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History of generative art / Chapter 10 · 2020s

Generative Art in the 2020s: The On-Chain Era

The advent of long form generative art platforms Art Blocks and fxhash spark renewed interest in generative art and cultivate the thriving scene of today.

From Le Random’s Generative Art Timeline. Original moment texts by Peter Bauman.

Platforms organize a new audience

Art Blocks launched in 2020, followed by fxhash in 2021. Their archive entries explain how platforms made generative procedures available through minting and supported communities around the resulting works. The chapter’s on-chain title identifies a consequential mode of distribution and participation. It sits within the much longer history of artists designing systems whose individual results are not fully specified in advance.

Snowfro, Chromie Squiggle #7997, minted January 16, 2021. From Art Blocks’ genesis series, launched in 2020.
Artwork: Snowfro. Courtesy of the artist and owned by Le Random. Image source.

2020

Art Blocks Brings Generative Art On Chain

Art Blocks Brings Generative Art On Chain If NFTs unlocked demand, then Art Blocks, founded by Erick “Snowfro” Calderon, provided a space for demand to meet supply, creating a community where artists could manifest the technological, artistic and conceptual advancements of human history to push boundaries in art. The three genesis projects were released on November 27, including Jeff Davis’s Construction Token, DCA’s (Daniel…

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fxhash, FXHASH Generative Logo #1, 2021. Mint 0 on the platform.
Courtesy of fxhash. Reproduced in “CIPHRD on FXHASH,” Right Click Save. Image source.

2021

Fx(hash) Launches

In late October, fxhash launched in beta. In early November, they released Project 0, FXHASH Generative Logo, the long-form generative art platform on Tezos’s genesis. Fxhash capitalized on the energy of NFTs, the vibrant Tezos art community, a pre-existing model in Art Blocks and a healthy dose of criticism from artists of the Ethereum blockchain. At this time in 2021, Ethereum was still PoW…

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The range of possible outputs matters

Snowfro’s Chromie Squiggle and Tyler Hobbs’s Fidenza are concrete ways into long-form generative art. The Fidenza entry includes Hobbs’s discussion of designing an output space together with its curation model. This makes the individual image one part of a larger artistic decision: what range of results can the procedure produce, and how will those results be selected? Demystifying Generative Aesthetics develops that question further.

2020

Chromie Squiggle by Snowfro

Years in the making, the Art Blocks genesis project’s first iterations appeared on Twitter in September 2018 over two years before its official release on November 27, 2020. Chromie Squiggle—affectionately referred to as Squiggles—is the art project Calderon developed around his years-long pursuit of the project Art Blocks. Squiggles played a key role in Art Blocks’s development, as Calderon would walk around in 2019…

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2021

Fidenza by Tyler Hobbs

After the dust settled in a chaotic generative art summer of 2021, Tyler Hobbs’s Fidenza in the end remains perhaps the most celebrated. This versatile and aesthetically diverse generative algorithm stood out for its recognizable elegance. Rooted in the flow field algorithm for which the project is now nearly synonymous, Fidenza generates intricate, (mostly) non-overlapping curves that are layered with thick, curved rectangles, creating…

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Minting as a public experience

Bright Moments in Venice Beach brought digital art into a shared physical setting. Generative minting at Art Basel Hong Kong offers another account of encountering an output at the moment it is produced. These entries connect software to place, audience and participation. The chapter discussion with Erick Calderon, Lauren Lee McCarthy, Itzel Yard and Rafael Lozano-Hemmer expands the conversation beyond a single platform.

2021

Bright Moments Opens in Venice Beach

In May, Bright Moments, co-founded by Seth Goldstein and Louie Ryan, began its journey. In a few short years, the ambitious organization traveled to ten—eight—cities around the world, organized a collection of 1,000 contemporary works and created a 10k NFT collection, CryptoCitizens. The journey began at Bright Moments’ genesis location, Venice Beach, California. Starting as a community space for people to enjoy themselves around…

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2022

Fx(hash) Generative Art Minting at Art Basel Hong Kong

In May, fxhash launched its first live minting event, Art Basel Hong Kong. The event was also one of the first public generative art minting experiences to engage the broader community as well as the traditional art world. With some of the top artists minting on fxhash at the time, the event was an earnest attempt to demonstrate the delights of minting a random…

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New image models, renewed historical attention

Latent diffusion models and Stable Diffusion mark another major route through the 2020s. Meanwhile, exhibitions such as Harold Cohen: AARON and Electric Dreams return to earlier systems and technologies. Reading these developments together offers historical context for contemporary questions about autonomy, artistic knowledge and the presentation of computational work.

2021

Latent Diffusion Models Introduced

Unlike DALL-E, which generated images autoregressively from discrete image tokens, Latent Diffusion Models (LDMs) operated in latent space and were the step that enabled text-to-image technology to go mainstream. Instead of working directly with pixels like Diffusion Models, LDMs first compress the image into a simpler, lower-dimensional space (called the latent space) using a pre-trained autoencoder. This compressed version of the image retains the…

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Wikipedia. 2024. "Stable Diffusion." Wikimedia Foundation. Last modified August 24, 2024. en.wikipedia.org.

2022

Stable Diffusion Released

In August, just a few weeks after the public release of Midjourney, Stability AI publicly released Stable Diffusion, a text-to-image model co-developed with researchers from LMU Munich and Runway ML. The release marked a the third significant text-to-image generative AI model in less than a year. Combined, these models played a significant role is expanding access to creative tools. Stable Diffusion in particular achieved…

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Harold Cohen: AARON, Whitney Museum of American Art, New York, February 3–May 19, 2024. From left: Untitled, 1982; Untitled [Amsterdam Suite], 1978; active plotters drawing images from different periods of the AARON software.
Photograph: Ron Amstutz. Plotter fabricated by Bantam Tools; courtesy Bre Pettis. Image: Whitney Museum of American Art. Image source.

2024

Harold Cohen: AARON at Whitney

Opening just one day after MOMI’s Harvey exhibition, famed curator Christiane Paul’s Harold Cohen: AARON at The Whitney Museum’s looked at another seminal media art pioneer. This author spoke to curator Christiane about the show, which showcased the work of the symbolic AI artmaking program AARON developed by Harold Cohen (1928–2016). Originally conceived in the late 1960s and early 1970s at UC San Diego,…

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Suzanne Treister, Fictional Videogame Stills Are You Dreaming, 1991-92. Courtesy of the artist, Annely Juda Fine Art London and P.P.O.W.

2024

Tate’s Electric Dreams

If Holly Herndon and Mat Dryhurst’s The Call is my work of the year. The exhibition of the year is Tate’s Electric Dreams. The show at Tate Modern is a major exhibition celebrating the early pioneers of optical, kinetic, programmed and digital art from the 1950s and Japan’s Gutai to the dawn of the internet age. What’s striking about the show is it’s Tate’s—one…

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In conversation

Listen to the chapter

All 140 moments in this chapter

The complete chronology, including works, ideas, exhibitions and the technologies around them.

  1. Enter the Madness
  2. Rafael Lima Wins Grant to Create Hicetnunc
  3. Rare AF3 Goes Virtual
  4. Decentraland and NBA Top Shot Onboard
  5. Nifty Gateway Nurtures Early NFT Market
  6. The Rise of DAOs
  7. Art Blocks Brings Generative Art On Chain
  8. Chromie Squiggle by Snowfro
  9. Construction Token by Jeff Davis
  10. Composition by teamLab
  11. INTANGIBLE FORMS by Shohei Fujimoto
  12. Noteworthy Code-based Work
  13. Noteworthy AI Work
  14. I’d rather be in a dark silence than by Operator
  15. DALL-E Launched
  16. Ringers by Dmitri Cherniak
  17. Archetype by Kjetil Golid
  18. First Tezos NFTs Minted
  19. Hicetnunc (HEN) Founded by Rafael Lima
  20. Everydays: The First 5000 Days by Beeple
  21. Mark Cuban Enters NFTs
  22. Social Codes by Feral File
  23. Subscapes by Matt DesLauriers
  24. Fidenza by Tyler Hobbs
  25. Bright Moments Opens in Venice Beach
  26. Dreaming at Dusk by Itzel Yard (Ix Shells)
  27. Sotheby’s Natively Digital Sale
  28. ICA Miami Makes Early NFT Acquisition
  29. CENTURY by Casey Reas
  30. Rituals - Venice by Aaron Penne x Boreta
  31. Facebook Embraces the Metaverse
  32. Fx(hash) Launches
  33. Mario Klingemann Creates Botto
  34. RGB Elementary Cellular Automaton by ciphrd
  35. Monogrid by Kim Asendorf
  36. Unstable Presence by Rafael Lozano-Hemmer at SFMOMA
  37. Gene Kogan Creates BrainDrops, Long-Form AI Art Platform
  38. theVERSEverse Founded
  39. Garden, Monoliths by Zancan
  40. HEN Discontinued
  41. objkt.com Founded
  42. Latent Diffusion Models Introduced
  43. IGÚN by Minne Atairu
  44. The Shell Record by Anna Ridler
  45. Generativemasks by Takawo
  46. Noteworthy Procedural work
  47. Noteworthy AI Work
  48. A Community Finds its Voice
  49. Memories of Qilin by Emily Xie
  50. Fx(hash) 1.0 Launches
  51. Fx(hash) Generative Art Minting at Art Basel Hong Kong
  52. Collapse of Terra Network
  53. Verse Launches
  54. Phillips Holds Ex-Machina: A History of Generative Art
  55. QQL by Tyler Hobbs and Dandelion Wist Mané
  56. Ethereum Adopts Proof-of-Stake Mechanism
  57. Dear Machine, paint for me at Kate Vass Galerie
  58. Unsupervised by Refik Anadol, MoMA
  59. Bright Moments Mexico City
  60. FTX Collapses
  61. Midjourney Launched
  62. Proof of People London
  63. Stable Diffusion Released
  64. Rafael Lozano-Hemmer: Common Measures by Rafael Lozano-Hemmer at Pace
  65. Menstrualverse by Sputniko!
  66. Takawo Founds Japan Generative Art Foundation (JGAF)
  67. Peer to Peer Presented by Buffalo AKG and Feral File
  68. Buffalo AKG Acquires NFTs
  69. First Ordinal Inscription
  70. Noteworthy Code-Based Work
  71. Noteworthy AI Work
  72. Coded: Art Enters the Computer Age, 1952-1982 at LACMA
  73. SFMOMA Acquires First NFT
  74. OpenAI Releases GPT-4
  75. Centre Pompidou Acquires NFTs
  76. LACMA Announces NFT Acquisition
  77. Human Unreadable by Operator
  78. Bright Moments in Tokyo and Buenos Aires
  79. Code Chronicles at bitforms
  80. Generative Platforms Explode
  81. MoMA Announces NFT Acquisitions
  82. MoMA Postcard Launched
  83. Fx(hash) 2.0 Launches
  84. AGH 1 in Berlin
  85. Noteworthy Code-Based Work
  86. Noteworthy AI Work
  87. Grande Dame Vera Molnár Passes
  88. The Best of Times
  89. Auriea Harvey at MOMI
  90. Harold Cohen: AARON at Whitney
  91. Vera Molnár Survey at Pompidou
  92. Taschen Releases On NFTs by Robert Alice
  93. Agoria Exhibits and Performs at Musée d’Orsay
  94. Bright Moments and NFT Paris
  95. Sound Machines by MoMA and Feral File
  96. Tina Rivers Ryan Named Editor of Art Forum
  97. Whitney Biennal Includes Mat & Holly
  98. Bright Moments Concludes
  99. NFC Lisbon
  100. Digital Art Mile at Art Basel
  101. Generative Art Summit Berlin
  102. Getty PST
  103. Radical Software MUDAM
  104. Electric Op at Buffalo AKG
  105. The Call at Serpentine
  106. V&A’s Digital Art Book and Inaugural Digital Art Season
  107. Lawrence Lek Wins 2024 Artist Award at Frieze London
  108. YCAM InterLab Camp vol.5: Homo Codens
  109. LACMA Digital Witness
  110. Tate’s Electric Dreams
  111. Light: Rafaël Rozendaal at MoMA
  112. Standout Procedural Work
  113. Standout AI Work
  114. Vibe Check: A Brave New World
  115. PXL DEX by Kim Asendorf
  116. Cycles by Material Protocol Arts
  117. DeepSeek Shocks AI World
  118. Karpathy Coins Vibe Coding
  119. AI Art Has a Moment
  120. Infinite Images at Toledo Museum of Art
  121. Digital Art Mile at Art Basel
  122. Basel Social Club’s Bank
  123. Beeple’s Studio Shows
  124. NFC Lisbon
  125. New York Scene Transforms
  126. One Of Us Is Real And It’s Not You at Galerie Yeche Lange
  127. Drifella III by Evil Biscuit
  128. Zero 10 Debuts at Art Basel Miami Beach
  129. Sasha Stiles at MoMA
  130. Starmirror by Holly Herndon & Mat Dryhurst
  131. Major New Digital Spaces Announced in Canyon, NODE and SOLO CSV
  132. Machine Love at Mori Art Museum
  133. The World Through AI at Jeu de Paume
  134. Standouts of 2025
  135. AI and Creativity at Conferences
  136. Frieder Nake Wins 2025 ACM SIGGRAPH Distinguished Artist Award for Lifetime Achievement in Digital Art
  137. Autonomous Forest by terra0
  138. Show of the year: Glitch’s Room Service
  139. Art of the Year: Claude Opus 4.5
  140. Gary Hall Publishes Masked Media

About this guide

This guide connects selected entries from Le Random’s archive of 1,147 moments. Dates follow the individual records. The excerpts, source references and image credits come from those records; follow a moment to read its full account and related interviews.

The archive includes historical precursors and surrounding developments as well as generative artworks. Inclusion does not mean that every object or event was described as “generative art” in its own time.

Browse the complete archive →