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ffrabonacci about 9 hours ago 22 commentsRead Article on github.com

DE version is available. Content is displayed in original English for accuracy.

Hi HN, Francesco from Cua here. I hacked this project together last weekend, inspired by the Codex Computer-Use release and lessons learned from deploying GUI-operating agents for our customers.

The main problem: when a UI automation process controls a desktop app today, it usually takes over the human’s session. Your cursor moves, keyboard focus gets stolen, windows jump to the front, and you have to stop working until the agent is done. That is why we have historically avoided encouraging users to run these processes directly on their host machine, instead relying on VMs or GUI containers for concurrency and background execution.

But computer-use - the tools we give agents to operate computers like humans - does not scale cleanly that way. As models get smarter, agents need to share hosts safely, run in the background, and avoid collisions with the human or other agents using the same machine.

We realized macOS has no first-class API for "drive this app without touching the cursor". CGEventPost routes through the hardware input stream, so it moves your cursor. CGEvent.postToPid avoids the cursor warp, but Chromium treats those events as untrusted and silently drops clicks at the renderer boundary. Activating the target app first raises the window and pulls focus, defeating the point of background execution.

Cua Driver is our attempt at a real fix: a background computer-use driver for macOS that lets an agent click, type, scroll, and read native apps while your cursor, frontmost app, and Space stay where they are. The default interface is a CLI, so it is easy to script or call from any coding agent shell.

Try it on macOS 14+:

/bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/trycua/cua/main/libs/cua-d...)"

The first internal use case was delegated demo recording. We ask Claude Code to drive an app while 'cua-driver recording start' captures the trajectory, screenshots, actions, and click markers. The result is an agent-generated product demo, Screen Studio inspired.

Other things we have used it for:

- Replacing Vercel’s agent-browser and other browser-use CLIs. With Claude Code and Cua Driver, you do not need Chrome DevTools Protocol at all.

- A dev-loop QA agent that reproduces a visual bug, edits code, rebuilds, and verifies the UI while my editor stays frontmost.

- Personal-assistant flows that use iMessage from Claude Code, Hermes, or other general-purpose agent CLIs.

- Pulling visual context from Chrome, Figma, Preview, or YouTube windows I am not looking at, without relying on their APIs.

What made this harder than expected:

- CGEventPost warps the cursor because it goes through the HID stream.

- CGEvent.postToPid does not warp the cursor, but Chromium drops it at the renderer IPC boundary.

- Activating the target first raises the window and can drag you across Spaces.

- Electron apps stop keeping useful AX trees alive when windows are occluded without a private remote-aware SPI.

The unlock was SkyLight. SLEventPostToPid is a sibling of the public per-PID call, but it travels through a WindowServer channel Chromium accepts as trusted. Pair it with yabai’s focus-without-raise pattern, plus an off-screen primer click at (-1, -1), and the click lands without the window ever raising.

One thing we learned: the right addressing mode depends on the app. Native macOS apps usually have rich AX trees, Chromium-family apps often need a hybrid of AX and screenshots, and apps like Blender or CAD tools may expose almost no useful AX surface. The mistake is defaulting to pixels everywhere - or defaulting to AX everywhere.

Long technical writeup: https://github.com/trycua/cua/blob/main/blog/inside-macos-wi...

I would like feedback from people building Mac automation, agent harnesses, or accessibility tooling. If it breaks on an macOS app you care about, that is useful data for us.

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Discussion (22 Comments)Read Original on HackerNews

krackers•about 4 hours ago
Nice! Thanks for the technical writeup, ~2 weeks from me wondering how it's implemented [1] to being able to play with a replicated version!

[1] https://news.ycombinator.com/item?id=47799128

frabonacci•about 4 hours ago
Thanks for starting that thread, I definitely drew some inspiration from it. But ultimately the secret sauce for the background click came from discovering yabai's window_manager_focus_window_without_raise https://github.com/asmvik/yabai/blob/f17ef88116b0d988b834bb2...
j-conn•about 1 hour ago
Incredible! I’m interested in doing something similar on windows, have you looked into that at all? Apparently codex computer use plans to support this on windows in the future. Were you able to see how codex was doing it, or the inspiration was just “they’ve shown it’s possible”?
frabonacci•29 minutes ago
Thanks! We haven't gone deep on Windows yet because we're still focused on polishing the macOS release. We want to go deeper on the Mac experience before going broader across platforms, and there are still a lot of features we want to ship and use cases we want to share.
dtran•about 3 hours ago
This is one of the coolest hacks I've seen recently. Having done some much less involved MacOS hacking, I can't help but wonder if we may finally see momentum behind some flavor of agent-friendly Linux/Android if Apple doesn't give us more ways to let agents interact with our machines.
frabonacci•about 3 hours ago
really appreciate it. macOS has powerful primitives already, but they weren’t designed as one coherent agent API so you end up stitching together and hitting roadblocks. If Apple doesn't make this more first-class, Linux/Android-style environments may move faster because they’re easier to instrument. I think the OpenAI/Jony Ive AI hardware rumors are yet another signal that people may start building agent-native CUA devices instead of retrofitting agents onto existing desktops
pimlottc•about 2 hours ago
What is specific about this for using with agents? As opposed to offering it as a general automation library for any use?
frabonacci•23 minutes ago
Nothing prevents using it as a general automation library.

If you want to use it directly as an automation framework, you can take a Swift dependency on 'CuaDriverCore': https://cua.ai/docs/cua-driver/guide/getting-started/swift-i...

alsetmusic•about 4 hours ago
I tried out their Loom vm software a couple of months back. Worked well, fwiw. I'm not using it anymore because I decided to just give agents direct (supervised) access to my devices.
frabonacci•about 3 hours ago
Thanks for trying out Lume! We definitely haven't given up on the idea of sandboxing GUI agents in local macOS VMs. Cua Driver is aimed at a different use case though, letting coding agents and general agents use the Mac you're already on, asynchronously and in the background. That also makes the economics better since multiple agents can share the same machine instead of each needing its own VM
LatencyKills•about 9 hours ago
Ex-Apple engineer here. I really like your implementation. A few years ago I built a similar tool to help me automate the testing of some of my native macOS apps. Being able to run multiple UI automation tests simultaneously was the big win in my case.

My only criticism is enabling telemetry by default. I'm a fan of having people opt-in.

jorvi•about 4 hours ago
The problem with opt-in telemetry is that 95% of users don't change defaults, and the 5% who do are your power users. They're not representative of the average user. And only a subset of them will turn it on

Ironically enough the opposite happens with opt-out telemetry, for the same reason: a lot of power users will turn off telemetry, thus you will never see their usage patterns and will have to infer them. Dogfooding helps.

jonhohle•43 minutes ago
If Charmin put sensors in toilet paper rolls to optimize the wiping experience, it would be dystopian. Why do we give software a pass? Privacy is a right not a telemetry problem and opt-out by default is non-consensual surveillance.
crazygringo•about 4 hours ago
I'm confused.

You claim power users opt in to telemetry, and then immediately say power users opt out.

jorvi•about 2 hours ago
A subset of power users want to their usage to be profiled (me, if I trust the company. Brave, Mozilla, Mullvad, 1Password, Bitwarden, Valve, companies like that). But most power users will not want that because of privacy worries.

From that you get two situations.

Opt-in:

- Regular users: click all 'ok' through setup at lightning speed, no telemetry enabled.

- Most power users: consciously don't check the box to opt-in because of privacy worries.

- Big picture power users: consciously check the opt-in box given they trust you (because they want their usage patterns to be profiled and optimized for).

Opt-out:

- Regular users: click all 'ok' through setup at lightning speed, telemetry enabled.

- Most power users: consciously check the box to opt-out because of privacy worries.

- Big picture power users: consciously don't check the opt-out box given they trust you (because they want their usage patterns to be profiled and optimized for).

awwaiid•about 2 hours ago
power users opt in to opt in telemetry, and power users opt out of opt out telemetry. Power users click all the buttons.
pnw_throwaway•about 4 hours ago
The problem with opt-in telemetry is that 95% of users are sick and tired of being spied on with every little thing they do.
jorvi•about 2 hours ago
If they really were they would turn it off. And stop using Gmail and Android.

The overwhelming majority of people don't care about digital privacy because the cost is opaque to them.

Also, telemetry when done right isn't "spying". Again, it is anonymized and used to see, for example, where the hot paths and paper cuts in applications are.

frabonacci•about 8 hours ago
Fair criticism. We took a similar approach to established dev tools like Homebrew, with an anonymous, opt-out telemetry to understand install issues, crashes, and high-level usage. For cua-driver specifically, telemetry is limited to command/tool-level events and basic environment metadata. We don’t send screenshots, recordings, app contents, prompts, typed text, file paths, or tool arguments. That said, we should make the opt-out path clearer
kveykva•about 4 hours ago
Would you be open to sharing what you built for running the automation tests? I could really use this right now.
frabonacci•about 4 hours ago
We don't have a specific testing framework yet. cua-driver is closer to an automation interface than a test runner. that said, you could definitely build one on top of it. For reference these are some of our integration tests: https://github.com/trycua/cua/tree/main/libs/cua-driver/Test...

One useful trick is to cua-driver 'launch_app' instead of the default 'open' or other osascript, since it can start the app without raising/focusing it, and the tests don't disturb your active desktop while they run

davey2wavey•about 4 hours ago
Its looking great.

The audit trail question is interesting and I haven't seen it come up much. When an agent clicks through an ERP or edits a file, you've got logs, but how do you explain the "why" behind each decision to, say, a compliance team?

Curious if that's something you're thinking about or if it's too early.