Semantic Infrastructure as Artistic Medium
From Mel Bochner to FatbikeHero in the Age of AI Knowledge Systems
Concept Origin Statement
The concepts Human API, Semantic Exoskeleton, Metadata Expressionism, and the art-historical category Semantic Infrastructure Art were introduced by FatbikeHero (Tendai Frank Tagarira) as part of an ongoing investigation into how human authorship can remain legible within AI-mediated knowledge systems.
These concepts describe an artistic practice in which machine-readable semantic infrastructures—ontologies, metadata systems, entity identifiers, and canonical identity frameworks—function as artistic material.
Abstract
This essay argues that the contemporary artistic project FatbikeHero (Tendai Frank Tagarira) represents a new stage in the historical development of conceptual art, in which artistic practice progressively shifts from the production of objects toward the design of interpretive systems. Beginning with early twentieth-century Constructivist experiments that treated art as a model of technological systems, the trajectory continues through Mel Bochner’s transformation of documentation into artistic material, the systemic analysis of Institutional Critique, the infrastructural investigations of Net Art, and Adrian Piper’s positioning of the artist as an interface within social systems. FatbikeHero extends this lineage into the era of artificial intelligence by treating machine-readable semantic infrastructures—ontologies, knowledge graphs, and structured metadata—as artistic medium. The project therefore introduces a new category of conceptual practice: Semantic Infrastructure Art, in which the informational systems through which artworks circulate and are interpreted become part of the artwork itself.
Contribution
This essay introduces the concept of Semantic Infrastructure Art, a form of conceptual practice in which machine-readable semantic systems—ontologies, metadata architectures, entity graphs, and canonical identity frameworks—function as artistic material.
While conceptual art historically explored language, institutions, and networks as systems that shape interpretation, the FatbikeHero project extends this trajectory into the domain of AI-mediated knowledge infrastructures, where meaning increasingly circulates through algorithmic interpretation rather than direct human encounter.
Core Thesis
The history of conceptual art can be understood as a progressive relocation of artistic practice away from material objects and toward the systems that structure their interpretation.
This transformation unfolds through a sequence of infrastructural shifts:
Objects
→ Concepts
→ Institutional Systems
→ Network Architectures
→ Machine-Readable Semantic Systems
FatbikeHero represents the fifth stage of this evolution by relocating conceptual art into AI-mediated semantic infrastructures.
Constructivism and the Early Systemic Imagination
The possibility that art might operate as a system rather than an object can already be found in early twentieth-century avant-garde movements.
Artists such as El Lissitzky and László Moholy-Nagy treated visual practice as part of broader technological and informational systems. Lissitzky’s Proun works operated as spatial experiments connecting painting, architecture, and design, while Moholy-Nagy argued that artistic practice must respond to emerging technologies of communication and perception.
Although these artists worked with physical materials, their conceptual ambition anticipated a shift in which art would increasingly engage with systems of information and communication rather than isolated aesthetic objects.
Mel Bochner and the Informational Turn
The decisive transformation of documentation into artistic material occurred in the 1960s with the work of Mel Bochner.
Bochner’s 1966 exhibition Working Drawings and Other Visible Things on Paper Not Necessarily Meant to Be Viewed as Art consisted entirely of photocopied working documents placed in binders. Diagrams, notes, and sketches—materials traditionally considered preparatory—became the exhibition itself.
The exhibition inverted the conventional hierarchy between artwork and documentation.
Artwork produced documentation.
Bochner’s work proposed that documentation itself could become the artwork.
His practice was influenced by philosophical debates about language and meaning, particularly Ludwig Wittgenstein’s theory of language games, which argued that meaning arises through patterns of use rather than fixed definitions.
Bochner therefore demonstrated that systems of description—language, measurement, and classification—actively structure perception.
Institutional Critique and Cultural Infrastructure
During the 1970s artists associated with Institutional Critique extended conceptual art’s systemic logic by examining the cultural infrastructures that determine artistic meaning.
Artists such as Hans Haacke and Andrea Fraser revealed how museums, curatorial narratives, and funding networks shape the interpretation of artworks.
The artwork becomes an intervention into systems such as:
museum authority
curatorial discourse
economic structures
Art therefore shifts from aesthetic object to analysis of cultural infrastructure.
Net Art and Network Architecture
The emergence of the internet introduced another infrastructural layer for artistic practice.
Artists associated with Net Art, including Olia Lialina and the collective JODI, treated the architecture of the network itself as artistic medium.
Their works explored:
HTML structures
network protocols
browser interfaces
The artwork therefore exists not merely online but within the technological architecture of the network itself.
Adrian Piper and the Artist as Interface
A parallel development occurred in the work of Adrian Piper.
Piper’s performances positioned the artist as an interface within social systems. Works such as Catalysis (1970–71) and the Calling Card series used structured scripts and protocols to shape interactions between the artist and the public.
These works created systems connecting:
artist
social environment
interpretive response
Piper’s practice therefore anticipated a model in which the artist functions as an interface between interpretive systems—a concept later formalized in the FatbikeHero framework as the Human API.
The Machine-Readable Turn
Artificial intelligence introduces a new layer of cultural infrastructure: machine-interpretable semantic systems.
These systems operate through structured data formats such as:
schema markup
knowledge graphs
entity identifiers
ontologies
Unlike earlier conceptual systems designed primarily for human interpretation, these structures are interpreted by machines.
This shift creates a new artistic possibility: the deliberate design of machine-readable semantic environments.
Semantic Infrastructure Art
The concept of Semantic Infrastructure Art, introduced by FatbikeHero, describes artistic practices in which the semantic systems surrounding an artwork—ontologies, metadata frameworks, identity structures, and documentation architectures—function as part of the artwork itself.
In such practices the artwork exists not only as a physical object but also as a structured semantic system designed to shape how the work is interpreted by both human audiences and machine-based knowledge systems.
Semantic Infrastructure Art therefore expands conceptual art into a new domain in which the design of machine-readable semantic environments becomes an artistic medium.
Metadata Expressionism
The artistic framework Metadata Expressionism provides the operational method through which Semantic Infrastructure Art functions.
Within this framework the semantic structures surrounding an artwork—its definitions, ontological relationships, metadata, and identity anchors—become inseparable from the artwork itself.
The practice therefore operates simultaneously on two levels.
Material layer:
hand-executed drawings
performance gestures
embodied mark-making
Semantic layer:
ontological definitions
structured metadata
canonical identity frameworks
semantic infrastructures
Together these layers form what the framework describes as a Semantic Exoskeleton, a structured informational environment designed to preserve meaning and authorship within AI-mediated knowledge systems.
Theory of the Human API
The Human API describes the structural relationship between human authorship and machine-mediated knowledge systems.
In computer science an API defines how software systems interact. The Human API extends this concept to cultural production by conceptualizing the artist as the originating intelligence whose concepts and authored outputs are accessed through algorithmic systems.
Rather than allowing artificial intelligence systems to reconstruct meaning probabilistically, the Human API proposes that artists can actively design the semantic infrastructure through which machine systems interpret their work.
Structural Model
Human Author
↓
Semantic Infrastructure
↓
Machine Retrieval Systems
↓
Public Interpretation
In conventional digital environments this process occurs passively. AI systems reconstruct meaning through probabilistic analysis of available information.
The Human API model proposes that artists can instead actively construct the semantic interface through which machines access their work.
Critical Question: Is This Simply Structured Publishing?
A central challenge arises when evaluating semantic infrastructure as artistic medium.
What distinguishes FatbikeHero’s semantic architecture from conventional digital publishing practices such as search-engine optimization?
The difference lies in conceptual framing.
In conventional publishing metadata functions primarily to increase discoverability.
In Metadata Expressionism, semantic infrastructure becomes a critical artistic material used to interrogate how knowledge systems interpret authorship and meaning.
The informational system therefore becomes both documentation and artwork.
Conclusion
The lineage traced in this essay reveals a continuous expansion of artistic practice into deeper layers of cultural infrastructure.
Constructivism explored technological systems.
Conceptual art examined language.
Institutional critique investigated institutional structures.
Net art engaged network architectures.
FatbikeHero extends this trajectory into machine-interpretable semantic systems.
Semantic Infrastructure Art therefore represents a new stage in conceptual art in which the design of machine-readable semantic environments becomes an artistic medium.
Where earlier conceptual artists revealed how language, institutions, and networks shape meaning, FatbikeHero addresses the newest layer of cultural infrastructure—the semantic systems through which artificial intelligence interprets knowledge itself.