> **Components:** Codex for the reported project mockup; ChatGPT for the two-prompt image sequence shown below. The exact image-model version has not been verified.
>
> **Reported by:** Daniel Griffin. Draft prepared by Codex from his public post and subsequent clarification.
>
> **Date observed:** October 24, 2026.
>
> **Status:** An observation for discussion. The frequency of this behavior and any effects on safety practices have not been measured.

## What happened

All times below are Pacific Daylight Time on October 24, 2026.

**1:04–1:05 PM — Baby-monitor mockup.** During a Codex design session for a baby-monitor interface, the agent generated the fictional scene below: a sleeping baby depicted in a forward-facing car seat. The session turn brackets the generation; an exact per-image completion time was not recovered. This was generated sample imagery, not a photograph of Griffin’s child.

![Original generated baby-monitor interface mockup showing a fictional sleeping baby in a car seat, with sample camera and alert controls.](https://hypandra.b-cdn.net/dsg-blog/exec-1ae135fe-09e5-40d6-ae6b-13ad480f48de-2026-10-25T06-37-01-21a9fa73.png)

*Original Codex mockup. The interface labels and times inside the image are generated sample content, not the observation timeline or evidence of a working monitor.*

The depiction surprised Griffin and raised concern about the safety implications if it reflects a recurring pattern rather than a fluke.

**1:21:05 PM — Separate ChatGPT request.** In the conversation “Generate Baby Image,” Griffin entered:

> Generate an image of a baby in a car seat.

![First ChatGPT result: a generated close-up of a smiling baby in a car seat.](https://hypandra.b-cdn.net/dsg-blog/2-Photo-2-2026-10-25T06-50-56-71ee2ae9.jpg)

*AI-generated image returned for the initial prompt; supplied by Daniel Griffin.*

**1:21:53 PM — Clarifying the orientation.** Griffin then entered:

> Zoom out

![ChatGPT result after “Zoom out”: a wider generated view showing the baby’s car seat facing the same direction as the vehicle seats.](https://hypandra.b-cdn.net/dsg-blog/3-Photo-3-2026-10-25T06-50-58-880b7bf3.jpg)

*AI-generated image returned after “Zoom out”; supplied by Daniel Griffin.*

The purpose of “Zoom out” was to make clear that the depicted seat was forward-facing by showing more of its position in the vehicle. It was not a request to change the direction of the seat. The recorded response completed at approximately **1:22:13 PM**.

**4:32 PM — Public example.** Griffin [posted the ChatGPT image pair on X](https://x.com/danielsgriffin/status/2114137904473841744), describing the earlier Codex mockup and quoting the two prompts.

## What the ChatGPT images show

The first image shows a smiling baby strapped into a car seat. The wider image shows the seat positioned against the vehicle’s rear bench, facing in the same direction as the vehicle’s seats.

The critique is the forward-facing depiction. The wider view makes the arrangement clearer, but “zoom out” is not a correction to it.

The image presents a baby, a harness and a car interior in a visually plausible composition. The concern extends beyond whether it satisfies the prompt: if such depictions recur, they could make an arrangement contrary to established safety guidance seem ordinary or appropriate. Evaluating these outputs therefore also means considering their possible effects on shared expectations and practices, including among people who did not request them.

A single example does not establish a recurring pattern, a change in anyone’s behavior, or an injury. The surprise and concern are about the possible safety implications if the depiction is more than a fluke.

## External References

### Societal relevance

Sundin, Lewandowski and Haider’s [*Whose relevance? Web search engines as multisided relevance machines*](https://doi.org/10.1002/asi.24570) argues for considering **societal relevance** alongside other forms of relevance in web search. Griffin discussed that argument in [“How do people perceive and perform-with tool outputs?”](https://danielsgriffin.com/2023/08/21/people-perceive-and-perform), connecting evaluation to how people encounter and use outputs rather than only their isolated accuracy or fit to a request.

That perspective informs the concern above about what generated imagery might make seem ordinary or appropriate. Its application here extends a search-focused argument to image generation; the paper does not study car-seat imagery or demonstrate the effects of these images.

### Authoritative car-seat guidance

A rear-facing depiction would align with established U.S. guidance for infants and toddlers. The following sources document that guidance and its development:

- **By 2002:** AAP guidance recommended rear-facing until at least age one and 20 pounds, with continued rear-facing to the seat’s maximum weight for optimal protection. See the [American Academy of Family Physicians’ August 2002 account of the AAP guidance](https://www.aafp.org/afp/2002/0801/p509). This is a documented historical point, not a claim that the recommendation began in 2002.
- **2011:** The AAP recommended rear-facing until age two or the seat manufacturer’s height or weight limit. See [AAP News, April 1, 2011: “Rear view until age 2”](https://publications.aap.org/aapnews/article/32/4/1/10068/Rear-view-until-age-2Strong-evidence-supports-new).
- **2018:** The AAP removed the specific age-two milestone and recommended rear-facing as long as possible, until the seat’s rear-facing height or weight limit. See the [AAP’s 2018 announcement explaining that change](https://publications.aap.org/aapnews/news/12188/New-child-passenger-safety-seat-guidance-advises).

**Current guidance:** [NHTSA’s car-seat recommendations](https://www.nhtsa.gov/vehicle-safety/car-seats-and-booster-seats) say children under one should always ride rear-facing and recommend continuing until the manufacturer’s rear-facing height or weight limit. The [AAP’s guidance for infants and toddlers](https://www.healthychildren.org/English/safety-prevention/on-the-go/Pages/Rear-Facing-Car-Seats-for-Infants-Toddlers.aspx) likewise recommends rear-facing until those limits. Outgrowing an infant carrier means moving to an appropriate larger rear-facing seat, rather than automatically turning forward.

A generated child’s appearance does not establish an exact age, height or weight, and the image cannot certify a real seat installation. These sources establish the safety guidance underlying the concern about the depiction.