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Architects' Tech Alliance
Architects' Tech Alliance
Sep 20, 2024 · Industry Insights

How AI Model Scaling is Driving a GPU and Cloud Compute Arms Race in 2024

The rapid growth of large‑language models—from GPT‑1 to the upcoming GPT‑5—has dramatically increased compute demand, prompting cloud providers and hardware vendors to accelerate GPU performance, interconnect bandwidth, and chip localization, reshaping the AI‑driven capital‑expenditure landscape for 2024.

AI modelsGPU acceleratorsHardware trends
0 likes · 11 min read
How AI Model Scaling is Driving a GPU and Cloud Compute Arms Race in 2024
IT Architects Alliance
IT Architects Alliance
Jun 12, 2024 · Cloud Computing

Emerging Disaggregated Compute‑Storage Architecture for Cloud and Internet Scenarios

The article examines challenges of traditional server‑based distributed storage in cloud and internet workloads and proposes a new disaggregated compute‑storage architecture leveraging emerging hardware such as EBOF, DPU, CXL, and NVMe to improve resource utilization, performance, reliability, and efficiency.

Data centerHardware trendscloud computing
0 likes · 13 min read
Emerging Disaggregated Compute‑Storage Architecture for Cloud and Internet Scenarios
Architects' Tech Alliance
Architects' Tech Alliance
Jun 11, 2024 · Industry Insights

Why Traditional Distributed Storage Struggles and How New Compute‑Storage Separation Can Transform Cloud Data Centers

The article analyzes the limitations of current server‑based distributed storage—such as data‑lifecycle mismatches, performance‑resource trade‑offs, serverless workload demands, and the costly "datacenter tax"—and presents emerging hardware trends and a novel compute‑storage separation architecture that promises higher efficiency, reliability, and scalability for cloud and internet data centers.

CXLCompute-Storage SeparationDPU
0 likes · 13 min read
Why Traditional Distributed Storage Struggles and How New Compute‑Storage Separation Can Transform Cloud Data Centers
Architects' Tech Alliance
Architects' Tech Alliance
Mar 17, 2024 · Industry Insights

Why GPUs Remain the Dominant AI Compute Engine: Trends, Risks, and Future Outlook

The article analyzes current AI hardware options, explains why GPUs continue to dominate model training due to architectural compatibility, ecosystem support, and market maturity, and outlines emerging trends such as model miniaturization, optical interconnects, and chiplet technology that will shape the next generation of AI compute.

AI computeChipletGPU
0 likes · 6 min read
Why GPUs Remain the Dominant AI Compute Engine: Trends, Risks, and Future Outlook
Architects' Tech Alliance
Architects' Tech Alliance
Aug 1, 2023 · Cloud Computing

Emerging Trends and Challenges in Cloud and Internet Storage: Towards a New Disaggregated Compute‑Storage Architecture

The article analyzes the storage challenges faced by cloud and internet services, outlines hardware trends such as Ethernet‑based flash, DPU and CXL, and proposes a new disaggregated compute‑storage architecture that improves resource utilization, reliability, performance and efficiency for data‑intensive workloads.

CXLDPUHardware trends
0 likes · 12 min read
Emerging Trends and Challenges in Cloud and Internet Storage: Towards a New Disaggregated Compute‑Storage Architecture
Architects' Tech Alliance
Architects' Tech Alliance
Jul 4, 2023 · Cloud Computing

Challenges and Emerging Trends in Cloud and Internet Storage Architecture

The article analyzes the mismatched data‑preservation cycles, performance‑reliability trade‑offs, server‑centred data‑center tax, and the need for new storage‑compute disaggregation, then outlines hardware trends such as Ethernet‑based flash, CXL, DPUs, and proposes a novel storage‑compute separation architecture to improve resource utilization, reliability, and efficiency for cloud and internet workloads.

CXLDPUHardware trends
0 likes · 12 min read
Challenges and Emerging Trends in Cloud and Internet Storage Architecture