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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
curiosity → artefact → insight
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
VIDEO
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