Sim Farm

The Sim Farm runs many iOS sims on one Mac for Buoy Optimize. Optimize has your AI agent build many ideas to make a slow screen faster. The farm gives each idea its own sim, so the agent can check them all at once. It's free with a Buoy account.

How it works with Buoy Optimize

Name the slow screen or component. Ask your agent:

Use buoy optimize and the sim farm on our slow feed screen.

Use buoy optimize and the sim farm on our slow feed screen.

That's all you need to say. You don't pick how many ideas. The skill tells the agent to find as many as it can and test them all. Then it goes like this:

1. Ideas. The agent writes down every way it can think of to make it faster. That's at least 20 ideas.
2. Build. It builds the most likely ones first. Each one is its own version of the screen.
3. Look. The farm gives each idea its own sim. The agent opens each idea and takes a picture. An idea that crashes or draws the wrong thing is out.
4. Memory. Each sim acts like a real iPhone SE. An idea that uses more memory than the phone allows is out too. On a plain sim, you'd never see it.
5. Speed. The ideas that are left get timed on one quiet sim. The agent holds a lock, so no other test runs then. It times the old code in every batch too. If the Mac got too busy, the farm marks the run unfair, and the agent runs it again.
6. Again. The agent keeps what was faster and still looks right. It mixes the best ideas, builds new ones and tests again. It keeps going until it can't make it faster, or your time runs out.

Why only one sim for speed? All sims share the Mac's CPU. Ten sims timed at once would slow each other down. So many sims check looks and memory, and one sim checks speed.

You can watch it all in Buoy Desktop. Its Sims panel shows each sim live, with the idea on it and how it's going.

More prompts to try:

Use buoy optimize and the sim farm on our slow map screen.
Use buoy optimize and the sim farm on the PriceChart component.
Use buoy optimize and the sim farm on the chat screen. Stop after 30 minutes.

Use buoy optimize and the sim farm on our slow map screen.
Use buoy optimize and the sim farm on the PriceChart component.
Use buoy optimize and the sim farm on the chat screen. Stop after 30 minutes.

Start

1. Set up the Buoy MCP in your editor. Run npx -y @buoy-gg/mcp@latest init in your app's folder. It also adds the buoy-optimize skill.
2. Add Bench (@buoy-gg/perf-monitor) to your app. Optimize uses it to time each idea.
3. Build your app for the iOS simulator as a development build. The farm needs the .app file.
4. Ask your agent to use buoy optimize and the sim farm on your slow screen or component.

The agent makes a template sim with your app on it. It takes the sims it needs and gives them back when it's done.

You need a Mac with Xcode and an iOS sim runtime. Buoy Desktop is not needed, but it lets you watch.

Why slim sims

A normal sim uses about 5 GB of memory. Most Macs can only run a few at a time. That's too few to try many ideas.

Farm sims are slim. Each one turns off phone services a test doesn't need. On our test Mac, that changed a lot:

Each new sim is a copy of the template, made in about 4 s. Ten slim sims started at once took 94 s and used 15.4 GB in all.

What slim turns off

Slim sims have no push, purchases (StoreKit), app links, widgets or Spotlight. The Contacts, Photos and Calendar pickers may act odd. If your test needs one of these, the agent can make a normal ("stock") template instead.

The farm never touches a sim it didn't make. Your own sims stay as they are.

How many sims fit

It depends on your Mac's free memory and disk space. The farm checks both before it makes a sim. It keeps room free for the Mac, so small Macs get sims too. sim_farm_status says how many more will fit.

Sims share the Mac's CPU. Many sims can sit open, but only a few can work hard at the same time. Each busy one slows the rest.

Fair speed tests

A busy Mac can make a good fix look slow. So a speed test on the farm holds a lock while it runs. The farm watches the Mac the whole time. It marks a run as unfair if the Mac got hot, ran low on memory or had too few free cores. The agent runs those again and doesn't rank on them.

Farm numbers come from a slim sim on your Mac. Check the winner on a real phone before you ship it.

Every app acts like a real phone

A sim app is a Mac program, so it sees all of the Mac's memory. In our test, one app grew to 20 GB. A real iPhone SE closes an app at about 2.1 GB.

For Optimize, that hides a big problem. An idea can be fast because it keeps everything in memory. On a sim it looks great. On a real phone, the app gets closed.

So the farm starts each app as an iPhone SE (2nd generation):

• The app sees the phone's memory (2,957 MB) and 6 cores.
• It gets a memory warning near where the phone would warn (1,707 MB).
• Past the phone's limit (2,098 MB), it keeps running, and the farm notes that a real phone would have closed it. sim_farm_status shows the app's peak memory and overLimit: true.
• At a safety cap, the farm closes the app. The cap is the limit plus 1 GB, and never less than 3 GB. This stops one app from eating your Mac's memory.

We checked these numbers on a real iPhone SE. A test app grew until the phone closed it, and the sim matched. Real apps on the sim read 35 to 70 MB higher than on the phone. The point where the phone first warns can move a lot between runs.

The profile never stops a launch. If it can't load, the app starts as a plain sim app, and sim_farm_status says why.

Farm commands

You can run these yourself in a terminal:

npx -y @buoy-gg/mcp@latest farm status        # sims, memory and what's in use
npx -y @buoy-gg/mcp@latest farm phone list    # phones a sim can act like
npx -y @buoy-gg/mcp@latest farm phone use off # start apps as plain sim apps
npx -y @buoy-gg/mcp@latest farm phone measure # read the iPhone plugged into this Mac
npx -y @buoy-gg/mcp@latest farm doctor        # check Xcode, disk and memory
npx -y @buoy-gg/mcp@latest farm stop          # stop the farm and turn off free sims

npx -y @buoy-gg/mcp@latest farm status        # sims, memory and what's in use
npx -y @buoy-gg/mcp@latest farm phone list    # phones a sim can act like
npx -y @buoy-gg/mcp@latest farm phone use off # start apps as plain sim apps
npx -y @buoy-gg/mcp@latest farm phone measure # read the iPhone plugged into this Mac
npx -y @buoy-gg/mcp@latest farm doctor        # check Xcode, disk and memory
npx -y @buoy-gg/mcp@latest farm stop          # stop the farm and turn off free sims

To close apps at the phone's limit, like a real phone does, run farm settings phoneOnLimit=kill. A new phone setting counts the next time the farm starts an app.

Measure your own phone

farm phone measure reads the iPhone plugged into your Mac. It puts a tiny app on the phone for a few seconds. The app reads the phone's memory, cores and app limit. Then the farm removes it and saves the phone. Use it with farm phone use <id>.

The phone must be unlocked and trust your Mac. The tiny app needs a paid Apple Developer team. Free Apple accounts can't install it.

Limits

• iOS sims on a Mac only. Android is not in the farm yet.
• The phone profile doesn't make the app slower. Speed still comes from your Mac.
• Web views in your app run in their own process, and the phone profile doesn't cover them.
• Compare fixes inside one run. Numbers from an older run may not match.

From an agent

The buoy-optimize skill tells the agent when to use each tool. The agent can also take farm sims for other work, like running your tests on many sims.