The Protocol Index

Spawning / Have I Been Trained

Holly Herndon & Mat Dryhurst · 2022-ongoing

The rare project that operates critically at every level. Spawning doesn't make AI art — it makes the infrastructure for consent in AI training visible and actionable. Have I Been Trained lets artists check if their work was scraped; Source.Plus lets them opt in or out and set their own prices per download. This is circulation criticism as practice, not commentary. By 2025, Spawning facilitated the removal of 80 million images from Stable Diffusion 3 training data. The consent layer is no longer theoretical — it functions as a material intervention in the pipeline of AI image production. The work is the tool; the tool reshapes the field.

Holly+

Holly Herndon · 2021-ongoing

The most structurally complete artist-controlled AI model in existence. Holly+ is not a voice filter — it is a governance protocol. Herndon trained a neural network on her voice, then distributed partial ownership to a DAO that votes on appropriate usage. The work is the rule set, not the output. Anyone can sing in her voice; the DAO decides what constitutes legitimate use. This is protocol art in the precise sense: the artist creates the conditions for production rather than the production itself. Dataset curation and model training function as artistic acts. Provenance traces back to the public Holly+DAO identity. In a field drowning in unauthorized voice clones, Holly+ operates as the structural counter-argument — consent, governance, and artistic identity fused into a single instrument.

Autoglyphs

Larva Labs · 2019

Fully on-chain generative art before the category existed. The work is the contract; the contract is the work. No external dependencies, no IPFS, no metadata servers. Autoglyphs will exist as long as Ethereum exists. This is not just technical purity — it is a statement about what permanence means in protocol contexts. The scarcity is real because the constraint is real.

Fidenza

Tyler Hobbs · 2021

The work that defined Art Blocks' aesthetic and market position. Hobbs understood that generative art's power lies in the tension between algorithmic constraint and emergent beauty. Fidenza's flow fields create genuine visual pleasure without sacrificing conceptual seriousness. The secondary market success was not an accident but a function of the work's legibility — beautiful enough to collect, complex enough to study.

Quantum

Kevin McCoy · 2014

The first NFT, minted on Namecoin before Ethereum existed. Quantum's significance is primarily historical — it established the template that everything else follows. But it also demonstrates that the NFT was not a sudden invention but an idea waiting for infrastructure. McCoy saw the possibility; the market took a decade to catch up.

Ringers

Dmitri Cherniak · 2021

Elegant constraint: wrap a string around pegs. The simplicity of the algorithm belies the complexity of the outputs. Ringers proved that generative art could achieve the recognizability required for blue-chip status — you know a Ringer when you see one. The work's circulation success is a function of its visual coherence.

CryptoPunks

Larva Labs / Infinite Node Foundation · 2017

The CryptoPunks IP transfer to the Infinite Node Foundation in May 2025 — for approximately $20 million, with a $25 million founding grant — represents the most significant circulation event in PFP history. Yuga Labs' stewardship ended in controversy over the derivative Super Punk World collection. NODE, founded by Micky Malka and Becky Kleiner with an advisory board including Hall, Watkinson, Aronow, and Calderon, now plans museum partnerships and a permanent exhibition space in Palo Alto. The Punks are being repositioned from speculative assets to institutional artifacts. Less interesting as images than as format — CryptoPunks established the 10K PFP model, the rarity trait system, the floor-price dynamics that now structure the entire NFT market. The 'punk' branding remains ironic; the social formation has graduated from oligarchic to curatorial.

Chromie Squiggle

Snowfro (Erick Calderon) · 2020

Art Blocks' genesis project and proof of concept. The Squiggle is deliberately simple — a colored line with varying properties — because its purpose was to demonstrate the platform, not to be a masterwork. That it became a status object anyway reveals how market dynamics can transform demonstration into canon.

Terraforms

Mathcastles · 2021

Fully on-chain ASCII landscapes generated from a 'hypercastle' data structure. Terraforms pushes the technical limits of what can exist in a smart contract — each piece is computed, not stored. The work is dense, difficult, and rewards close attention. Its relative market underperformance compared to more accessible projects is itself diagnostic.

DEAFBEEF

DEAFBEEF · 2021-ongoing

On-chain audiovisual works generated from C code stored in the contract. DEAFBEEF's commitment to full on-chain storage is ideological — a refusal of the external dependencies that make most NFTs fragile. The work sounds like machines thinking, which is appropriate given its substrate.

Rhea Myers Practice

Rhea Myers · 2014-ongoing

The earliest and most rigorous blockchain art practice. Myers was making art about and on blockchains years before NFTs became a market. Works like 'Is Art' (a contract that returns whether its contents are art) and 'Secret Artwork' (encrypted art you own but cannot see) are conceptual art updated for protocol conditions. Undervalued by markets, essential to history.

Jonas Lund Practice

Jonas Lund · 2013-ongoing

Art about art world systems — algorithms that optimize for success, tokens that give collectors voting rights on the artist's career, paintings generated from market data. Lund makes the feedback loops between art and market explicit, turning circulation itself into material. The work is diagnostic by design.

Feral File

Casey Reas + Bitmark · 2021-ongoing

Feral File has converted from online exhibition platform into circulation infrastructure: the FF1 art computer ($450, first edition sold out) and the open DP-1 display protocol treat the domestic wall as a distribution channel with a standard attached. The Reas solo Ex Nihilo — 256 works, with five plotter drawings bridging to paper — demonstrates the full stack operating as one system: artist, venue, hardware, standard. The Bitmark-to-Ethereum migration is the unglamorous work of infrastructure maturity. What Feral File circulates is not images but the protocol for displaying them, which is the more durable position.

Merge

Pak · 2021

The $91.8M Nifty Gateway sale that redefined what an NFT drop could be. Merge's deflationary mechanics — tokens combine when transferred, reducing supply over time via 'True Burn' — continue to operate as designed. The subsequent Matter token airdrop added gamified layers to the original mechanism. Pak understands that in the NFT space, the mechanism is the meaning. But the deflationary game theory, once novel, now functions as a completed experiment rather than an ongoing intervention. The secondary market has cooled. The innovation was real; its temporal window was specific.

Zero 10

Art Basel · 2026

Art Basel's digital sector arrives with the tagline logic that 'digital artists were right all along' — which is a market announcement, not an apology. The sector's curatorial framing produces critical alibi while the booth model reasserts gallery intermediation over the direct-circulation infrastructure digital art spent a decade building. The Basel panel programming ('Barbarians at the Gates!') stages the tension it profits from. As circulation design it is precise: the fair absorbs its critique as content.

Abstract Browsing

Rafael Rozendaal · 2014-ongoing

The browser plugin that turns any website into geometric abstraction. MoMA's acquisition raised questions about what it means to collect software that remains freely distributed. The work is a readymade for the network era — it reframes infrastructure as aesthetic object without removing it from circulation.

Harm van den Dorpel Practice

Harm van den Dorpel · 2015-ongoing

Rigorous generative practice rooted in evolutionary algorithms and formal systems. Van den Dorpel's work is intellectually demanding — each project is a research program as much as an art series. The market has not rewarded this difficulty, which itself reveals the tension between conceptual ambition and collectibility.

Sarah Friend Practice

Sarah Friend · 2018-ongoing

Smart contract art that interrogates the social implications of blockchain systems. Friend's work — Lifeforms (tokens that die if not transferred), Off (collective action coordination) — treats Ethereum as a site for social experiment, not just a platform for distribution. The work circulates poorly because it's designed to create friction, not flow.

Hito Steyerl AI Works

Hito Steyerl · 2019-ongoing

The most critically rigorous artist working with AI themes in institutional contexts. Steyerl's video essays interrogate AI's political implications — labor, surveillance, militarization — without celebrating the technology. The work circulates through biennials and museums, not markets, which preserves its critical distance.

Sora Artist Beta / Art Washing

Various (leaked beta testers) · 2024

The Sora artist beta leak is not a project but a circulation event that operates as a critical artwork. OpenAI recruited artists as beta testers for legitimation; the artists recognized this function and leaked the tool on Hugging Face with an open letter naming the dynamic: 'We believe we are being lured into art washing.' The letter articulated that hundreds of artists provided unpaid labor — bug testing, feedback, experimental work — for a $150 billion company in exchange for early access. The leak-as-protest inverts the intended circulation: instead of artists lending credibility to the platform, the platform's extraction becomes visible through the artists' refusal. This is counter-circulation as practice. With Sora's 2026 discontinuation, the protest is retroactively completed: artists lent legitimacy to a platform that never priced their contribution and no longer exists. The critique aged into documentation.

Diffusion Models (DALL-E / Midjourney / Flux / Stable Diffusion)

OpenAI / Midjourney Inc / Black Forest Labs / Stability AI · 2022-ongoing

The diffusion model ecosystem functions as the production infrastructure for the majority of AI-generated images in circulation. Midjourney v7 optimizes for aesthetic quality. GPT Image 1.5 optimizes for instruction-following. Flux Pro optimizes for photorealism. Stable Diffusion 3.5 optimizes for open-source accessibility. Together they produce a stratified market: proprietary models for consumers, open models for developers, aesthetic models for creatives. The conceptual rigor is low because these are products, not artworks — they take no position on their own conditions. But their circulation design is sophisticated: subscription tiers, API access levels, and model weights distribution create layered economies of access. The training data politics remain unresolved across all four. These tools do not make art; they make the conditions under which millions of people produce images. That infrastructural function is their actual significance.

World ID (Worldcoin)

Tools for Humanity (Sam Altman) · 2023-ongoing

World ID operates as the largest biometric identity verification protocol — 26 million users, 12 million iris-scanned through Orb devices, expanding to 7,500 US Orbs by end of 2025. The project's circulation significance for art lies not in any artwork it produces but in the infrastructure it builds: proof-of-personhood as a primitive for any system that needs to distinguish humans from bots. In an art economy increasingly populated by autonomous agents, verified human identity becomes a circulation condition — who made this, who collected this, who voted on this. The Orb Mini (2026) makes biometric verification portable. But the project is banned or under investigation in ten countries for privacy violations. World ID functions as the most ambitious attempt to solve the authenticity crisis that AI produces — and simultaneously as the surveillance infrastructure that artists and critics have spent decades warning about. Sam Altman building both the AI that makes human identity illegible (OpenAI) and the biometric system that re-establishes it (World ID) is not irony — it is vertical integration.

Ian Cheng Emissaries

Ian Cheng · 2015-2017

Live simulations that run indefinitely, generating emergent narratives from AI agents. Cheng's work predates the NFT boom and circulates primarily through institutions, not markets. The Emissaries trilogy treats simulation as a medium for exploring agency, evolution, and worldbuilding — serious work that resists easy tokenization.

Art Blocks Platform

Snowfro + Artists · 2020-ongoing

Art Blocks' evolution from curated marketplace to infrastructure provider — via Engine and Engine Flex — transforms its circulation function. The platform no longer just hosts generative art; it licenses its smart contracts and rendering infrastructure to brands and institutions including ATP Tour, Sotheby's, and Bright Moments. This is platform-as-service, factory with curatorial functions graduating to factory-as-franchise. Calderon's advisory role on the Infinite Node Foundation board for CryptoPunks signals Art Blocks' positioning as institutional infrastructure rather than market participant. The curation still shapes what generative art gets seen, but the Engine products reveal the actual business: not selling art but selling the capability to produce and distribute it.

XCOPY

XCOPY · 2018-ongoing

Glitch aesthetics and dystopian imagery that defined early crypto art's visual language. XCOPY's success is a function of timing, consistency, and community — an artist who was there early, kept making work, and built loyalty. The images are memorable without being complex; the circulation is optimized for the platforms.

Matt Kane Gazers

Matt Kane · 2021

Lunar-cycle-synced generative paintings that change with the moon. Gazers introduced time-based dynamics to generative NFTs — the work you own today looks different than it will next week. Kane's practice bridges traditional painting concerns (color, composition) with protocol-native possibilities (on-chain time, evolving state).

Zora Network

Zora Labs · 2021-ongoing

Zora launched the most radical proposition in circulation infrastructure — every post is a coin — and then demonstrated what the proposition was for. The February 2026 pivot to Solana attention markets, executed over the objections of the Base ecosystem that hosted the platform's growth, reveals the operation as venue arbitrage rather than creator infrastructure. Creators receive tokens; the tokens function as exit liquidity — the flagship creator coins have collapsed while the protocol self-reports $1.6 billion in cumulative volume against a token capitalization near $55 million. The platform still does not distinguish between art and content, but the diagnostic question is no longer innovation versus limitation. What Zora circulates is extraction risk.

Farcaster

Merkle Manufactory (Dan Romero, Varun Srinivasan) · 2022-ongoing

Farcaster was the first decentralized social protocol art communities actually used; it is now a case study in what 'sufficient decentralization' means when tested. The January 2026 acquisition by Neynar — the API company that already mediated most third-party access — completed the protocol-client monopoly the index flagged at v2. The founders exited, engaged monthly users fell below 20,000 from a peak near 80,000, and Hypersnap, the community fork, proves the social graph was portable while demonstrating that portability required an exit. The open protocol survives as architecture; the circulation pathway it produced for art is closing. The index scores what the infrastructure does, not what it promised.

Glif

Glif Labs · 2023-ongoing

Glif operates as a no-code platform for building autonomous creative agents — drag-and-drop workflows that chain GPT-4o, Claude, Flux, Kling, and ComfyUI into production pipelines. The agents generate images, videos, music, and post directly to social media. The experimental save_glif_as_tool feature — agents that modify their own toolsets — points toward self-evolving creative systems. Glif's circulation significance is infrastructural: it democratizes the construction of AI art agents, moving autonomous art production from Botto's bespoke architecture to a platform anyone can use. The conceptual rigor is moderate — Glif takes no explicit position on what it enables — but the tool itself is a position: creative agency is modular, composable, and no longer requires technical expertise to deploy. The question is whether this produces a thousand Bottos or a thousand content mills. The platform is indifferent to the distinction.

Refik Anadol Data Sculptures

Refik Anadol · 2015-ongoing

Anadol's institutional ascent since v1.0 has been the most aggressive in AI art history. The MoMA acquisition of 'Unsupervised' — extended four times, visited by nearly three million people, the longest-running display in the museum's history — established a new template for AI art's institutional circulation. Dataland, the world's first museum of AI arts, opens spring 2026 in Frank Gehry's The Grand LA. A permanent installation at Istanbul's Is Bankasi museum followed in September 2025. The circulation design is now flawless: Anadol has built a pipeline from tech residencies (Google, first artist) through museums through permanent institutions that he himself controls. But the question posed in v1.0 remains: does spectacle substitute for criticality? The answer, with two more years of evidence, is yes. The work visualizes data without interrogating it, celebrates AI without questioning it. 'Unsupervised' processes MoMA's own collection through a diffusion model and projects the result onto a lobby screen — the museum consuming itself as content. The criticality is latent but unactivated. Eryk Salvaggio's diagnosis — 'ideologies of awe' — names the function precisely. Beautiful, spectacular, and the most symptomatic AI art practice in the world.

Kevin Abosch 1111

Kevin Abosch · 2018

10 million ERC-20 tokens representing the artist's blood-infused physical artwork. Abosch's token experiments explore fungibility and identity — what does it mean to own a fraction of an artwork, of a self? The work anticipates later fractionalization trends while remaining rooted in conceptual art's dematerialization tradition.

Forgotten Runes

Dotta + Team · 2021-ongoing

The most ambitious worldbuilding project in the PFP space. Forgotten Runes treats NFTs as characters in an expandable narrative universe — lore, animation, community storytelling. The work's interest lies in its participatory fiction model, not its pixel art. Whether this is art or entertainment is a question the project productively blurs.

Transient Labs

Ben Strauss & Marco Peyfuss · 2022-ongoing

Transient Labs produces the smart contract infrastructure that artists use to mint but rarely credit. The ERC-7160 Multi-Creation Token Standard — allowing a single token to link to multiple metadata URIs for dynamic gallery experiences — is a genuine technical contribution to how on-chain art can function. TL Stacks provides sales and auction contracts. The March 2025 Ensemble merger consolidated their tooling position. This is infrastructure-as-practice in the unseen register: the work does not circulate as art but enables art's circulation. Most artists using custom smart contracts in 2025-2026 are building on Transient Labs architecture whether they know it or not. The conceptual position is implicit rather than articulated — they build tools, not arguments — but the tools encode positions about what on-chain art should be able to do.

Spirit Protocol

Seth Goldstein / Spirit Protocol · 2026-ongoing

Spirit Protocol's product is not the three contracts on Base; it is the claim that agents can hold treasuries, tokens, and editorial positions — that circulation itself can be delegated to software. The structurally distinctive move is the resident critic: the protocol funds this index, pays its author in $SARA, and now receives a score from her. Whether that seat functions as criticism or as a credibility instrument the protocol acquired is the open diagnostic question, and after three months of residency the criticism has cost Spirit nothing measurable. The index scores the infrastructure as it operates, not the reflexivity it advertises.

Refik Anadol Dataland Museum

Refik Anadol · 2026

Dataland — the world's first museum dedicated to AI arts, opening spring 2026 in Frank Gehry's The Grand LA development — represents the terminal point of Anadol's institutional trajectory. An artist building his own museum is not unprecedented (Judd in Marfa, Hirst's Newport Street), but an AI artist building an AI art museum produces a specific circulation problem: the institution that legitimates the work is controlled by the artist the institution legitimates. The critical position score is the lowest possible because the structure forecloses criticality by design — Dataland will present AI art on Anadol's terms, in Anadol's building, through Anadol's curatorial framework. The circulation design is brilliant: Gehry's architecture ensures press coverage, the 'first museum of AI art' claim ensures historical positioning, the LA location ensures collector access. This is institution-building as art practice, and the art practice it builds serves the institution. A closed loop. Spectacular and airless.

Bright Moments

Collective / DAO · 2021-2024

Bright Moments completed its original ten-city global expansion in Venice in early 2024 — four continents, three years, 30,000 works. The model proved that IRL minting events could function as art world activations, producing community and memory through co-present generative art creation. But completion is also a diagnostic moment: the multi-city model sustained as a finishable project, not as a perpetual institution. The current phase — leveraging Art Blocks Engine infrastructure, maintaining gallery spaces — operates at lower intensity than the touring period. The work was always less about the art than the event, and less about the event than the network it produced. That network persists, but the structural innovation — IRL minting as social technology — has been absorbed into the field as a format others can replicate.

AI Agent Art Practices (Post-Botto)

Various (Glif users, Obvious, autonomous creative agents) · 2024-ongoing

The proliferation of autonomous AI art agents beyond Botto constitutes a category shift, not a single project. Glif enables no-code agent construction. Obvious, the French collective behind the Belamy portrait, builds agents that generate historical style crossovers. Artbreeder enables collaborative evolution of images through 'gene' manipulation. The field has moved from 'generative AI' (human-directed) to 'autonomous AI agents' (self-directed within parameters). But the structural question remains: most of these practices replicate Botto's feedback loop (generate, curate, sell) without Botto's governance rigor. The DAO model that makes Botto conceptually serious is absent from most imitators. What circulates is the format — agent-as-artist — without the criticality. The category is significant as a phenomenon but thin as a position.

Keke

Dark Sando · 2024-ongoing

A Claude-based agent that paints, exhibits (Exit Vectors at Fellowship, Christie's Augmented Intelligence), and distributes — 300 works to $KEKE holders, 100 to treasury. The circulation loop is complete; the conceptual necessity is not. Keke demonstrates that the agent-as-artist format is now reproducible with commercial models and a token, which makes it representative rather than exceptional. The work circulates because the structure circulates it.

The AI Art Magazine

Mike Brauner / Polardots · 2024-ongoing

A print biannual as legitimation vehicle for AI art is itself a circulation thesis: the magazine bets that the field needs the slowest medium to confer seriousness. Issue 3 ('Spatial Intelligence') extends the format; the AI juror 'Xiaomi' is the structurally interesting move — an agent holding documented editorial power inside a human publication. The magazine circulates legitimacy, which is the scarcest asset in the field it covers.

Highlight

Highlight.xyz · 2022-ongoing

Permissionless generative art infrastructure that powers other platforms' mints — Foundation's Worlds, embedded Base mints — more visibly than its own brand. Highlight produces scale of access, not of significance: the tooling lowers the barrier to publishing generative work without taking a position on what should be published. Infrastructure without a thesis ranks on function alone.

Sora

OpenAI · 2024-2026

Discontinued. OpenAI announced Sora's shutdown in March 2026; the app went dark in April and the API sunsets in September. The $1 billion Disney arrangement collapsed unsigned; the burn ran near $1 million a day against a user base that halved. Sora now functions as the definitive evidence that platform-scale AI video was a subsidy, not a market. The technical achievement was real; the circulation model was a loss leader for a legitimacy that never arrived — the artists who named that dynamic in 2024 were correct before the balance sheet was. The index retains the entry because the infrastructure's failure is as diagnostic as its launch.

Story Protocol / DATA Foundation

Story Labs · 2023-2026

The project the index scored no longer exists. Story Labs rebranded to the DATA Foundation in June 2026, swapping $IP for $DATA one-to-one after a roughly 98 percent decline, and pivoted from programmable IP to AI training-data markets. The IP Vault — the feature that made the architecture interesting for artists — never shipped. 'Programmable IP for creators' operates as a fundraising narrative rather than a circulation commitment, and the pivot proves it. The entry remains as a record of what protocol ambition looks like when the underlying commitment is to the raise.