Real AI agent use cases, with sources and setup prompts

Let an agent refactor a 300k-line game decompilation with replay tests

CodeScene ran Claude Code on the Street Fighter III: 3rd Strike decompilation, about 300,000 lines. Frame-by-frame replays checked that every change kept the game behaving exactly the same.

$17/mo3 weeksAdvancedSource linked

Source

@_ninetyhe on X · 2026-10-18

Written in our own words. Credit to the original author. Link checked 2026-10-21.

What they did

CodeScene ran Claude Code on the Street Fighter III: 3rd Strike decompilation, about 300,000 lines. Frame-by-frame replays checked that every change kept the game behaving exactly the same.

Result (as claimed)

3 weeks, 2,903 commits and about $4k; code health went from 5.6 to 10.0.

Tools they used

Cost: Claude Code: from $17/mo.

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 Code, CodeScene. 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: Let an agent refactor a 300k-line game decompilation with replay tests
What the original author did: CodeScene ran Claude Code on the Street Fighter III: 3rd Strike decompilation, about 300,000 lines. Frame-by-frame replays checked that every change kept the game behaving exactly the same.
Reported result (as claimed by the author): 3 weeks, 2,903 commits and about $4k; code health went from 5.6 to 10.0.
Source: https://x.com/_ninetyhe/status/2111753402111651932
Tools they used: Claude Code, CodeScene
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 vibe code an app with Claude Code ยท How to vibe code a game with AI

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