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AI Images Allegedly Replaced Original Artwork in Dictionary of Obscure Sorrows

Martin HollowayPublished 10h ago4 min readBased on 3 sources
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AI Images Allegedly Replaced Original Artwork in Dictionary of Obscure Sorrows

A waxy.org investigation published on 20 June 2026 alleges that the original photo-collage illustrations in The Dictionary of Obscure Sorrows were stripped out and replaced wholesale with AI-generated images — a practice characterised as "AI-model laundering" of human-authored creative work.

The Dictionary of Obscure Sorrows is the project of writer John Koenig, built around invented words for emotions English has no name for. It began as a web series and YouTube channel before expanding into a published book. The illustrations were not incidental; the photo-collage artwork formed part of the original creative identity — hand-assembled and tied to specific emotional concepts Koenig coined.

The waxy.org piece uses the phrase "wholesale plagiarism" deliberately. The allegation is not that an AI model supplemented or extended the work, but that existing human-made illustrations were replaced with generated substitutes. If accurate, this erases the original creative contribution without attribution or consent from those who made it.

The term "AI-model laundering" describes a specific pattern: AI-generated content is inserted into a pre-existing body of work to present machine output as the continuation or equivalent of human-authored material. The source work provides reputational credibility and an established audience, while the replacement content sidesteps the creative labour that built both.

This differs from generative AI being used to create entirely new works, where the debate centres on training data provenance and fair use. What the waxy.org allegation describes is closer to substitution fraud — replacing verified human creative output with synthetic material inside an already-published artefact. The legal and ethical implications are distinct: if the replacement occurred without the original illustrators' knowledge or agreement, it touches copyright, moral rights, and potentially consumer protection depending on jurisdiction.

For the technology industry, the pattern flagged here is one that content integrity specialists will recognise as an emerging threat. Generative image models have reached a quality threshold where substitution inside an existing illustrated work is plausible without close inspection. Detection tools exist — content credentials that comply with C2PA standards, perceptual hashing against known originals, model-output classifiers — but are not yet routinely applied to published books or their digital versions.

Trust in illustrated and visual creative works is already under pressure. Publishers, platforms, and readers lack a reliable, low-friction method for verifying that a given image is the one an author or illustrator originally produced. Provenance chains obvious in software — commit histories, signed builds — have no direct equivalent in the traditional publishing pipeline.

Koenig's project is a useful case study precisely because it is not a corporate IP portfolio. It is a small, personally identified creative work with a specific cultural following. The reputational harm from substitution, if the allegation holds, falls directly on Koenig and on the unnamed illustrators whose collage work built the book's visual language. That asymmetry — a low-cost substitution with high-cost consequences for individuals — is what makes the pattern significant to track.

The waxy.org piece does not name the party responsible for the alleged replacement, and the verified facts available at publication do not include a response from a publisher or any other named party. Those gaps matter. The allegation rests on comparison between original and replacement images; readers who want to assess the claim directly should consult the source investigation.

What is not contested: generative image quality is now sufficient for this kind of substitution to be attempted. Whether it was, and by whom, is a matter the allegation raises but does not fully resolve with currently public information. The story warrants attention for follow-on statements from Koenig, his publisher, or the illustrators whose work is at the centre of it.