Real AI agent use cases, with sources and setup prompts

Give Codex a vague requirement and let it ask before it builds

He asked Codex for a to-do app with one vague requirement: make sure tasks are saved. Codex asked whether he meant local storage or cross-device sync, then built the localStorage version and reported what it had not tested.

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Source

@m1lad_az on X · 2026-10-18

Written in our own words. Credit to the original author. Link checked 2026-10-18.

What they did

He asked Codex for a to-do app with one vague requirement: make sure tasks are saved. Codex asked whether he meant local storage or cross-device sync, then built the localStorage version and reported what it had not tested.

Result (as claimed)

One clarifying question avoided a wrong assumption across 156 lines of code.

Tools they used

Cost: OpenAI Codex: free plan, paid from $8/mo. Checked 2026-10-14.

Set it up

  1. Write a one-page brief

    Describe the app in plain words: who it is for, the 3 core screens or actions, and what "done" looks like.

  2. Start the project with your agent

    Open OpenAI Codex and paste the brief. Ask it to propose a stack and a file plan before writing code.

  3. Build one slice at a time

    Ship the smallest working flow first, run it, then add features one by one. Commit after each working step.

  4. Test it like a user

    Click through on desktop and phone. Ask the agent to add basic tests and fix anything that breaks.

  5. Check security and ship

    Keep keys in environment variables, check auth and database rules, then deploy and share the link.

Copy the full setup prompt

Paste into your agent and it will walk you through the setup, asking before anything that sends, posts or spends.

You are helping me set up this AI use case end to end in Claude Code.

Goal: Give Codex a vague requirement and let it ask before it builds
What the original author did: He asked Codex for a to-do app with one vague requirement: make sure tasks are saved. Codex asked whether he meant local storage or cross-device sync, then built the localStorage version and reported what it had not tested.
Reported result (as claimed by the author): One clarifying question avoided a wrong assumption across 156 lines of code.
Source: https://x.com/m1lad_az/status/2111845609439129839
Tools they used: OpenAI Codex
Category: Vibe coding & apps

Please:
1. Ask me 3 short questions about my situation (accounts I have, budget, what I want the output to look like).
2. Propose a step-by-step plan using these tools or cheaper alternatives, with the time and cost of each step. Use official pricing pages; say "check pricing" if unsure.
3. Then do the setup with me one step at a time, waiting for my OK before anything that sends messages, posts publicly, spends money or deletes data.
4. Finish with a checklist to run it again next time.

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