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RESEARCH SCALE 01-03 2024 · ONGOING

ADAPTIVE DOMESTICITY

Furniture joints → Room heatmaps → Apartment genomes. Reverse-engineering 200 years of housing rituals.

Adaptive Domesticity Research - AI-Driven Living Spaces
Machine learning pipeline: furniture patterns → room heatmaps → cultural typology genome

A Tokyo apartment: kitchen flows into living room, no threshold. A Paris apartment: kitchen hides behind a door, always. An Istanbul apartment: guest salon separated, living room fluid.

Why? Not aesthetics. Not regulation. Cultural muscle memory. Every door position, every corner treatment, every circulation ritual carries encoded social contracts. Privacy gradients. Hospitality protocols. Proxemic boundaries that shift by culture.

These aren't design "preferences." They're spatial grammars—as consistent and decodable as language syntax.

The Hypothesis

If domestic patterns are cultural encodings, they can be: extracted (furniture joinery) → measured (occupant movement) → parameterized (apartment typologies).

Research Phases

01

Furniture Joinery Analysis

Scale 01

Computer vision analysis of 3,200 furniture pieces from 8 cultural regions, extracting joint typologies, material transitions, and proportion systems.

Output: Joint typology database feeding Meelea configurator
02

Room Occupancy Heatmaps

Scale 02

Time-lapse analysis of movement patterns in 47 apartments across Istanbul, Tokyo, and Paris. LiDAR + depth cameras track morning routines, evening gatherings, sleeping transitions.

Output: Occupancy pattern library for SpaceCraft
03

Apartment Genome Mapping

Scale 03

Floor plan analysis of 856 apartments from 1920-2024. ML extracts: room adjacencies, proportion ratios, circulation hierarchies, privacy gradients, hospitality zones.

Output: Cultural typology database for Archly.ai

Foundational Thinkers

01

Gottfried Semper

1803–1879 · German Architect
"The origin of architecture lies in four elements: hearth, roof, enclosure, and mound."

Semper's Der Stil (1860-63) traces architecture not to form but to making—textile weaving, carpentry, masonry. Furniture joinery IS architecture at its origin.

Impact: Semper justifies why Scale 01 (furniture) matters for apartment design. Joint logic predicts spatial logic.
02

Gaston Bachelard

1884–1962 · French Philosopher
"The house is our corner of the world... our first universe."

La poétique de l'espace (1958) analyzes domestic space phenomenologically. Corners protect us, attics dream, cellars store fears. Space is not geometric—it's emotional.

Impact: Bachelard reminds us that data-driven design must preserve poetic quality. Our heatmaps track movement; they cannot capture memory.
04

Edward T. Hall

1914–2009 · American Anthropologist
"Space speaks."

The Hidden Dimension (1966) introduced proxemics—the study of human spatial relationships. Hall demonstrated that comfortable distances vary dramatically by culture.

Impact: Hall's proxemic distances (intimate: <45cm, personal: 45-120cm, social: 1.2-3.6m) inform our room-level circulation analysis.

What We Discovered

01

Furniture joint complexity correlates with apartment spatial hierarchy: cultures with elaborate joinery (Japan, Scandinavia) show more nuanced room transitions.

0.73 correlation
02

Turkish apartments show 2.3× more 'buffer zones' (entryways, lobbies) than Tokyo apartments—hospitality protocols encoded in circulation.

2.3× more zones
03

Parisian kitchens average 40% smaller than Tokyo kitchens in same-m² apartments—privacy gradient prioritized over culinary space.

40% size delta
04

Morning movement patterns in Istanbul peak 25 minutes later than Tokyo—urban rhythm affects domestic choreography.

25 min offset

Current Limitations

Sample bias: 47 apartments ≠ statistical significance. We observe patterns, not proven laws.

Class blindness: All apartments were middle-class urban. We cannot claim findings apply to social housing or luxury segments.

Observer effect: Cameras change behavior. 'Natural' movement patterns may be performative.

Temporal gap: 1920s floor plans vs. 2024 occupancy. Building stock evolved faster than our analysis.

Interested in Domestic Research?

We're documenting housing patterns across cultures. Reach out if you'd like to contribute data or collaborate.