Test an AI agent on a small investing account
Let an AI agent trade a small Robinhood account isolated from his other accounts.
Real AI agent use cases, with sources and setup prompts
Short answer: Run the agent somewhere it can break things safely: a container or devcontainer on your machine, a cloud microVM per task, or a throwaway virtual machine that is deleted afterwards. Builders below give each Claude Code or Codex run its own isolated microVM, turn a spare Mac into disposable macOS desktops for agents, and add local guards that flag exposed secrets and risky commands before they run. Keep real API keys and production credentials out of the sandbox, give the agent only the repo it needs, and review what it wants to push or deploy.
Sandboxes, microVMs, containers and secret guards builders use so a coding agent cannot damage their machine, leak keys or touch production. 24 matching use cases below, each with a public source.
Looking for something else? Search all 1241 use cases or .
Let an AI agent trade a small Robinhood account isolated from his other accounts.
Pinata built Doorman, an open-source guard that runs locally next to Claude Code, Codex or Cursor. It checks what the coding agent is about to do and flags exposed API keys, suspicious instructions planted in files and risky actions before they happen.
QM, open-sourced by Y Combinator, gives every employee their own agent with memory, files, permissions and a sandbox, and also works in Slack channels: it searches notes, email and docs, triages inboxes, opens PRs and runs scheduled jobs. You deploy it by telling your coding agent to follow the repo guide.
Vibe Aegis v2.0 is an open-source safeguard and adversarial audit loop that runs in one command across Claude Code, Codex and Cursor. It targets what agents often ship: exposed NEXT_PUBLIC_ secrets, tables without row-level security, IDOR bugs, client-trusted checkout prices, double-spend race conditions and dead placeholder links.
He built an open-source server where you name the harness (Claude Code, Codex, Pi or about 20 more) and send a request, with each run sandboxed. Use it for one-off jobs, build agents on top, or write loops instead of prompts.
Aqorin 0.3.0 is a TUI and CLI that gives each role its own runtime and model, sandboxes writes on macOS, lets your own checks decide when work passes, and turns a finished run into a pull request.
claude-code-proxy is an open-source proxy that translates Claude Code's API requests so it can run on OpenAI or Gemini models. You keep the Claude Code interface and choose the backend, using your own API keys.
The Agent Office shows Command Code, Claude Code, Codex and five more agents as pixel workers. You hire them into Daytona, Vercel or Railway sandboxes, drive them from the browser and approve actions with one key.
A builder argues the provider dashboards are not real token statistics and routes every agent, harness and app through a self-hosted LLM proxy instead. One endpoint covers many providers and models, logs which key called which model from which client and when, and hands out virtual API keys so the main key is not pasted into every tool.
Lizard gives every coding agent its own isolated microVM that boots in about 238 ms. You hand Claude Code or Codex a task per sandbox, and the Pro plan runs up to 100 of them in parallel without the agents touching your laptop or each other.
A developer built desktop-plane, an open-source tool that turns a spare Mac into fresh macOS virtual machines agents can use. Each VM starts in about 6 seconds and is deleted after use, and it works with Claude Code, Codex, Hermes or any agent.
A GNOME developer wanted to scan his late mother's film negatives on a Plustek scanner that Linux no longer supported. He had Claude Code set up a Windows virtual machine with the scanner passed through, capture the USB traffic of the vendor driver, and compare it with Linux until scans worked. He then had Claude turn the scripts into a reusable hardware reverse-engineering harness.
mobius from mobius-os is a self-hosted personal AI system: you chat with a coding agent through Claude Code or Codex and it builds mini apps on your server and modifies its own UI.
Agor is a web workspace where Claude Code, Codex, Gemini and other agents run on isolated git branches with their own dev environments, shown on spatial boards the whole team can watch and build on.
A developer pointed out that Claude Code, Codex, Gemini CLI, Cursor and Cline save full sessions to disk, including any .env file the agent read, keys pasted in to test a call and printenv output. He warned that these transcripts are a plain-text store of every credential the agent has seen.
A founder built a self-hosted company OS that he uses to run his business: every agent runs Claude Code or Codex CLI as a persistent sandboxed process with its own workspace, memory, schedules and tools, and teammates collaborate on the agents.
Built Clawk so coding agents run in a disposable Linux VM rather than directly on your machine.
While having agents translate C kernel prototypes into Rust and run tests in parallel, a developer kept hitting file locks and agents clashing in one directory. He built Shadow to give each agent an isolated workspace for editing and building.
Strix is an open-source AI pentesting tool. Instead of only scanning code, it actively tests your running app for issues like SQL injection and XSS and tries to prove each one is exploitable.
Perplexity open-sourced SPACE, the sandbox behind Perplexity Computer. Every task gets its own Firecracker microVM, so code the model writes runs isolated from everything else.
Built Nightcrawler, a local AI pentesting agent that runs on a smartphone.
YC F26 team built Agent37 sandboxes for running agents at a reported average of $0.37 per sandbox per month.
Built Plimsoll, a self-hosted sandbox service for untrusted agent-authored code with isolation reporting.
Built pi pod to run pi coding-agent sessions in isolated pods on a server you control, with composable environments.
How to make faceless YouTube videos with AI · How to automate work with n8n and AI · How to vibe code an app with Claude Code · How to build AI agents for SEO and ads · How to run multiple coding agents together · How to build an MCP server for AI agents · How to add memory to coding agents · How to secure vibe-coded apps and agents · How to observe and debug AI agents · How to build agent memory and context layers · How to control coding agents from your phone · How to add payments to vibe-coded apps · How to run local LLMs with AI agents · How to set up Grok Bot agents for real work · How to build with Gemini 4 Argon and Gemini agents · How to use AI agents for taxes, bills and budgets · How to make AI video ads and Reels with agents · How to set up Hermes Agent workflows · How to vibe code a game with AI · How to replace SaaS subscriptions with vibe-coded tools · How to use AI agents for errands, calls and shopping · How to use Cursor agents and automations · How to make 3D scenes and models with AI and Blender · How to use Claude Code skills and plugins · How to cut AI coding agent costs and token use · How to automate a small business with AI agents · How to compare AI models on the same prompt · How to build hardware projects with AI agents · How to make AI music videos and songs · How to use AI agents with Obsidian and your notes · How to build apps and games for your kids with AI · How to use ChatGPT for real projects and everyday tasks · How to make AI agents ask for approval before they act · How to build AI trading and investing agents · How to build AI agents that make and answer phone calls · How to plan meals and groceries with AI agents · How to use AI agents for fitness and health · How to undo, checkpoint and stop runaway coding agents · How to use AI agents for job hunting · How to automate social media posts with AI agents · How to build a smart home and voice assistant with AI agents · How to make money with AI agents · How to build a website with AI agents · How to use AI agents for research and science · How to build an iPhone or Android app with AI · How to automate email and your inbox with AI agents · How to use AI agents for Linux, servers and homelabs · How to build Telegram, Discord and WhatsApp bots with AI · How to research memecoins and crypto with AI agents · How to remove ads and bloatware from your smart TV with AI · How to self-host AI agents on a Raspberry Pi, Mac mini or homelab · How to learn anything with an AI tutor · How to build an AI second brain and personal wiki · How to reverse-engineer and revive old devices with AI · How to edit videos with Claude Code and Codex · How to set up an AI family assistant · How to make a Godot, Unity or 3D game with AI agents · How to build a custom Android TV or Google TV launcher with AI · How to use Claude Code and Codex together · How to build your own invoicing and bookkeeping app with AI · How to make a browser arcade game with AI · How to make a product demo or launch video with AI · How to fix Wi-Fi and secure your home network with AI · How to control Claude Code and Codex by voice · How to design a PCB and electronics with AI · How to save, share and resume coding agent sessions · How to make a multiplayer game with AI · How to let AI control your computer (computer use)
Five real AI use cases with setups, every morning. Free.
The Daily 5 will arrive in your inbox each morning. Unsubscribe any time.
Send the public link (post, video, repo or write-up). We credit you and link back.