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AWQ, GPTQ, and GGUF Quantization Methods Comparison
AWQ vs GPTQ vs GGUF explains how weight quantization and model packaging affect memory, quality, speed, and hardware compatibility for local AI.
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2:46What 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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2:52What 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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2:31What is AI Platform Engineering
AI platform engineering gives teams shared model access, observability, evaluation, cost controls, and governance for secure, scalable AI delivery.
Watch the videoStart with a workload. Build the environment around it.
Explore example deployments, or see how the platform assembles, deploys, governs and operates the stack.