<h1> Architecture Teardown: How Replicate and Modal Host AI Models Using Kubernetes 1.34 </h1> <p>Replicate and Modal have emerged as two of the most popular platforms for hosting
<p><em>How GPU scheduling complexity and MLOps integration are forcing platform teams to rearchitect Kubernetes clusters before operational debt becomes insurmountable.</em></p>
<h2> The Real Cost of One-Size-Fits-All Resource Allocation </h2> <p>You're running a machine learning training job in Kubernetes. Your main container needs exclusive CPU cores,
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