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Videos · · 2:39

Control Plane vs Data Plane

Control plane vs. data plane separates AI governance decisions from execution, making model, agent, tool, cost, and audit controls manageable.

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In the full article

  1. What is the difference between a control plane and a data plane?
  2. How do control planes and data planes work in networking and Kubernetes?
  3. What belongs in an AI control plane and data plane?
  4. When should teams add an AI control plane?
  5. Key takeaways
  6. How Hyperlake helps
  7. Frequently asked questions
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Oct 7, 2026

What is AI Model Deployment

AI model deployment is the continuous process of serving, updating, evaluating, scaling, monitoring, and governing production models over time.

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What is AI Observability   Understanding Systems That Don't Have Right Answers

AI observability combines logs, metrics, traces, and evaluation to reveal whether probabilistic systems are reliable, appropriate, compliant, and useful.

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2:31
Oct 7, 2026

What is AI Platform Engineering

AI platform engineering gives teams shared model access, observability, evaluation, cost controls, and governance for secure, scalable AI delivery.

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