Most deep learning frameworks are built for flexibility. They handle dynamic graphs, varying batch sizes, and a multitude of layer types. Talos takes the opposite approach. It strips away the runtime, the scheduler, and the operating system overhead to expose the raw compute capability of the FPGA. By implementing the entire inference pipeline in SystemVerilog, we achieve deterministic, cycle-accurate control over every calculation.
In the Democratic primary, former two-term governor Roy Cooper is ahead in recent polling against the slate of other candidates who have never held elected office. Cooper is widely seen among North Carolina’s Democrats as their best chance at flipping a Republican-controlled seat, now held by retiring US senator Thom Tillis, a conservative who has turned hard against the Trump administration on its handling of healthcare, defense and the Epstein file disclosures.
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