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AI Inference EngineeringQuantization, batching and KV caching in production.System DesignScalable systems from first principles.Context EngineeringDesigning the context that LLMs actually reason over.Docker & KubernetesContainers and orchestration, explained.

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AI Inference Engineering

Model Optimization3

Quantization
Pruning and Distillation
Speculative Decoding

Serving Systems4

Hardware & Compilation3

Advanced Serving Techniques4

Benchmarking & Evaluation5

Scaling & Deployment3

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AI Inference Engineering

Model Optimization3

Quantization
Pruning and Distillation
Speculative Decoding

Serving Systems4

Hardware & Compilation3

Advanced Serving Techniques4

Benchmarking & Evaluation5

Scaling & Deployment3

Learn AI Inference Engineering Model Optimization

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Quantization

Trading numerical precision for memory and bandwidth — the highest-leverage single technique in inference engineering.

11 min readUpdated 2026-09-03ai-inferencequantizationmodel-optimization