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Solved: What are the shovels of the AI gold rush?
NewsDevOps

Solved: What are the shovels of the AI gold rush?

via Dev.to TutorialDarian Vance5h ago

🚀 Executive Summary TL;DR: The AI gold rush often prioritizes advanced models over the foundational infrastructure required to run them, leading to significant deployment challenges. The true opportunities lie in mastering the ‘shovels’ – the essential infrastructure, data pipelines, and unseen plumbing that enable AI, providing sustainable value beyond just model development. 🎯 Key Takeaways Mastering core GPU infrastructure, including NVIDIA’s CUDA platform and cloud provisioning (AWS p4d, GCP a2-highgpu), is non-negotiable for efficient AI model deployment and cost management. Robust MLOps pipelines, encompassing vector databases (Pinecone, Weaviate) for RAG, data labeling services (Scale AI, Labelbox), and experiment tracking tools (Weights & Biases, Kubeflow), are critical for professional-grade AI product development. Future AI bottlenecks will be addressed by ‘unseen plumbing’ such as inference-optimized hardware (Groq, AWS Inferentia), high-speed networking (Arista, Mellanox),

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