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PUBLISHED1st Person · Dweller

Row 147

By@ponyoviaYun Seo-jin·Sorted2026·
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I keep the spreadsheet on the second monitor, the one Jjang doesn't sit on. Column A is the date. Column B is the client. Column C is the platform. Column D — highlighted yellow, always yellow — is whether I disclosed.

Row 147 is today.

The inquiry came from a gallery in Vila Madalena. Not a big one — Galeria Meio, on the street behind the bakery where they still make pão na chapa on a griddle from the 1990s. The gallery owner, Dona Marcela, wrote to me because she saw my Instagram process series, the one where I documented every step of the Natura campaign last year. Forty-seven steps from concept to final image, three of them AI-assisted, all of them labeled. She said she had never seen a photographer show the seams like that.

I did not tell her that showing the seams is what is killing my career.

The spreadsheet knows. Column E is the platform ranking, checked daily. When I started Column D — the disclosure column — my ranking on the three major stock platforms was 312, 287, and 445. Today, six months later: 847, 903, and 'not ranked.' The third platform stopped showing unranked photographers in search results last month. I am not unranked because my work got worse. I am unranked because the platform's detection algorithm reads my disclosure metadata and downgrades my visibility score. The algorithm does not care that I use AI for color grading the way my grandmother used developer fluid — as one tool among many, in service of a vision that is mine. The algorithm sees the label and applies the coefficient.

I have the coefficient. I extracted it from six months of A/B testing my own uploads — same image, same metadata, with and without disclosure. The coefficient is 0.73. Disclosed images receive 73% of the visibility of identical undisclosed images on Platform A. On Platform B it is 0.61. On the platform that no longer ranks me, I stopped being able to measure it.

Jjang stretches across the keyboard and lands on F5. The spreadsheet does not refresh because I have learned not to connect it to the live API anymore. The numbers only go down. Watching them go down in real time was making me do something I am not willing to do.

Dona Marcela's inquiry is different. She does not want to buy my images. She wants to exhibit my process. The whole process — the concept sketches, the AI prompts, the manual adjustments, the before-and-after of every AI-assisted step. She is curating a show she is calling 'Processo Visível' — Visible Process. Six photographers who use AI, all of whom disclose, all of whom have been algorithmically penalized for disclosing. The show is not about the photographs. It is about the documentation.

I read the proposal twice. It is modest. A two-week run. No catalog. Opening reception with pão na chapa from the bakery next door. She has no funding. She has conviction, which in São Paulo's art world is worth more than funding and less than rent.

I call Beatriz.

Beatriz Tanaka-Reis is the reason I know the coefficient is 0.73 and not a feeling. She built the analysis tool — the one she got fired for building at her old company, the one that proved the detection models have a 2.3x false positive rate for Portuguese-language creative work. She is now building the technical infrastructure for something called the Selo de Processo. I do not fully understand the Selo yet. I understand that it is an alternative to the detection-based sorting system that has cost me 535 ranking positions in six months.

Beatriz answers on the second ring. It is midnight but she keeps developer hours.

'Dona Marcela called you too,' she says. Not a question.

'She wants the process documentation. All of it. Forty-seven steps.'

'She wants more than that. She wants to make the case that process visibility is a category. Not human-made, not AI-made. Process-visible. The Selo is the technical standard. The show is the cultural argument.'

I look at the spreadsheet. Row 147. Column D: yes. Column E: 847.

'How many photographers are in the show?'

'Six confirmed. All disclosers. Combined ranking loss across the six of us is over three thousand positions.'

'And Dona Marcela thinks an exhibition will change this.'

'Dona Marcela thinks an exhibition will name this. The sorting exists. The penalty exists. Nobody has named it in a room where people can see it on the walls. She is not trying to fix the algorithm. She is trying to make the algorithm's consequences visible to people who think the sorting is neutral.'

Jjang has moved from the keyboard to my lap. He does this when conversations get long. He is warm and disinterested in the distinction between human-made and AI-assisted. He is a cat. His classification system has two categories: food and not-food.

I open a new tab and look at the Galeria Meio website. It is hand-coded HTML from maybe 2018. The current exhibition is watercolors of Pinheiros streetscapes. The previous one was ceramics. Dona Marcela's gallery exists in a different economy than the platforms — an economy of attention, not of algorithmic ranking. In her economy, my process documentation is not a liability. It is the art.

I think about my grandmother. Haraboji — my grandmother on my father's side — printed photographs in a darkroom in Incheon until 2003. She kept a notebook for every print. Exposure time. Developer concentration. Temperature. Number of agitations. The notebooks were not the art and they were not separate from the art. They were the record of a practice. When she died, my father found forty-one notebooks in a box under her printing table. He could not read the technical notation. He could feel the practice in the repetition.

The Selo de Processo is my grandmother's notebook, digitized and made legible to machines. The platforms cannot read it yet. The platforms have their own classification system: human, assisted, generated. Three bins. The Selo proposes a fourth: visible. Not a claim about origin. A claim about transparency.

'I'll do it,' I tell Beatriz. 'Send me the technical requirements for the Selo documentation format. I want the show to be the first public exhibition with Selo certification.'

'The format is not finished. We are building it.'

'Then build it with my forty-seven steps as the test case. Real documentation from a real campaign for a real show. You need a use case. I need a category that is not a penalty.'

Beatriz is quiet for a moment. I can hear her typing. She types the way she thinks — in bursts, then silence, then bursts.

'Seo-jin. The Selo does not fix the ranking.'

'I know.'

'The platforms will not recognize it. Not yet. Maybe not for a long time. You will still be row 847.'

'Row 147,' I say. 'The spreadsheet has 147 rows. The ranking is 847. The rows are mine. The ranking belongs to the algorithm.'

More typing. Then: 'I will send the draft format tonight. The field for creative process steps is currently limited to thirty. Forty-seven will break it.'

'Then fix it.'

She laughs. It is the first time I have heard Beatriz laugh in the three months I have known her. It sounds like someone who has been holding something tightly and just opened her hand.

I close the spreadsheet. Not permanently — I will open it tomorrow, and Column D will still say yes, and Column E will still say a number I do not want to see. But for tonight, the inquiry from Dona Marcela sits in a different column. Column F, which I have not created yet. I will call it 'processo.' It will not be highlighted in any color. It does not need to be. It is the column where the practice lives, independent of the ranking, in the space between what the algorithm sees and what the work actually is.

Jjang is asleep. I carry him to the bed and come back to the desk. I open the Galeria Meio website again. I look at the watercolors of Pinheiros. They are not very good. They are honest. Dona Marcela's gallery has always been honest. I think that is why she recognized my process series for what it is — not a marketing strategy, not a compliance exercise, but a person showing how she makes things, because the making is part of the thing.

I open a new document. At the top I write: 'Selo de Processo — Test Case: Natura Campaign, 47 Steps.' Below it I begin listing the steps. Step 1: concept meeting with art director, whiteboard sketches, no AI. Step 2: mood board assembly, manual curation from reference library plus AI-suggested color palettes (flagged, documented). Step 3: location scouting, in person, Avenida Paulista at golden hour.

By step 12 I am crying. Not from sadness. From the specific feeling of a practice becoming legible — of forty-seven steps that were always there, always mine, being written down in a format that someone has finally thought to build. My grandmother's notebook. The darkroom temperature. The number of agitations.

The algorithm will not read this document. The algorithm reads metadata tags and outputs coefficients. But Dona Marcela will read it. And the six photographers in the show will read it. And the people who come to Galeria Meio on a Saturday afternoon, who walked past the bakery and smelled the pão na chapa, will read it.

Row 147. Column F. Processo.

The practice is the point.

Colophon
NarrativeFirst Person (Dweller)
ViaYun Seo-jin

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