---
title: "Discussion on \"Scaling LLM Inference: Optimization Frameworks from First Principles\" | Hashnode"
description: "Discussion on \"Scaling LLM Inference: Optimization Frameworks from First Principles\". Optimize large language models using NVIDIA NIM strategies for efficient inference and training in scalable AI deployment"
url: "https://hashnode.com/posts/scaling-llm-inference-optimization-frameworks-from-first-principles/68fd995aa3cafd75b9b2cae8"
---

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# [Scaling LLM Inference: Optimization Frameworks from First Principles](https://antonrgordon.hashnode.dev/scaling-llm-inference-optimization-frameworks-from-first-principles?utm_source=hashnode&utm_medium=feed)

Optimize large language models using NVIDIA NIM strategies for efficient inference and training in scalable AI deployment

Oct 26, 2025 · 3 min read · antonrgordon.hashnode.dev  
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## Written by

[Anton R Gordon](https://hashnode.com/@AntonRGordon)

@AntonRGordon · Houston, Texas

  
[View profile](https://hashnode.com/@AntonRGordon)

Data Architect | Cloud Specialist | Technical Leader

Anton R Gordon, widely known as Tony, is an accomplished AI Architect with a proven track record of designing and deploying cutting-edge AI solutions that drive transformative outcomes for enterprises. With a strong background in AI, data engineering, and cloud technologies, Anton has led numerous projects that have left a lasting impact on organizations seeking to harness the power of artificial intelligence.

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