced structures cascading into rehabilitated mine pits
Aerial perspective: terraced structures embedded into the mining pit walls, green corridors, spiral access routes Aerial perspective: inhabited terraces embedded in pit walls

AI Workflow

The studio's proposition was that AI is not a tool for finishing architecture but for beginning it. The workflow was built in four deliberate phases, each using a different instrument for a different cognitive task. No phase was skipped. The output of each fed the next.

Phase 1: Research and Briefing. ChatGPT was given Superflux's "Mitigation of Shock" as a conceptual frame and asked to speculate on future functions for an exhausted mine site. It produced detailed programme briefs for each zone, then generated Midjourney-ready prompts for each one. Text as architecture.

Phase 1 pipeline: ChatGPT generating zone briefs from Superflux framework, producing Midjourney-ready prompts for six programme zones via DALL-E and Midjourney Brush Phase 1 pipeline: ChatGPT briefs → DALL-E + Midjourney Brush

Phase 2: Site Reading. A photograph of Sunrise Dam was fed to ChatGPT, which described the terrain in precise visual language: terraced levels, winding roads, colour striations, geological scale. That description went to DALL-E, which produced abstract architectural reinterpretations. Simultaneously, Midjourney generated close-up geological texture studies from the same description: rock formations, honeycomb voids, lacework stone. A material vocabulary for the project.

Phase 2 pipeline: Site photograph fed to ChatGPT Describe, output driving DALL-E and Midjourney simultaneously, producing reinterpretations and geological texture studies Phase 2 pipeline: Site Image → ChatGPT Describe → DALL-E + Midjourney
Phase 2 spatial outputs: Midjourney Brush iterations producing architectural reinterpretations of the mine site, DALL-E generating plan and aerial views Phase 2 spatial outputs: Brush iterations and architectural reinterpretations
DALL·E 3
Prompt Certainly! Let's explore the intricate patterns within the image of the open-pit mine. Here are some key features:

Terraced Levels: The mine exhibits a series of terraced levels, each carved out of the earth. These stepped formations create a visually striking pattern, emphasising the depth of excavation.

Winding Roads: A network of roads crisscrosses the mine, connecting different parts of the excavation. These roads follow irregular paths, adding complexity to the overall pattern.

Colour Variations: The colours within the mine vary from light brown to dark grey, representing different types of soil, rock, and mineral deposits.

Desolate Landscape: Beyond the mine, the landscape appears flat and barren, with minimal vegetation.
DALL-E 3 output: terraced open-pit mine rendered as architectural section, ochre and grey strata DALL-E 3 output: circular aerial view of terraced mine pit, concentric rings DALL-E 3 output: open-pit mine spiral with winding access roads and geological strata DALL-E 3 output: aerial view of mine terraces with machinery visible on roads
DALL·E 3: Give the images an architectural expression in the form of more images
DALL-E 3 architectural output: futuristic city embedded in mine terraces, glowing at dusk DALL-E 3 architectural output: lit megastructure terraces with colourful platforms DALL-E 3 architectural output: angular brutalist terraced forms carved into mine walls DALL-E 3 architectural output: pyramidal terraced megastructure with pools and green roofs
Midjourney
Prompt A closeup of intricate rock formations in the desert, resembling delicate lacework. The texture is detailed with natural patterns, creating an organic pattern reminiscent of nature's artistry.

--v 6.0 - Upscaled (Creative) by @Shahriyar (fast)
Midjourney: rock formation closeup, honeycomb void pattern, cream and ochre tones Midjourney: rock formation closeup, porous cellular texture, warm white lacework Midjourney: rock formation closeup, layered strata with organic voids Midjourney: rock formation closeup, dense interlocking geological texture
Midjourney variation: contoured rock surface with undulating topographic lines Midjourney variation: porous sandstone formation with layered erosion Midjourney variation: fine lacework rock texture, ochre and cream Midjourney variation: cellular stone surface with deep voids
Midjourney variation: dark brown cavernous rock texture, deep shadows Midjourney variation: eroded stone with honeycomb and bubble pattern Midjourney variation: tightly packed geological formations, rich brown Midjourney variation: coarse porous stone surface with organic layering
Midjourney Blend
Inputs
Input 1: Midjourney rock texture: porous lacework stone Input 2: KCGM Super Pit aerial: terraced open-pit gold mine, Western Australia
Blend output: organic topographic model merging rock lacework with mine terracing, layered contour lines Blend output: contoured landscape model, concentric strata combining geological texture with pit morphology
Blend output: undulating topographic surface, ochre and grey striations, mine pit as formal generator Blend output: tightly contoured aerial model, cellular voids embedded in terraced landscape
Midjourney Blend
Inputs
Input 1: rock lacework texture reference Input 2: Penda modular wooden village, Beijing Horticultural Expo (Pinterest reference) Blend with architectural reference (Pinterest / Penda Beijing Expo)
Blend output: terraced urban landscape, warm terracotta tones, ochre contoured building tiers Blend output: aerial terraced city, reddish modular forms with glass pavilions, organic contours
Blend output: undulating terraced landscape with vegetation, warm ochre and silver striations Blend output: dense urban terracing, silver-green contours with reddish building cores
Midjourney Variant w/ prompt
Inputs
Input 1: DALL-E 3 open-pit mine with winding access roads and mining vehicles Input 2: topographic contour model, organic terraced landscape forms Input 3: Penda modular wooden village, Beijing Horticultural Expo (Pinterest reference)
Prompt

Populate with underground hyper futuristic human habitat with glass facade, populated with humans, hyper futuristic vehicles

Variant output: aerial futuristic terraced habitat, glowing glass facades embedded in mine terracing Variant output: futuristic terraced city, ochre and silver, winding access roads with vehicles
Variant output: sweeping terraced habitat, contoured silver floors, warm lighting from below Variant output: close aerial of stacked futuristic terraces, ochre glow, organic building forms
Midjourney Other Variations and Blends w/ or w/o Prompts
Inputs Input 1
Input 3
Input 2
Variation: topographic contour landscape Variation: terraced architectural forms Variation: aerial terraced mine hybrid Variation: sweeping topographic terrain
Variation: futuristic terraced habitat Variation: futuristic terraced city Variation: aerial terraced landscape Variation: futuristic terraced aerial
Variation: futuristic terraced habitat, gold glow Variation: futuristic terraced aerial, teal accent Variation: terraced landscape, warm striations Variation: futuristic aerial, teal water channels
Variation: organic terraced architecture, aerial Variation: terraced landscape with organic voids Variation: organic contoured architecture Variation: aerial organic terraced landscape

Phase 3: Spatial Iteration. Midjourney's Brush and Blend tools were applied repeatedly to the site imagery and reference material, each pass pushing further from raw photograph toward designed architecture. The mine's ochre terracing became building tiers. The pit's spiral access roads became inhabited promenades. Topographic contour studies emerged as formal genesis for the masterplan.

Phase 3 outputs: Midjourney Brush and Blend iterations pushing from raw site photograph toward designed architecture, building tiers emerging from ochre terracing Phase 3 outputs: Midjourney Brush and Blend iterations
Midjourney Variations and Blends w/ or w/o Prompts
Inputs Input 1: rock texture blend reference
Input 2: Midjourney blend output
Input 3: Midjourney blend output
Blend variation: alien city mine site with architecture Blend variation: alien city mine site with architecture Blend variation: alien city mine site with architecture Blend variation: alien city mine site with architecture
Blend variation: alien city mine site with architecture Blend variation: alien city mine site with architecture Blend variation: alien city mine site with architecture Blend variation: alien city mine site with architecture
Blend variation: alien city mine site mega Blend variation: alien city mine site mega Blend variation: alien city mine site mega Blend variation: alien city mine site mega
Zoom-out variation: alien city mine site mega Zoom-out variation: alien city mine site mega Zoom-out variation: alien city mine site mega Zoom-out variation: alien city mine site mega
Midjourney Variations and Blends w/ or w/o Prompts
Inputs Input 1: aerial open-pit mine reference
Input 2: prior Midjourney blend output
Input 3: zoomed-out alien city mine site
Input 4: architectural massing reference
Blend 2 variation: alien city mine site mega Blend 2 variation: alien city mine site mega Blend 2 variation: alien city mine site mega Blend 2 variation: alien city mine site mega
Blend 2.1 variation: refined alien city mine site Blend 2.1 variation: refined alien city mine site Blend 2.1 variation: refined alien city mine site Blend 2.1 variation: refined alien city mine site
Blend 2.1.1 variation: hyper-utopian mine city Blend 2.1.1 variation: hyper-utopian mine city Blend 2.1.1 variation: hyper-utopian mine city Blend 2.1.1 variation: hyper-utopian mine city
Blend 3 variation: industrial machine mine city Blend 3 variation: industrial machine mine city Blend 3 variation: industrial machine mine city Blend 3 variation: industrial machine mine city
Midjourney Blend / Prompts / Variants
Dream incubation centre: interior cave space looking out Dream incubation centre: interior cave space looking out Dream incubation centre: interior cave space looking out Dream incubation centre: interior cave space looking out
Supermassive AI data centre: interior under open pit Supermassive AI data centre: interior under open pit Supermassive AI data centre: interior under open pit Supermassive AI data centre: interior under open pit
Supermassive industrial factory: interior under open pit Supermassive industrial factory: interior under open pit Supermassive industrial factory: interior under open pit Supermassive industrial factory: interior under open pit
Hyperloop transportation hub: interior under open pit Hyperloop transportation hub: interior under open pit Hyperloop transportation hub: interior under open pit Hyperloop transportation hub: interior under open pit
Midjourney Blend / Prompts / Variants
Cosy family livingroom overlooking open-pit mine landscape Cosy family livingroom overlooking open-pit mine landscape Cosy family livingroom overlooking open-pit mine landscape Cosy family livingroom overlooking open-pit mine landscape
Small cozy family living room with cave window Small cozy family living room with cave window Small cozy family living room with cave window Small cozy family living room with cave window
Small cozy family dining room with cave window Small cozy family dining room with cave window Small cozy family dining room with cave window Small cozy family dining room with cave window
Small cozy family bedroom overlooking cave landscape Small cozy family bedroom overlooking cave landscape Small cozy family bedroom overlooking cave landscape Small cozy family bedroom overlooking cave landscape

Phase 4: Production. All outputs were fed into ComfyUI with a custom LoRA trained on open-pit mine imagery, grounding the model in the site's specific materiality. ChatGPT briefed the system on future functions per zone. ComfyUI produced zone-specific cinematic perspectives, each upscaled to final resolution. The pipeline moved from site photograph through AI description, AI reinterpretation, and AI synthesis to final architectural image.

Phase 4 full pipeline: Site images through ComfyUI with ChatGPT zone briefs, producing final cinematic outputs for each programme zone Phase 4 full pipeline: ComfyUI synthesis with ChatGPT zone briefs

Programme

Eight zones distributed across the vertical section of the pit, each responding to the particular condition of its stratum. Surface programmes receive natural light and connect to the rehabilitated landscape above. Deep programmes exploit the mine's thermal mass, geological stability, and isolation from the surface.

Zoning section: vertical distribution of the eight programmes across the pit strata, from dream incubation at the rim to the aquifer at the base Zoning section: vertical distribution across the pit
Zoning diagram: schematic plan of the eight programmatic bands following the terraced geometry of the mine Zoning diagram: programmatic bands in plan

Interior visualisations for each programme were generated with Midjourney and refined through ComfyUI (Variant with Prompt) to explore spatial variants within a consistent material and atmospheric language.

Hyper-transport Hub: Hyperloop station at pit level. Glass pneumatic tubes carry pods of people and machines. Transportation drone platforms, multimodal logistics nodes, and sweeping forms spiral across the landscape. The circulatory system of the agora: no cars, no roads, only the continuous movement of pods, drones, and metro through the carved strata.

Hyper-transport Hub: biomorphic underground hyperloop terminal, glass pneumatic tubes, atrium open to sky Hyper-transport Hub: variant 1
Hyper-transport Hub: multi-level terminal with pods, drones, and sweeping organic geometry Hyper-transport Hub: variant 2
Hyper-transport Hub: pneumatic pod arrival, white biomorphic forms, central light shaft Hyper-transport Hub: variant 3
Hyper-transport Hub: logistics level with drones and automated platforms integrated into the carved strata Hyper-transport Hub: variant 4

Symbiotic Living Spaces: residential communities carved into the upper pit walls. Cozy family apartments with panoramic windows overlooking the terraced canyon below. Living rooms, dining areas, bedrooms: each with large openings onto green corridors, trees growing through rock ledges, water bodies following the natural topography. The architecture makes nature integral to domestic life, with floors transitioning seamlessly to outdoor terraces.

Symbiotic Living: cozy family living room with panoramic canyon view, warm timber interior, green ledges beyond Living room overlooking the canyon
Symbiotic Living: living room variant, soft afternoon light, trees growing through rock ledges outside Living room: light variant
Symbiotic Living: cozy family dining room opening onto the terraced green corridor Family dining space
Symbiotic Living: bedroom with couple at window, green cascades on rock ledges, warm morning light Bedroom at the canyon edge

Dream Incubation Centres occupy the upper rim where natural light still penetrates. Smooth curves, reflective glass, lush greenery, and open spaces filled with VR pods, sensory gardens, and communal dreaming areas. Walls subtly adjust texture in response to neural patterns. A research and rest facility for fostering creativity and imagination at the threshold between surface and depth.

Dream Incubation Centre: biophilic atrium near the pit rim, cascading greenery, glass pods Dream Incubation Centre: variant 1
Dream Incubation Centre: sensory garden with VR pods, reflective glass walls, waterfalls Dream Incubation Centre: variant 2
Dream Incubation Centre: communal dreaming hall, soft ambient light, organic curved walls Dream Incubation Centre: variant 3
Dream Incubation Centre: rest pods embedded in greenery, light filtering through glass canopy Dream Incubation Centre: variant 4

AGRO Farm: vertical farming towers housed under a supermassive brutalist dome, vegetation growing on concentric tiers. AI-driven hydroponics and aeroponics systems, automated drones for cultivation, renewable energy sources integrated into the structure. Lush jungle canopy, mist, skylights. The mine's controlled environment repurposed for agricultural production at scale.

AGRO Farm: domed vertical farm with concentric tiers of jungle canopy, mist, skylights AGRO Farm: variant 1
AGRO Farm: hydroponic tiers with bridges, brutalist structure, automated drones at work AGRO Farm: variant 2
AGRO Farm: deep jungle canopy at the dome's base, mist, overhead light shafts AGRO Farm: variant 3
AGRO Farm: concentric planting tiers seen from above, integrated renewables, circulation bridges AGRO Farm: variant 4

AI Data Farm: underground facility exploiting the mine's natural cooling. Massive server racks rise along raw rock walls to great heights beneath a glass roof. The mine's thermal mass and depth repurposed as computational infrastructure. The geological strata that once held gold now hold data.

AI Data Farm: underground canyon with angled glass-grid skylights, server racks along raw rock walls AI Data Farm: variant 1
AI Data Farm: vertical server racks rising along geological strata, cool blue light AI Data Farm: variant 2
AI Data Farm: central atrium between rock walls, maintenance walkways, server stacks receding into depth AI Data Farm: variant 3
AI Data Farm: computational infrastructure carved into the mine, skylight above, reflective floor AI Data Farm: variant 4

Manufacturing: supermassive underground industrial factories housed in the deepest strata. Autonomous machines maintain the production lines. Multi-level gantries, amber lighting, steel structure carved into living rock. The mine's original purpose, extraction, inverted: now the deep earth is where things are made, not where things are taken from.

Manufacturing: industrial cavern in the deepest strata, multi-level gantries, amber lighting Manufacturing: variant 1
Manufacturing: autonomous production lines, steel structure carved into living rock Manufacturing: variant 2
Manufacturing: robotic assembly floor seen from upper gantry, warm industrial light Manufacturing: variant 3
Manufacturing: deep industrial cavern, vertical circulation between production decks Manufacturing: variant 4

Utilities: massive underground tunnels with pipe galleries running beneath the brutalist structures, following the natural topography. The invisible circulatory infrastructure of the entire settlement, monumental in its own right.

Utilities: monumental pipe gallery, cylindrical ducts along sheer cliff face, workers for scale Utility infrastructure: variant 1
Utilities: tunnel system with layered pipework, maintenance walkways, industrial lighting Utility infrastructure: variant 2
Utilities: cross-section of the pipe gallery following the pit topography Utility infrastructure: variant 3
Utilities: deep service corridor with concrete ribs, ducts, and cable galleries Utility infrastructure: variant 4

Underground Aquifer: water collection and storage in the deepest chambers. Subterranean reservoirs with massive concrete retaining walls, calm reflective channels, pine trees growing on rock ledges. Infrastructure becoming sacred space.

Underground Aquifer: subterranean reservoir, concrete retaining walls, mirror-still water channel Underground Aquifer: variant 1
Underground Aquifer: reflective water chamber with pine trees on rock ledges Underground Aquifer: variant 2
Underground Aquifer: vast water chamber, cathedral-like scale, soft top light Underground Aquifer: variant 3
Underground Aquifer: rising water level study, reservoir at capacity Underground Aquifer: water-level study
Underground infrastructure: mirror-still water beneath monumental concrete and rock, walkways spanning the void, waterfalls descending through geological strata

Theoretical Framework

Jeremy Rifkin Third Industrial Revolution: energy, infrastructure, society as integrated system
Benjamin Bratton The Stack: planetary computation as architectural condition
Superflux Mitigation of Shock: design for futures of scarcity and systemic disruption
Alisa Andrasek AI-accelerated design: complexity, biomass, emergence as architectural material
Post-Mining Urbanism 60,000+ abandoned mine sites in Australia: infrastructure of extraction repurposed as infrastructure of habitation
Underground Ecology Natural cooling, thermal mass, light deprivation: the mine's physics as architectural programme
Stateless Architecture A Banal Mongrel Exhibit