This is of particular interest for people designing system-on-chip (SoC) devices targeted at artificial intelligence (AI) and machine learning (ML) applications. The Case Study: There’s a very interesting SiMa.ai Case Study on the Arteris website. This press release informs us that industry’s first multi-modal edge AI product family, SiMa.ai’s MLSoC Modalix, supports CNNs, Transformers, LLMs, LMMs, and Generative AI (GenAI) at the edge and delivers industry leading performance—more than 10X the performance per watt of alternatives. Also, we are informed that: “SiMa.ai MLSoC Modalix is the second generation of the successful, commercially deployed first generation MLSoC. Also, that “The next wave of the AI technology revolution will advance multi-modal machines with the ability to understand and process multiple forms of inputs across text, image, audio and visual.