kernels, including FFTs, filters, image processing, and ML preprocessing. System integration: Integrate sensors, memory subsystems, DMA, accelerators, and software components into complete processing pipelines. Benchmarking and profiling: Analyze CPU utilization, memory bandwidth, cache behavior, latency, and power consumption using hardware performance counters and profiling tools. Technical demonstrations: Develop representative applications … other AI accelerators. Audio processing, computer vision, or sensor fusion. TensorFlow Lite, ExecuTorch, or other embedded ML frameworks. Python scripting for automation, benchmarking, and performance analysis. Experience with FPGA prototypes or pre-silicon platforms. Deploying Agentic-AI in SW creation and optimization. Experience with hardware-software co-design and system ...