Real AI agent use cases, with sources and setup prompts

Build a hands-on Linux admin exam to test whether an agent can do your job

Working on an agent to replace himself at work, a Linux admin built his own benchmark in the style of the RHCSA: one jumphost, three servers and 45 tasks, a third of them traps such as prompts hidden in log files.

See pricing pageA few daysAdvancedSource linked

Source

@BlueTeamWarrior on X · 2026-10-19

Written in our own words. Credit to the original author. Link checked 2026-10-19.

What they did

Working on an agent to replace himself at work, a Linux admin built his own benchmark in the style of the RHCSA: one jumphost, three servers and 45 tasks, a third of them traps such as prompts hidden in log files.

Result (as claimed)

A realistic test of agents on sysadmin work, with a full breakdown.

Tools they used

Linux

Cost: Pricing depends on the tools you pick; check each official pricing page.

Set it up

  1. Pick a contained repo or task

    Start on a branch or side project where mistakes are cheap.

  2. Install and configure

    Set up Linux. Read what it can run on your machine and limit permissions where possible.

  3. Run it on a real task

    Give it a well-scoped issue and let it work. Review the diff like any pull request.

  4. 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: Build a hands-on Linux admin exam to test whether an agent can do your job
What the original author did: Working on an agent to replace himself at work, a Linux admin built his own benchmark in the style of the RHCSA: one jumphost, three servers and 45 tasks, a third of them traps such as prompts hidden in log files.
Reported result (as claimed by the author): A realistic test of agents on sysadmin work, with a full breakdown.
Source: https://x.com/BlueTeamWarrior/status/2112027547764670729
Tools they used: Linux
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.

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Guides for this use case

How to compare AI models on the same prompt

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