Would some message passing hardware actually be "better" in terms of performance, efficiency, and ease of construction? I thought moving data between hardware s

Would some message passing hardware actually be "better" in terms of performance, efficiency, and ease of construction? I thought moving data between hardware subsystems is generally pretty expensive (e.g. atomic memory instructions, there's a significant performance penalty). Disclaimer that I'm not a hardware engineer though.