<p>➀ The article compares the performance and cost efficiency of AMD and NVIDIA GPUs for various AI tasks such as chat, translation, reasoning, and summarization.</p><p>➁ It highlights the MI325X and MI300X as cost-effective options for Llama3 70B chat and translation tasks.</p><p>➂ The analysis reveals that AMD GPUs are less cost-effective in rental scenarios due to limited availability and higher prices.</p><p>➃ The article discusses the need for better inference benchmarks and explores the features and capabilities of NVIDIA's Dynamo framework.</p>