[Chepko932]

Running automation pipelines with LangGraph agents that control real hardware (Raspberry Pi Pico W over USB HID) makes sandboxing non-negotiable. A rogue agent on a terminal is annoying, and sending the wrong HID commands to a device can brick it.

So here’s what I did: the agent only spits out a JSON action plan and never executes anything directly. A separate validator checks the plan against a whitelist of allowed USB commands before anything gets sent forward. In short, treat the agent like an untrusted external contributor—that’s exactly what it is.

The SSH/VM approach from the article works well for pure coding. But with hardware-in-the-loop setups, you need that extra barrier between "the agent wants to do X" and "X actually happens."