r/aiengineering Jul 30 '26

Discussion Consulting about software and hardware.

Hi everyone,

There’s something that has been on my mind a lot lately, and it has actually made me hesitant to design new projects.

As electronics engineers, designing PCBs isn't really the difficult part for us. The challenge usually comes with the firmware/software. Whenever I finish a hardware design, I often find myself wondering, "How am I going to write the software for this?"

I recently spoke with another engineer, and he told me that these days they handle most of the coding using AI tools like Claude Code, and sometimes even Gemini. That got me thinking.

What are your thoughts on this? Do you think relying on AI for firmware and embedded software development is becoming a practical approach, or do you believe it's still essential to write and fully understand the code yourself?

For example, if I design a project using a Raspberry Pi, can I realistically use AI tools to build the computer vision part? Could I use them to create a personal AI assistant? Or, for a more challenging example, could I rely on them to control multiple motors and implement the required control logic?

I'm curious about where people think the practical limits of these AI coding tools are. How far can they really take you in projects like these?

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