Real AI agent use cases, with sources and setup prompts

Run several Claude Desktop apps at once, one per account

With Opus 5.5 a user built a way to run multiple Claude Desktop instances side by side, each signed into a different account with its own taskbar icon, plus one window showing every account's 5-hour and weekly limits.

$4 in / $20 out per 1M tokens1 dayIntermediateSource linked

Source

@LexnLin on X · 2026-10-11

Written in our own words. Credit to the original author. Link checked 2026-10-22.

What they did

With Opus 5.5 a user built a way to run multiple Claude Desktop instances side by side, each signed into a different account with its own taskbar icon, plus one window showing every account's 5-hour and weekly limits.

Result (as claimed)

Open-sourced; Windows only for now.

Tools they used

Cost: Claude Opus 5.5: from $4 in / $20 out per 1M tokens.

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 Claude Opus 5.5, Claude Desktop, Windows. 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: Run several Claude Desktop apps at once, one per account
What the original author did: With Opus 5.5 a user built a way to run multiple Claude Desktop instances side by side, each signed into a different account with its own taskbar icon, plus one window showing every account's 5-hour and weekly limits.
Reported result (as claimed by the author): Open-sourced; Windows only for now.
Source: https://x.com/LexnLin/status/2109356509154975978
Tools they used: Claude Opus 5.5, Claude Desktop, Windows
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 run Claude Code and Codex in a desktop app (T3 Code, Codex app, Claude Desktop) · How to compare AI models on the same prompt

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