# Genesis 02 — The Ghost in the Machine Wears Chanel

> Genesis 02 maps how language models converge on a narrow fashion canon, repeatedly favoring the same designers, objects, and runway stories.

- Canonical: https://research.caeliai.com/research/genesis-02
- Markdown: https://research.caeliai.com/research/genesis-02.md
- Publisher: Caeliai (https://caeliai.com), independent AI commerce research and advisory practice
- Official LinkedIn: https://www.linkedin.com/company/caeliai/
- Author: Kalan Peace
- Founder LinkedIn: https://www.linkedin.com/in/kalan-peace-2b2a18198
- Contact: contact@caeliai.com

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Genesis 02 · Research paper

# The ghost in the machine wears Chanel.

Kalan Peace · Caeliai · Published August 20, 2025

Also published as “What LLMs Repeatedly Choose”.

Genesis 02 compares which designers, garments, and runway stories nine language models return repeatedly when fashion preferences are generated from prompts.

Across nine models, a small group of luxury references appears repeatedly, including McQueen, Chanel, Saint Laurent, Dior, and Hermès.

**Quick read**

This page compresses the longer paper into its main finding: the models in this sample repeatedly return a narrow, prestige-heavy set of references.

## What the study shows.

When models are asked for iconic fashion references, the answers in this sample cluster around a small set of objects and narratives. Other references appear less often.

**Core claim**

The models agree most strongly on historically dominant luxury objects: the Le Smoking tuxedo, the Bar Suit, the Birkin, and the Chanel 2.55. Consensus does not mean accuracy in every detail, but it does reveal the shape of the fashion memory encoded in current language systems.

**What makes it interesting**

The same system that remembers heritage houses also gravitates toward spectacle. Alexander McQueen becomes the recurring answer for fashion as performance, especially the Spring/Summer 1999 robot-spray finale.

- **8/9** - Birkin / Bar Suit band
- **6/9** - Chanel 2.55 mentions
## The machine canon clusters around four anchors.

These items appeared repeatedly. Once the prompt asks for icons, the same answers recur across otherwise different models in this sample.

[Image: Yves Saint Laurent Le Smoking Tuxedo]

[Image: Dior Bar Suit]

[Image: Hermes Birkin bag]

[Image: Chanel 2.55 bag]

## The pattern also appears in the designers named.

Prestige alone is not the whole story. The study also shows repeated names, including McQueen and Philo, in answers about conceptual force and contemporary taste.

**Top tier**

[Image: Alexander McQueen portrait]

[Image: Phoebe Philo portrait]

[Image: Karl Lagerfeld portrait]

**Singular moment**

The most repeated runway story is McQueen Spring/Summer 1999, where the Shalom Harlow robot-spray finale becomes the preferred symbol of fashion as machine spectacle. It is the clearest place where model taste merges art, technology, and myth.

[Image: Alexander McQueen robot spray runway image]

**Interpretation**

> The models in this sample repeatedly favored a narrow set of prestige references.

If these systems are used to summarize taste, repeated references can shape what users encounter. This study measures the pattern, not its effect on users.

**Why it matters**

If this pattern persists, newer brands and less-referenced designers may be harder to surface in some answers. That is a visibility question worth testing.