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Prompt to Prepare a Shopping Cart from a Recipe Photo

The author reports that Grok Bot receives a recipe photo, organizes the ingredients and quantities, and creates a shopping list by excluding ingredients already available at home.

Grok Bot
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Creating a Blog Archive Feature by Delivering Requirements via Voice

The author reports creating a blog feature by delivering requirements through voice, with Codex modifying code, data, and the interface accordingly.

Codex

How it works

  1. The author prepared a Django blog repository and the desired archive behavior, then defined the project scope through voice conversation.
  2. The author determined the project direction with Codex via voice, proceeded with code changes, data migration, and interface updates, and then reviewed the pull request and modification results.

Results

The author reports documenting the process where, after setting the direction through voice conversation, Codex created the blog feature and data migration code, which was then reviewed via a pull request.

Notes

This is the author's actual production record. After delivering requirements via voice, Codex handled code changes, data migration, and interface updates.

Source

Simon Willison의 음성 코딩 제작기 Original post ↗

Example prompt · Codex

Goal: Create a blog archive feature by delivering requirements via voice.

Input & Environment: [Django repository], [archive requirements], [sample data], [test commands].

Reference original: https://simonwillison.net/2026/Oct/9/built-using-my-voice/

Based on the published workflow, prepare implementation or procedural steps that can be followed in a test environment. Do not guess at internal code or settings not disclosed in the original; if alternative connections are needed, indicate so.

Required connections and materials: Prepare a Django blog repository and the desired archive behavior, and define the project scope through voice conversation.

Agent actions to implement: Determine the project direction with Codex via voice, proceed with code changes, data migration, and interface updates, then review the pull request and modification results.

Scope of actions: This is the author's actual production record. After delivering requirements via voice, Codex handled code changes, data migration, and interface updates.

The deliverables are code changes for the archive feature and a pull request for review. Also summarize the necessary setup steps and actual execution methods. After checking the results returned by the tool, choose the next task, and separately note any inaccessible materials or tasks not executed.

Verification: Check that previous data is preserved, that date-based views and empty results are correct, and clarify any ambiguous conditions from the voice instructions before making changes. Show the inputs used for verification, the actual outputs, and distinguish any items not yet confirmed.