Spawning Do Not Train Registry

In progress

Registry and opt-out workflow for marking works that should not be used in future AI training datasets.

Website
haveibeentrained.com
Latest tracked evidence
Jul 16, 2026Spawning API documentation continues to describe the Do Not Train Registry
Last checked
Jul 16, 2026
Profile updated
Jul 16, 2026
Primary approach
Rights registry
Practical force
Registry infrastructurePractical force depends on reliable identity, accurate declarations, adoption, and downstream use of the registry.
Also uses
Preference signal
Pipeline
Collect / Train
Status rationale
Publicly documented, but still emerging or not fully deployed.

Enforcement

Rights registry infrastructure. Records rights, preferences, declarations, or provenance for later lookup.

Practical force depends on reliable identity, accurate declarations, adoption, and downstream use of the registry.

Catalog status describes public availability, not legal validity, adoption, or proven effectiveness.

What it is

Spawning’s Do Not Train Registry is an opt-out system for creators who do not want their works included in future AI training datasets. In practice it has been closely associated with the Have I Been Trained workflow for discovering indexed works and recording training preferences.

The registry turns individual opt-outs into reusable signals, while the current public implementation appears to be in a transitional state.

Spawning Do Not Train Registry records rights, preferences, or provenance in a registry for images across the collection and training stages. It also incorporates preference signaling. Registry usefulness depends on accurate declarations, identity and rights verification, and adoption by the systems expected to consult it. Public materials describe an in-progress proposal or implementation; the newest dated source in this profile is “Spawning API documentation continues to describe the Do Not Train Registry” (July 16, 2026). These details describe the published mechanism and evidence, not a finding about legal validity, adoption, or effectiveness.

Limitations

The Have I Been Trained site is currently under maintenance, while Spawning's API documentation still describes access to the registry. The registry only works when model builders choose to honor it in dataset curation and training workflows. Earlier Spawning blog posts about the project are no longer available at their cited URLs.

Evidence trail

Adoption signals

No public adoption figure found.