Controlling Arduino Hardware from n8n — Including from an AI Agent The Arduino UNO Q is a small Linux board with a co-processor microcontroller — think a Raspberry Pi and an Arduino Uno welded together, with a software bridge between them. It runs Docker. It runs n8n. And it has an on-board MCU that can read sensors, drive GPIO, and talk to I²C devices.
The complete implementation guide: building the ADK agent, handling tool calls, and what happens when an LLM meets real ERP complexity.
A technical deep-dive into connecting Google's Agent Development Kit with NetSuite's ERP — the authentication challenges nobody talks about, and the research journey that led to a working solution.
A systematic literature review involves four distinct phases: finding relevant papers, screening them for inclusion, extracting the data that matters, and synthesising across the set. AI addresses each phase with different levels of reliability. Understanding which phase you're automating — and what can go wrong — determines whether the tool helps or creates problems downstream.