Let an agent review and fix every open PR overnight, and watch your usage
A developer let Amp work overnight on his open-source repo with one prompt: review every PR, wait for CI and Codex bot review comments, resolve them, re-request review, run an end-to-end test and prove everything worked. Claude Code hit its usage limit for 5 hours mid-run.
Source
@GaurangKaria on X · 2026-10-17
Written in our own words. Credit to the original author. Link checked 2026-10-19.
What they did
A developer let Amp work overnight on his open-source repo with one prompt: review every PR, wait for CI and Codex bot review comments, resolve them, re-request review, run an end-to-end test and prove everything worked. Claude Code hit its usage limit for 5 hours mid-run.
Result (as claimed)
The parallel threads got confusing and the run used almost all the usage on his Amp plan, a useful warning before trying the same.
Tools they used
Cost: OpenAI Codex: free plan, paid from $8/mo; Claude Code: from $17/mo.
Set it up
Pick a contained repo or task
Start on a branch or side project where mistakes are cheap.
Install and configure
Set up Amp, OpenAI Codex, Claude Code. Read what it can run on your machine and limit permissions where possible.
Run it on a real task
Give it a well-scoped issue and let it work. Review the diff like any pull request.
Add guardrails
Keep tests and CI in the loop, and never let an agent push to main or touch production secrets unattended.
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: Let an agent review and fix every open PR overnight, and watch your usage What the original author did: A developer let Amp work overnight on his open-source repo with one prompt: review every PR, wait for CI and Codex bot review comments, resolve them, re-request review, run an end-to-end test and prove everything worked. Claude Code hit its usage limit for 5 hours mid-run. Reported result (as claimed by the author): The parallel threads got confusing and the run used almost all the usage on his Amp plan, a useful warning before trying the same. Source: https://x.com/GaurangKaria/status/2111455083476988312 Tools they used: Amp, OpenAI Codex, Claude Code Category: Dev & ops 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.
You are helping me set up this AI use case end to end in Codex. Goal: Let an agent review and fix every open PR overnight, and watch your usage What the original author did: A developer let Amp work overnight on his open-source repo with one prompt: review every PR, wait for CI and Codex bot review comments, resolve them, re-request review, run an end-to-end test and prove everything worked. Claude Code hit its usage limit for 5 hours mid-run. Reported result (as claimed by the author): The parallel threads got confusing and the run used almost all the usage on his Amp plan, a useful warning before trying the same. Source: https://x.com/GaurangKaria/status/2111455083476988312 Tools they used: Amp, OpenAI Codex, Claude Code Category: Dev & ops 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.
You are helping me set up this AI use case end to end in Grok Bot. Goal: Let an agent review and fix every open PR overnight, and watch your usage What the original author did: A developer let Amp work overnight on his open-source repo with one prompt: review every PR, wait for CI and Codex bot review comments, resolve them, re-request review, run an end-to-end test and prove everything worked. Claude Code hit its usage limit for 5 hours mid-run. Reported result (as claimed by the author): The parallel threads got confusing and the run used almost all the usage on his Amp plan, a useful warning before trying the same. Source: https://x.com/GaurangKaria/status/2111455083476988312 Tools they used: Amp, OpenAI Codex, Claude Code Category: Dev & ops 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.
The Daily 5
Get five new use cases tomorrow morning
Free. Real sources. Unsubscribe any time.
Guides for this use case
How to vibe code an app with Claude Code · How to run multiple coding agents together · How to cut AI coding agent costs and token use · How to compare AI models on the same prompt
Related use cases
Have a second AI review your agent-built app as if it must handle 10x the data
The footage search Claude Code built him looked done, until a second AI found every vector held in RAM, 8 to 10 GB at 1,000 hours of footage by Claude's estimate. His review prompt: list each problem as a numbered fix with the file, why and the exact change.
Share and review agent skills with teammates who do not use Git
Skill Dockyard helps teams share and review Claude Code and Codex skills, so non-developers can use the team's skills without managing them in GitHub.
Get one inbox for every coding agent that needs you
Agentrix is one inbox for AI coding tasks that need your attention, like Claude Code waiting for approval or Codex finishing, so you keep your CLIs and stop hopping between tabs.
Give every coding agent the same structured delivery workflow
AI-DLC from AWS Labs turns AI coding assistants into a structured, verifiable software delivery workflow. One harness-neutral core runs in Claude Code, Kiro, Codex CLI, Cursor, opencode and GitHub Copilot, installed with one command.