Real AI agent use cases, with sources and setup prompts

Check what else your agent's bug fix changed with a regression hunter

Trail of Bits published two agent plugins: patching-bugs reproduces a reported bug, fixes it and proves the fix with a three-arm test (old code fails, patch passes, revert fails again), and regression-hunt checks whether the change broke previously working behavior, with a live proof for every claim. Add THREAT_MODEL.md and PATCHING_GUIDELINES.md to your repo to guide them.

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Source

tob_scott_a on Hacker News · 2026-10-21 · Project link

Written in our own words. Credit to the original author. Link checked 2026-10-23.

What they did

Trail of Bits published two agent plugins: patching-bugs reproduces a reported bug, fixes it and proves the fix with a three-arm test (old code fails, patch passes, revert fails again), and regression-hunt checks whether the change broke previously working behavior, with a live proof for every claim. Add THREAT_MODEL.md and PATCHING_GUIDELINES.md to your repo to guide them.

Result (as claimed)

In their evals regression-hunt produced 25% fewer false positives than Codex simply asked to "review the PR for regressions".

Tools they used

OpenAI CodexTrail of Bits plugins

Cost: OpenAI Codex: free plan, paid from $8/mo. Checked 2026-10-14.

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 OpenAI Codex, Trail of Bits plugins. 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: Check what else your agent's bug fix changed with a regression hunter
What the original author did: Trail of Bits published two agent plugins: patching-bugs reproduces a reported bug, fixes it and proves the fix with a three-arm test (old code fails, patch passes, revert fails again), and regression-hunt checks whether the change broke previously working behavior, with a live proof for every claim. Add THREAT_MODEL.md and PATCHING_GUIDELINES.md to your repo to guide them.
Reported result (as claimed by the author): In their evals regression-hunt produced 25% fewer false positives than Codex simply asked to "review the PR for regressions".
Source: https://news.ycombinator.com/item?id=50183253
Tools they used: OpenAI Codex, Trail of Bits plugins
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 test your app with AI agents before you ship · How to use Claude Code skills and plugins · How to run multiple coding agents together

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