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Beyond Bigger Models: How Small AI Models Can Collaborate to Become a Virtual Giant
Rethinking Artificial Intelligence Through Distributed Intelligence For the past few years, the AI industry has followed a simple assumption: if we want more intelligent systems, we must build larger models. Every new generation has increased parameter counts from billions to hundreds of billions, demanding enormous computational resources, expensive GPUs, and centralized infrastructure. But what…
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The Role of Enterprise Workstations in Building AI Infrastructure
How AI Model Developers Manage Software Complexity 1. Introduction: AI Infrastructure Is No Longer Only About the Cloud Artificial intelligence infrastructure is often discussed in terms of cloud GPUs, massive data centers, and large-scale clusters. However, enterprise workstations still play a critical role in the practical development of AI systems. For many teams, the…