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Agents in the Wild

Two years with a terrible RV app, then Claude reverse-engineered it

Lights, AC, generator, leveling, all locked in a poor app. Claude Opus read the APK, cracked the Bluetooth protocol, and now their own Android app, website and Home Assistant setup run the RV.

Done withClaudeSpotted· by HN user AshleyGrant· Oct 15, 2026

Result The patched original app is now the fallback

“I now no longer have to use their terrible app as it reverse engineered the Bluetooth protocol and I can either use the custom-built Android app, website hosted on GitHub Pages, or the Home Assistant app I built using AI.”
From the source: Hacker News · 2026-09-07

Spotted: found in the wild. Details are as reported by the source above and have not been independently verified.

What they did

The RV came with a BMPro system that controls the lights, air conditioning, generator, leveling and slide-outs through a poor app. They gave the app’s APK to Claude Opus, which reverse engineered the Bluetooth protocol. With AI they built a custom Android app, a website on GitHub Pages and a Home Assistant app, and had Opus patch the original app to fix its bugs and bad UI choices.

How it went

They no longer have to use the original app. Their own apps still have some bugs, but fewer than the original, and the patched app is a fallback.

Try it yourself with Claude
I own [device] and its official app is [problem]. Here's the app's APK: [file]. Work out how the app talks to the device over Bluetooth: list the services, commands and data formats, with your confidence for each. Then build a simple web page that can send the basic commands (on, off, status) using Web Bluetooth, and warn me before any command that could damage the device.

A starting prompt written by Agents in the Wild. Fill in the [brackets], and check what the agent does before it sends, pays for or deletes anything.

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