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Agents in the Wild

40 years in tech, never coded. Codex built their dinner app

"What's for dinner?" with allergies, expiring food and a garden to use up. ChatGPT wrote the build plan and Codex built a local app. Two restarts and about 20 hours later, it's an MVP they use daily.

Done withChatGPTCodexSpotted· by Countries Beginning with I (blog)· Oct 20, 2026

Result Codex claimed at least 3 of their ideas as its own

“Codex estimates that this phase took 16 to 22 hours of active work from me, to Sunday afternoon, March 1st.”
From the source: Countries Beginning with I · 2026-03-03

Spotted: found in the wild. Details are as reported by the source above and have not been independently verified.

What they did

After first using Codex to rename hundreds of scanned personal letters into date order, they asked ChatGPT to turn their app idea into a starting prompt for Codex. Codex built a local web app that tracks pantry items with expiry dates, garden produce, dietary rules, appliances and restaurants, and suggests meals based on the cook’s energy level.

How it went

The first version fell to feature creep and recurring bugs; Codex estimated that phase took 16 to 22 hours of their active work. They started over twice, and about 20 hours in, by their count, had an MVP they can use every day. Their caveats: Codex is overly accommodating, and when asked to list its own suggestions, it claimed at least 3 that were theirs.

Try it yourself with ChatGPT
Describe your recurring household decision (for example [what to cook each night]) in plain language, listing every factor you weigh: inventory on hand, restrictions, mood, time of day. Ask [ChatGPT] to turn it into a starting technical prompt for [Codex], then hand that prompt to [Codex] and have it build the tool in small milestones, testing after each one before you ask for the next feature.

A starting prompt written by Agents in the Wild. Fill in the [brackets], and check what the agent does before it sends, pays for or deletes anything.

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