Jim is a principal analyst and partner at TIRIAS Research, a high-tech research and advisory firm consisting of experienced analysts. Jim has over 30 years of technical and business experience with leading high-tech companies including Intel, Motorola, ON Semiconductor, STMicroelectronics, and General Dynamics Space Systems.
As Generative AI Models Get Bigger And Better The Reliability Veers Straight Off A Cliff — Or Maybe That’s A Mirage, AI is more than a change in hardware and software. It is a change in design methodology that will require subsequent changes in the entire value chain for electronic devices and services. While most of the focus is currently on rearchitecting cloud data centers, the paradigm shifts caused by AI will impact everything from the cloud to solutions for embedded/Internet of Things .
In most current electronic system designs, AI has been added as an afterthought by integrating a proprietary accelerator, which has led to adoption challenges. For example, each consumer platform has a different accelerator and proprietary development tools. This has resulted in a limited pool of knowledgeable developers, typically OEMs, silicon providers, and leading software vendors, being able to integrate AI into system functions and applications.
More importantly, however, it was designed with the developer ecosystem in mind using open-source software, including edge-optimized AI models and developer tools. Developing open tools that can be used across platforms is a step that has yet to be achieved in the cloud and edge segments but is especially critical for the IoT segment. In this segment, the number of platforms can range into the hundreds or thousands, and the number of solutions is in the millions.
The author and members of the Tirias Research staff do not hold equity positions in any of the companies mentioned. Tirias Research tracks and consults for companies throughout the electronics ecosystem from semiconductors to systems and sensors to the cloud. Tirias Research staff have consulted for Synaptics and companies throughout the semiconductor and AI ecosystems.Our community is about connecting people through open and thoughtful conversations.
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