Instances U250 – 4 Instances Amazon F1 ˃ ~1536 DSPs @ 700MHz Execution Controller Spill / Restore DMA Controller Weights DMA Controller Systolic Array Bias ReLU Bias ReLU Bias ReLU Bias ReLU Pooling 80% 100% VGG16 ResNet-50 GoogleNet-V3 Aristotle on 7020 FPGA Iphone8plus Kirin 970 CPU MEM CONTROLLER BUS Data Mover IMG WR SCHEDULER WEIGHTS WR SCHEDULER SMART MEM FABRIC IMG RD SCHEDULER (resize)© Copyright 2018 Xilinx FPGA Pipeline report in MLSuite 1.5 (animated gif of ResNet-50, view in slideshow mode) >> 14© Copyright 2018 Xilinx Quantization Tool – vai_q ˃ 4 commands in vai_q

Priority66 …Tech Incumbent AI Focus = Talking-the-Talk Source: Roblox (5/1/25), NVIDIA (5/18/25) We view AI as a human acceleration tool that will allow individuals to do more... I believe long term, we reshape our physical environment and how we operate in it. Still, the implications warrant a measured view. AGI is not a finish line, but a phase shift in capability – and how it reshapes institutions, labor benefits than drawbacks – up from 78% in 2022. In contrast, only 39% of USA respondents shared that view, with little change over the two-year period. It also reflects a deeper philosophical divide in how

compute layers from being fused. Reshape could be implemented as a non-copying view instead. We wantto add this form of view as a relay intrinsic to enable highly fused and optimized transformer models