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The shift from training to inference really changes AMD's competitive positioning. While NVIDIA dominated the training cycle, inference workloads dont require teh same level of vendor lock-in, especially when open-ecosystem alternatives can deliver 70% less capex at hyperscale. I saw this firsthand when evaluating hardware for a recommendation engine deployment where latency and cost-per-token mattered more than raw training throughput. The MI450 timing looks solid if datacenter buyers start seriously modeling out their 2026-2027 refresh cycles.

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