Art(ificial) futures

AI, creativity curiosity & public imagination

Ben Swift

ANU SCHOOL OF CYBERNETICS | ART(IFICIAL) FUTURES

Acknowledgement of Country

ANU SCHOOL OF CYBERNETICS | ART(IFICIAL) FUTURES

curiosityartefactinsight

ANU SCHOOL OF CYBERNETICS | ART(IFICIAL) FUTURES

Curiosity

ANU SCHOOL OF CYBERNETICS | ART(IFICIAL) FUTURES
ANU SCHOOL OF CYBERNETICS | ART(IFICIAL) FUTURES
ANU SCHOOL OF CYBERNETICS | ART(IFICIAL) FUTURES
ANU SCHOOL OF CYBERNETICS | ART(IFICIAL) FUTURES

what happens if you keep doing this?

ANU SCHOOL OF CYBERNETICS | ART(IFICIAL) FUTURES

like... over and over again?

ANU SCHOOL OF CYBERNETICS | ART(IFICIAL) FUTURES

can we measure (and predict) semantic drift?

ANU SCHOOL OF CYBERNETICS | ART(IFICIAL) FUTURES

my curiosity is now piqued

ANU SCHOOL OF CYBERNETICS | ART(IFICIAL) FUTURES

Artefact

ANU SCHOOL OF CYBERNETICS | ART(IFICIAL) FUTURES

time for a demo

ANU SCHOOL OF CYBERNETICS | ART(IFICIAL) FUTURES
ANU SCHOOL OF CYBERNETICS | ART(IFICIAL) FUTURES
ANU SCHOOL OF CYBERNETICS | ART(IFICIAL) FUTURES
ANU SCHOOL OF CYBERNETICS | ART(IFICIAL) FUTURES

can we measure (and predict) semantic drift?

ANU SCHOOL OF CYBERNETICS | ART(IFICIAL) FUTURES

(still) dunno

ANU SCHOOL OF CYBERNETICS | ART(IFICIAL) FUTURES

Insight

ANU SCHOOL OF CYBERNETICS | ART(IFICIAL) FUTURES

Embedding models

Embedding models (Mikolov et al. 2013) are a way of mapping text into an "embedding space", so that similar texts are close to each other and dissimilar texts are far apart.

Is this a way to measure semantic drift?

ANU SCHOOL OF CYBERNETICS | ART(IFICIAL) FUTURES
Word Embeddings person woman man camera TV covfefe
ANU SCHOOL OF CYBERNETICS | ART(IFICIAL) FUTURES
Word Embedding Arithmetic king man woman + queen king − man + woman ≈ queen
ANU SCHOOL OF CYBERNETICS | ART(IFICIAL) FUTURES

but in 768 dimensions

ANU SCHOOL OF CYBERNETICS | ART(IFICIAL) FUTURES
ANU SCHOOL OF CYBERNETICS | ART(IFICIAL) FUTURES
ANU SCHOOL OF CYBERNETICS | ART(IFICIAL) FUTURES
ANU SCHOOL OF CYBERNETICS | ART(IFICIAL) FUTURES
ANU SCHOOL OF CYBERNETICS | ART(IFICIAL) FUTURES
ANU SCHOOL OF CYBERNETICS | ART(IFICIAL) FUTURES
ANU SCHOOL OF CYBERNETICS | ART(IFICIAL) FUTURES
rank cluster label %
1 A young girl with blonde hair and blue eyes smiles warmly, wearing a pink bow and a white shirt against a solid blue background. 39.5
2 a close up of a green leaf with water droplets on it 27.7
3 A vibrant abstract composition features overlapping triangles in green, orange, yellow, and red, creating a dynamic and energetic visual effect. 5.9
4 a close up of a woman's eye with blue eyes 5.8
5 A black and orange butterfly with white spots rests on a green leaf, displaying its wings in a state of rest. 5.3
6 a man wearing a surgical mask on a blue background 3.8
7 A close-up view of an eye showcases a vibrant iris with blue, green, and yellow hues, contrasted by a black pupil and a blurred background. 3.8
8 A clownfish, with orange and white stripes, swims against a black background, displaying its distinctive fins and tail. 2.9
9 a close up of a person's eye with water droplets on it 2.7
10 A green gift box with a gold ribbon bow sits on a green background, exuding a sense of anticipation and celebration. 2.7
ANU SCHOOL OF CYBERNETICS | ART(IFICIAL) FUTURES
ANU SCHOOL OF CYBERNETICS | ART(IFICIAL) FUTURES
ANU SCHOOL OF CYBERNETICS | ART(IFICIAL) FUTURES
ANU SCHOOL OF CYBERNETICS | ART(IFICIAL) FUTURES
ANU SCHOOL OF CYBERNETICS | ART(IFICIAL) FUTURES

can we measure (and predict) semantic drift?

measure? yeah

predict? still dunno

ANU SCHOOL OF CYBERNETICS | ART(IFICIAL) FUTURES

genAI is creative

ANU SCHOOL OF CYBERNETICS | ART(IFICIAL) FUTURES

genAI is creative

ANU SCHOOL OF CYBERNETICS | ART(IFICIAL) FUTURES

humans are creative

genAI is just a tool

ANU SCHOOL OF CYBERNETICS | ART(IFICIAL) FUTURES

humans are creative

genAI is just a tool

ANU SCHOOL OF CYBERNETICS | ART(IFICIAL) FUTURES

we're all part of a big'ol system

and I'm curious how it works

ANU SCHOOL OF CYBERNETICS | ART(IFICIAL) FUTURES

Cybernetic Studio

ANU SCHOOL OF CYBERNETICS | ART(IFICIAL) FUTURES

Thanks

Ben Swift

Cybernetic Studio

[email protected]

ANU SCHOOL OF CYBERNETICS | ART(IFICIAL) FUTURES

AI is rapidly transforming how art is made, experienced and understood. This event explores the emerging role of AI in creative practice, with a focus on its application in public-facing institutions such as museums, cultural organisations and healthcare settings. Hear from leading artists who are working in partnership with institutions to experiment with AI in ways that are imaginative, inclusive and future-oriented. Their work opens up new conversations about technology, creativity, and public value - conversations that are increasingly vital as we reimagine the role of culture in civic life.

demo notes: grid for main demo, but leave single up while I talk

Diagram: Linear flow showing alternating prompt/caption → image sequence

Diagram: Word embeddings visualization

Diagram: Word embedding arithmetic "king - man + woman = queen"

Word vectors

Diagram: Text-to-image flow with embeddings shown below each caption

Diagram: 50 embeddings compressed into a single row of small circles

Diagram: 10x50 grid of embeddings (500 total) representing multiple runs

Diagram: K-means clustering animation showing embeddings grouping by similarity

Diagram: Colored dots returning to grid with pattern (from clusters)

Diagram: Persistent homology - growing balls around points