Real AI agent use cases, with sources and setup prompts

Aura: a Rust agent that investigates and fixes production incidents

Built Aura, a Rust agent that investigates and fixes production incidents.

See pricing page1-2 hoursIntermediateSource linked

Source

jvogt on Hacker News · 2026-09-02 · Project link

Written in our own words. Credit to the original author. Link checked 2026-10-16.

What they did

Built Aura, a Rust agent that investigates and fixes production incidents.

Result (as claimed)

Open-sourced on GitHub; shared on Show HN (28 points).

Tools they used

Rust

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

Set it up

  1. Gather the documents

    Collect statements, bills, invoices or tax documents for the period you want reviewed.

  2. Ask for an audit, not actions

    Have Rust list findings, amounts and suggested next steps before it does anything.

  3. Approve each action

    Approve cancellations, disputes or payments one at a time. Never give an agent open-ended access to move money.

  4. Track the result

    Record what changed and what you saved so you can check it next month. This is not financial advice.

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: Aura: a Rust agent that investigates and fixes production incidents
What the original author did: Built Aura, a Rust agent that investigates and fixes production incidents.
Reported result (as claimed by the author): Open-sourced on GitHub; shared on Show HN (28 points).
Source: https://news.ycombinator.com/item?id=49538195
Tools they used: Rust
Category: Money

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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