agentusecases.aiAll 2,111 use cases
Software & DevOps

Build an internal beta product with no hand-written code

A team says it shipped an internal beta using Codex as the main implementation agent, with recurring background tasks scanning for deviations, updating quality grades and opening refactoring PRs.

Done withCXCodex

What they did
A three-engineer team started from an empty repo and used Codex CLI with GPT-5 to generate the scaffold, then kept humans in a prompting role: engineers described tasks, let Codex open PRs, and had it self-review, request additional agent reviews, respond to feedback, and iterate until reviews passed. They also made the app, logs, metrics, docs, and repository rules directly legible to the agent, then ran background Codex jobs on a cadence to scan for deviations, update quality grades, and open refactoring PRs.
How it went
Over about five months, Codex produced roughly a million lines of code and around 1,500 merged PRs for an internal beta with daily internal users and external alpha testers; the team estimates this was about 10x faster than hand-coding. It still broke and needed fixes, and early progress was slow until they built enough scaffolding and constraints for the agent.
Worth knowing
Most cleanup PRs from the recurring background tasks could be reviewed in under a minute and automerged; the post also says single Codex runs sometimes worked for more than six hours.

Try it yourself with Codex

In my repo at [path or repo name], implement [small internal feature] from this spec: [spec]. Write the code and tests yourself, then open a pull request with a summary of what changed and how you verified it. Also propose a recurring task that scans for code that deviates from [our conventions], and show me its plan before you set it up.

Want help getting this working? Join the Vibe Coding Academy ↗ Run by Alex Finn, who also runs this site.

Read the original ↗

Source: Reddit · Undated

Related use cases

  • CC

    Turn tickets into merged pull requests

    Pulls tasks from GitHub Issues or Linear, then runs Claude Code or Codex in isolated Kubernetes pods to carry each one through to a PR.

    Claude CodeCodex

  • CX

    Triage email by voice while walking

    Allie Miller used ChatGPT voice mode with Codex to triage important emails, draft replies, archive or delete items and log action items.

    Codex

  • CX

    Automate copy-paste and backend wiring work with Codex

    A commenter says they use Codex for work that used to involve lots of copy-pasting and backend wiring.

    Codex

  • CL

    Build a C compiler with a team of parallel agents

    Anthropic's engineering write-up on tasking Opus 4.6 agent teams with building a C compiler.

    Claude

  • CH

    Automate web configuration from coding sessions

    Commenters use Claude in Chrome to carry out web configuration requests that arise from coding sessions and other browser operations.

    Claude in ChromeClaude Code

  • DE

    Build a calculator web app and refactor it with Devin

    A Scott Logic developer built a calculators web app with Devin, then had it plan a refactor of the bloated codebase, and feeding the plan back in chunks cut project size by about 60%.

    Devin

Keep browsing

All 100 Codex use casesAll 382 Software & DevOps use cases

Get 5 like this every morning

The best things people got an AI agent to do, each with the prompt to try it.

All use casesAgentsTopicsJobsNewRSSAboutContactSponsorPrivacy
Sponsors
VCVibe Coding Academy: Master AI and automate your lifeS/Ship/It Weekly: #1 AI newsletter on planet Earth+Your logo here: sponsor usVCVibe Coding Academy: Master AI and automate your lifeS/Ship/It Weekly: #1 AI newsletter on planet Earth+Your logo here: sponsor usVCVibe Coding Academy: Master AI and automate your lifeS/Ship/It Weekly: #1 AI newsletter on planet Earth+Your logo here: sponsor usVCVibe Coding Academy: Master AI and automate your lifeS/Ship/It Weekly: #1 AI newsletter on planet Earth+Your logo here: sponsor usVCVibe Coding Academy: Master AI and automate your lifeS/Ship/It Weekly: #1 AI newsletter on planet Earth+Your logo here: sponsor us
VCVibe Coding Academy: Master AI and automate your lifeS/Ship/It Weekly: #1 AI newsletter on planet Earth+Your logo here: sponsor usVCVibe Coding Academy: Master AI and automate your lifeS/Ship/It Weekly: #1 AI newsletter on planet Earth+Your logo here: sponsor usVCVibe Coding Academy: Master AI and automate your lifeS/Ship/It Weekly: #1 AI newsletter on planet Earth+Your logo here: sponsor usVCVibe Coding Academy: Master AI and automate your lifeS/Ship/It Weekly: #1 AI newsletter on planet Earth+Your logo here: sponsor usVCVibe Coding Academy: Master AI and automate your lifeS/Ship/It Weekly: #1 AI newsletter on planet Earth+Your logo here: sponsor us