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  5. Model Serving
Infrastructure & Hardwareaka serving infrastructure

Model Serving

Model serving is the infrastructure that makes trained models available for prediction requests.

Ask Melo about this← all terms

It loads versions, preprocesses inputs, schedules batches, runs inference, and returns outputs through an interface. Production serving also manages scaling, health checks, observability, access control, and rollback.

Related terms

Data ParallelismQuantizationLatencyThroughputDistributed TrainingAI Cluster

Where Model Serving comes up

  • Perplexity's Fast Embeddings on GPUs: Inside the Ivy, Tulip, ROSE Stack
  • GitHub Copilot: 87% of LLM Calls Are Now Agent-Initiated