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[ARTICLE · art-59296] src=github.com ↗ pub= topic=artificial-intelligence verified=true sentiment=· neutral

1d data to 3D topology, AI deepfakes to protien folding

A researcher is experimenting with converting 1D data into 3D topological knots for applications in AI audio deepfake detection, protein folding, drug docking, solar magnetic flare analysis, and music visualization.

read1 min views1 publishedJul 14, 2026
1d data to 3D topology, AI deepfakes to protien folding
Image: source

An experiment in taking 1D data, transforming it into a 3D knot and analysing comparing, in the forms of ai audio deepfake detection, protien folding and drug docking, magnetic flares from the sun, and making pretty videos from music :)

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source & further reading
github.com — original article
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