Building Edge AI with IP Solutions


As AI inference moves from centralized cloud infrastructure into vehicles, factories, medical devices, and industrial systems, the decisive design challenge shifts from model quality to field-ready implementation. Deployed edge AI systems must perform reliably under a range of constraints, including fixed power budgets, stringent latency requirements, limited or intermittent cloud connectivity,... » read more

Unleashing Heterogeneous Compute: Lessons From Real-World System Design


At the Andes RISC-V CON Silicon Valley held in San Jose, California, in April 2025, Imagination Technologies and Baya Systems delivered a compelling presentation titled “Unleashing Heterogeneous Compute: Lessons from Real-World System Design.” This session, part of the developer track, showcased a joint demonstration leveraging Baya Systems’ WeaverPro CacheStudio software to model a... » read more

See The Future of IoT: Planning For Success With Smart Vision


Computer vision devices that can ‘see’ and act on visual information are bringing new efficiencies and functionalities to IoT. But with new opportunities come complexities. The specific features and functionality of smart vision use cases vary widely. Creating a system that catches defects on an assembly line requires different imaging, machine learning, and workloads compared to one ... » read more

ACAP At The Edge With The Versal AI Edge Series


This white paper introduces the AI Edge series to the Versal ACAP portfolio, a domain-specific architecture (DSA) that meets the strenuous demands of systems implemented in the 7nm silicon process. This series is optimized to meet the performance-per-watt requirements of edge nodes at or near the analog-digital boundary. Here, immediate response to the physical world is highly valued, and in ma... » read more

System Design Considerations For Embedded Heterogeneous Multiprocessing (HMP)


Heterogeneous multiprocessor (HMP) systems, using functionally asymmetric compute elements, such as application processors and microcontrollers integrated within the same SoCs, are now used extensively across a wide range of applications. These SoCs are used in smart, connected devices to transform the way we live – at home, in the car, and in our cities – with even more intelligence, speed... » read more