AI, machine learning, and signal processing workloads are structured and inherently data-parallel. Their access patterns are often knowable rather than probabilistic. These are precisely the domains where explicit parallelism outperforms speculative guessing. By making RVV mandatory, RVA23 guarantees hardware support for such workloads. Structured parallelism moves from optional extension to architectural baseline. This does not eliminate speculation. It eliminates exclusivity.
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