AI Inference Optimization Engineering: Quantization, Speculative Decoding, and Hardware-Specific LLM Deployment

ChatStick Team

06.2026 г. · ChatStick Team

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Master the high-performance world of LLM deployment with this comprehensive, engineering-focused guide to Large Language Model (LLM) inference optimization. AI Inference Optimization Engineering addresses the single biggest bottleneck in modern generative AI: the cost, speed, and latency of running state-of-the-art models like Llama, Mistral, and GPT-style architectures in production. Designed for ML engineers, MLOps specialists, and AI infrastructure architects, this book covers the entire optimization stack. Learn how to drastically reduce deployment costs while maintaining model accuracy using state-of-the-art compression and acceleration methods. Key Topics Covered: Autoregressive Decoding & KV Cache Management: Understand the physical hardware limitations and memory bottlenecks of modern transformer models. Post-Training Quantization: Get hands-on with GPTQ, AWQ, GGUF, and Quantization-Aware Training. Inference Acceleration: Leverage speculative decoding (Medusa, Eagle) and custom draft models to increase speed by up to 3x. Advanced Attention Optimizations: Implement FlashAttention, PagedAttention, and continuous batching. Hardware-Specific Deployments: Direct optimization strategies for NVIDIA H100 (TensorRT-LLM), Apple Silicon (Core ML, llama.cpp), and Edge devices (Qualcomm, ARM). High-Throughput Serving: Build production-ready infrastructure using vLLM, Triton Inference Server, and robust observability pipelines. Whether you are aiming to reduce enterprise cloud spend or deploy real-time AI capabilities on edge and mobile systems, this handbook delivers the practical code, architectural patterns, and performance benchmarks you need.

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About the Author

Our dedicated team of historians, researchers, and writers at ChatStick has come together to bring you an exceptional series on world history. With a shared passion for knowledge and a deep appreciation for the rich tapestry of human history, we are committed to crafting engaging and insightful books that transport readers through time.

Led by our team leader, Choochai Thianthae, who holds a wealth of experience in historical research and writing, our team is driven by a collective vision to make history accessible and captivating for readers of all backgrounds. We believe that understanding the past is crucial to understanding our present and shaping a better future.

Inspiration for our series stems from the awe-inspiring stories, events, and individuals who have shaped civilizations across the globe. We draw inspiration from the courage of ancient warriors, the intellectual brilliance of philosophers, the artistic genius of visionaries, and the indomitable spirit of those who fought for justice and equality.

Our team combines rigorous research with a commitment to storytelling, ensuring that our books not only present facts but also breathe life into the characters, cultures, and events of the past. We strive to provide a holistic view of history, encompassing political, social, economic, and cultural aspects, enabling readers to develop a comprehensive understanding of the world's intricate historical tapestry.

We are inspired by the belief that history is a powerful tool for personal growth and societal progress. Through our books, we aim to ignite curiosity, foster critical thinking, and encourage a deep appreciation for the diverse stories and experiences that have shaped human civilization.

Join us on this exciting journey through time as we unravel the mysteries, triumphs, and lessons of our shared past. The ChatStick Team is honored to share this series with you, and we hope that our books inspire a lifelong love for history and a greater understanding of the world we inhabit.

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About the Author Our dedicated team of historians, researchers, and writers at ChatStick has come together to bring you an exceptional series on world history. With a shared passion for knowledge and a deep appreciation for the rich tapestry of human history, we are committed to crafting engaging...

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