The World of
Generative Art

The defining distribution revolution of the 2020s. By deploying generation algorithms directly onto Ethereum and Tezos, artists created systems where the artwork itself is produced and permanently linked to the collector's transaction hash at the moment of minting — immutable, verifiable, and uncurated at scale.

• Long-form generative art — algorithms designed to produce thousands of distinct, high-quality outputs across a full mint run without hand-selection
• Transaction hash as seed — the collector's wallet determines the output, making provenance and generation inseparable
• Trustless provenance — the blockchain is both the distribution system and the permanent record of origin
• Feature rarity systems — artists define probabilistic trait distributions that collectors can verify against the on-chain algorithm

A fundamental shift from writing explicit rules to directing data-driven neural networks. Artists navigate the vast, high-dimensional latent spaces of GANs, VAEs, and diffusion models — bending statistical distributions of reality to synthesize post-photographic imagery, organic simulations, and entirely new visual ontologies.

• Latent space navigation — interpolating between billions of learned parameters to find images that have never existed
• Post-photographic synthesis — generating flawless realities through text conditioning, style transfer, and diffusion guidance
• Artistic curation of process — the artist's role shifts to dataset curation, prompt design, and output selection
• Biological and ecological themes — leading practitioners often explore non-human intelligence and natural systems

A move away from CPU-bound drawing functions toward the massive parallel processing power of the GPU. Using fragment shaders written in GLSL, artists define the color of every pixel simultaneously through pure mathematics — enabling photorealistic 3D worlds, infinite fractals, and fluid simulations packed into a few hundred lines of code.

• Raymarching & signed distance functions — rendering infinite, analytically precise 3D geometry without a single polygon
• Extreme code efficiency — entire scenes compressed into kilobytes, a discipline celebrated in demoscene culture
• Real-time interactivity — outputs respond to time, mouse, audio, and camera at 60fps with no pre-rendering
• Mathematical aesthetics — domain repetition, noise functions, and procedural texturing as primary visual vocabulary

A performative, improvisational practice in which the code editor is exposed to the audience on a projector screen. Artists build and modify algorithms in real time — generating music through TidalCycles and visuals through Hydra — in club or gallery environments that celebrate the process over the product.

• Radical transparency — the TOPLAP manifesto declares that the audience should see the code, the mistakes, and the thinking
• The algorave — algorithm plus rave: dance music built live from first principles in front of a crowd
• Glitch as aesthetic — errors are not hidden but embraced as part of the performance's texture
• Feedback and synchrony — audio and visual streams modulate each other through shared signal routing

As digital art becomes increasingly ephemeral, a counter-movement translates code back into physical form. Artists program vectors to drive mechanical pen arms and CNC machines — uniting exact mathematical structure with the irreducible imperfections of ink, paper, and physical motion. The AxiDraw plotter has become the movement's instrument of choice.

• The hand of the machine — bleeding ink, paper texture, and the physics of watercolor introduce irreproducible variation into deterministic code
• Algorithm to physics — translating logical structures into kinetic movement; the path matters as much as the output
• Unique multiples — each plotted print carries physical variations that make editions genuinely distinct despite identical code
• Community and craft — the #plottertwitter community shares pen tests, paper experiments, and toolchains openly