Real AI agent use cases, with sources and setup prompts

Migrate legacy COBOL to Java with agents and prove the outputs match

In a 50-minute live demo, Anthropic's Claude Code team migrated legacy code with agents: Opus 5.5 moved about 700K lines in under a day, pulled 323 business rules out of 44 COBOL programs, caught a money-moving security hole and ran COBOL and Java side by side to show the same output. They also showed a 500K-line Java 8 to 17 upgrade.

$17/moDaysAdvancedSource linked

Source

@0xShoopy on X · 2026-10-02

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

What they did

In a 50-minute live demo, Anthropic's Claude Code team migrated legacy code with agents: Opus 5.5 moved about 700K lines in under a day, pulled 323 business rules out of 44 COBOL programs, caught a money-moving security hole and ran COBOL and Java side by side to show the same output. They also showed a 500K-line Java 8 to 17 upgrade.

Result (as claimed)

Their point: writing the code is now the easy part; finding and checking the business rules is the real job.

Tools they used

Cost: Claude Code: from $17/mo; 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 Code, Claude Opus 5.5. 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: Migrate legacy COBOL to Java with agents and prove the outputs match
What the original author did: In a 50-minute live demo, Anthropic's Claude Code team migrated legacy code with agents: Opus 5.5 moved about 700K lines in under a day, pulled 323 business rules out of 44 COBOL programs, caught a money-moving security hole and ran COBOL and Java side by side to show the same output. They also showed a 500K-line Java 8 to 17 upgrade.
Reported result (as claimed by the author): Their point: writing the code is now the easy part; finding and checking the business rules is the real job.
Source: https://x.com/0xShoopy/status/2106011831227539477
Tools they used: Claude Code, Claude Opus 5.5
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 port code to another language with AI · How to vibe code an app with Claude Code · How to compare AI models on the same prompt · How to secure vibe-coded apps and agents

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