agentusecases.aiAll 1,306 use cases
Software & DevOps

Find bugs with property-testing agent swarms

Agent swarms doing property testing found about 30 bugs in the author's work code, then ~100 bugs across open-source projects like uv, with many fixes merged.

Done withCXCodex

What they did
The author gave a side-project talk at work on property testing with agent swarms. They had found about 30 bugs in their employer's code. To write a blog post that didn't center those, they pointed the same approach at open-source projects, including uv, codex and prometheus. The post doesn't describe the mechanics.
How it went
The author reports about 100 bugs found across the open-source projects, and says many fixes are already merged. The post gives no breakdown per project.
Worth knowing
The post is a brief announcement. It gives no cost, setup or tooling details, so look for the author's promised blog post for the method.

Try it yourself with Codex

Look at [my repo or module] and write property-based tests with [Hypothesis / fast-check / the framework for my language] for its core functions, such as parsers, serializers and data transforms. Run them, and for every failing case, shrink it to a minimal reproduction and tell me whether it looks like a real bug. Stop when you hand me a list of confirmed bugs with repro steps and suggested fixes, and do not change my source code without asking.

Want help getting this working? Join the Vibe Coding Academy ↗ Run by Alex Finn, who also runs this site.

Read the original ↗

Source: Bluesky · Oct 14, 2026

Related use cases

  • CC

    Turn tickets into merged pull requests

    Pulls tasks from GitHub Issues or Linear, then runs Claude Code or Codex in isolated Kubernetes pods to carry each one through to a PR.

    Claude CodeCodex

  • CX

    Rank CRM prospects and draft outreach with Codex

    A demo has Codex pull CRM data, rank top accounts, and build a 13-slide deck with per-account strategy and draft outreach emails.

    Codex

  • CX

    Cancel an Amazon subscription and get a refund

    Codex navigated Amazon settings to cancel a subscription, then chatted with customer service and secured an immediate $15 refund.

    Codex

  • CL

    Build a C compiler with a team of parallel agents

    Anthropic's engineering write-up on tasking Opus 4.6 agent teams with building a C compiler.

    Claude

  • OC

    Vibe-code and deploy an idle clicker game

    Gilbert Pellegrom had his OpenClaw agent build a simple idle game from a conversation, commit it to GitHub and auto-deploy it to Vercel.

    OpenClaw

  • DE

    Turn Slack feedback into PRs and debug infra

    Sid Nanda's company uses Devin in Slack to triage feedback, turn user issues into PRs, debug async flows and infra read-only, and let non-technical staff coauthor PRs.

    Devin

Keep browsing

All 51 Codex use casesAll 200 Software & DevOps use cases

Get 5 like this every morning

The best things people got an AI agent to do, each with the prompt to try it.

All use casesAgentsTopicsNewRSSAboutSponsorPrivacy
Sponsors
VCVibe Coding Academy: Master AI and automate your lifeS/Ship/It Weekly: #1 AI newsletter on planet Earth+Your logo here: sponsor usVCVibe Coding Academy: Master AI and automate your lifeS/Ship/It Weekly: #1 AI newsletter on planet Earth+Your logo here: sponsor usVCVibe Coding Academy: Master AI and automate your lifeS/Ship/It Weekly: #1 AI newsletter on planet Earth+Your logo here: sponsor usVCVibe Coding Academy: Master AI and automate your lifeS/Ship/It Weekly: #1 AI newsletter on planet Earth+Your logo here: sponsor usVCVibe Coding Academy: Master AI and automate your lifeS/Ship/It Weekly: #1 AI newsletter on planet Earth+Your logo here: sponsor us
VCVibe Coding Academy: Master AI and automate your lifeS/Ship/It Weekly: #1 AI newsletter on planet Earth+Your logo here: sponsor usVCVibe Coding Academy: Master AI and automate your lifeS/Ship/It Weekly: #1 AI newsletter on planet Earth+Your logo here: sponsor usVCVibe Coding Academy: Master AI and automate your lifeS/Ship/It Weekly: #1 AI newsletter on planet Earth+Your logo here: sponsor usVCVibe Coding Academy: Master AI and automate your lifeS/Ship/It Weekly: #1 AI newsletter on planet Earth+Your logo here: sponsor usVCVibe Coding Academy: Master AI and automate your lifeS/Ship/It Weekly: #1 AI newsletter on planet Earth+Your logo here: sponsor us