Sign-In
Cart
GPU Kernel Engineering for LLM Inference: CUDA, Triton, and Flash Attention Optimization for High-Throughput AI Production Systems
Paperback
Series: AI Infrastructure, Hardware & Compiler Engineering
Publisher: Independently Published
Published: Jul 6 2026
Pages: 76
Weight: 0.25
Height: 0.16 Width: 6.00 Depth: 9.00
Language: English
In the high-stakes world of AI production, the bottleneck isn't model architecture-it's execution efficiency. GPU Kernel Engineering for LLM Inference is the definitive engineering guide designed to close the gap between framework-level PyTorch code and hardware-optimal hardware performance.
Written specifically for machine learning engineers, systems software developers, and performance engineers, this practical manual provides deep, production-ready blueprints for building high-throughput AI serving infrastructure. You will move past theoretical concepts and dive straight into raw hardware-level optimizations that top AI teams use to slash latency and reduce infrastructure costs.
What You Will Master:- Custom CUDA Kernels: Write and optimize high-performance CUDA C++ kernels tailored specifically for modern Transformer workloads.
- Flash Attention 2 & 3: Implement advanced IO-aware attention algorithms with Hopper-specific asynchronous memory and Tensor Core operations.
- Triton Development: Build optimized fusion kernels for layer normalization, activation functions, and positional encodings using Python-level Triton.
- Quantization & GEMM: Develop high-throughput INT8, INT4, and weight-only quantized GEMM kernels for optimized memory footprints.
- PagedAttention & KV-Cache: Design vLLM-style virtual memory management kernels to eliminate memory fragmentation.
- Multi-GPU Scaling: Coordinate tensor-parallel all-reduce operations with custom NCCL collectives to scale seamlessly across cluster nodes.
- Nsight Profiling: Locate hardware bottlenecks using Nsight Systems and Nsight Compute.
Stop relying on out-of-the-box configurations. Equip yourself with the systems engineering skills required to build the next generation of high-speed, cost-efficient AI infrastructure. Learn to build kernels that run at the absolute physical limits of NVIDIA silicon.
Also from
Team, Chatvariety
Van Build Mastery: The Ultimate Step-by-Step Guide to Designing, Insulating, and Powering Your DIY Camper Van
Team, Chatvariety
Paperback
Automotive Sensor Diagnostics: O2, MAF, MAP, Cam, Crank, and More - Test-Before-Replace Procedures for Every Common Sensor
Team, Chatvariety
Paperback
CAN Bus and Vehicle Networks: Diagnosing Modern Car Communication - CAN, LIN, FlexRay, and Automotive Ethernet Bus Fault Triage
Team, Chatvariety
Paperback
Car AC and Heating Repair: HVAC Diagnostics, Recharge, and Common Fixes - Pressure Readings, Blend-Door Repairs, and the 1234yf
Team, Chatvariety
Paperback
EV Maintenance for Owners: The Complete Care Guide for Electric Cars - A Brand-Neutral, Owner-Level Service Calendar
Team, Chatvariety
Paperback
Agentic AI Security Engineering: Securing MCP Servers, Tool-Call Chains, and Autonomous Agent Infrastructure
Team, Chatvariety
Paperback
The Used EV Buyer's Guide: Battery Checks, Range Tests, and Smart Deals - The Missing PPI Checklist for Used Electric Vehicles
Team, Chatvariety
Paperback
Humanoid Robotics Engineering: Locomotion, Manipulation, and Whole-Body Control Systems
Team, Chatvariety
Paperback
Reborn in Flame: The Legacy of the Phoenix: Tracing the Mythical Bird of Renewal Through History and Culture
Team, Chatvariety
Paperback
Transmission Care and Repair: Automatic, CVT, and Manual Gearbox Basics - Real Service for the 'Sealed for Life' Era
Team, Chatvariety
Paperback
LLM Security Engineering: Red Teaming, Prompt Injection Defense, and OWASP GenAI Top-10 Compliance
Team, Chatvariety
Paperback
Rust Repair and Prevention: Bodywork Basics for Daily Drivers - Cut-and-Patch, Panel Bonding, Cavity Wax, and Frame Repair
Team, Chatvariety
Paperback
Cooling System Repair: Radiators, Thermostats, Water Pumps, and Head Gaskets - Test-First Diagnosis for Overheating Engines
Team, Chatvariety
Paperback
Post-Quantum Cryptography Made Simple: Migrate Your Apps, APIs, and Infrastructure to NIST PQC Standards Before Q-Day - 2026 Edition
Team, Chatvariety
Paperback
The Interior Detailing Bible: Leather, Fabric, Odor, and Trim Restoration
Team, Chatvariety
Paperback
Solid-State Battery Engineering: Design, Manufacturing, and Thermal Management for Automotive Applications
Team, Chatvariety
Paperback
EV Power Electronics Engineering: SiC Inverter Design, On-Board Charger, and DC-DC Converter Development
Team, Chatvariety
Paperback
Engineering the Space Age: Untold Stories of Apollo, Space Shuttle, and the Commercial Spaceflight Revolution
Team, Chatvariety
Paperback
The Pickup Truck Owner's Handbook: Maintenance, Towing, and Smart Upgrades
Team, Chatvariety
Paperback
Muscle Car Golden Age: The Rise, Fall, and Rebirth of American Muscle Cars
Team, Chatvariety
Paperback
Diesel Diagnostics and Emissions: Common Rail, DPF, EGR, and DEF Systems - Legal Diagnosis and Repair for Modern Emissions Diesels
Team, Chatvariety
Paperback
Become an Auto Mechanic: Certification and Career Roadmap for Automotive Technicians
Team, Chatvariety
Paperback
Software-Defined Vehicle Architecture: AUTOSAR Adaptive, SOME/IP, and Service-Oriented Automotive Software Design
Team, Chatvariety
Paperback
SOTIF Engineering Handbook: ISO 21448 and ISO/PAS 8800 Practical Guide for ADAS and Autonomous Systems Safety
Team, Chatvariety
Paperback
Suspension and Steering Repair: Shocks, Struts, Bushings, and Alignment Basics - Noise-First Diagnosis for High-Mileage DIY
Team, Chatvariety
Paperback
LLM Observability in Production: Monitoring, Tracing, and Evaluating AI Systems
Team, Chatvariety
Paperback
Automotive Cybersecurity: ISO 21434 and UNECE WP.29 Guide: A Practical Engineering Reference for Vehicle Cybersecurity Compliance
Team, Chatvariety
Paperback
Agents That See and Speak: Building voice and multimodal AI agents with realtime APIs, vision, and speech pipelines
Team, Chatvariety
Paperback
Motorcycle Touring and Long-Distance Riding: Planning, Packing, and Endurance
Team, Chatvariety
Paperback
AI Agents in Production: A Practical Guide to Building Reliable LLM-Powered Systems with Claude, GPT, and MCP
Team, Chatvariety
Paperback
Building Production RAG Systems: Vector Databases, Embeddings, and Retrieval Engineering
Team, Chatvariety
Paperback
EV Battery Diagnostics & Maintenance Handbook: Master Lithium-Ion, LFP, and Solid-State Pack Service
Team, Chatvariety
Paperback
V2X Communication Engineering: Building C-V2X and DSRC Systems for Connected Vehicles
Team, Chatvariety
Paperback
EV Charging Infrastructure Design: NEC 2026 Compliance, Load Management, and Fleet Charging Solutions
Team, Chatvariety
Paperback
Edge AI Deployment: Running LLMs and Neural Networks on Embedded Systems and IoT Devices
Team, Chatvariety
Paperback
Inference at Full Throttle: LLM serving performance with vLLM, quantization, KV cache tuning and speculative decoding
Team, Chatvariety
Paperback
Running the GPU Fleet: Operating GPU Clusters for AI with Container Orchestration, Scheduling, Observability, and Failure Management
Team, Chatvariety
Paperback
AI Inference Optimization Engineering: Quantization, Speculative Decoding, and Hardware-Specific LLM Deployment
Team, Chatvariety
Paperback
Compiler Engineering for AI Hardware: MLIR, TVM, XLA, and Custom Backends for Neural Network Accelerators
Team, Chatvariety
Paperback
Urban Air Mobility Engineering: eVTOL Design, Advanced Air Mobility Certification, and Vertiport Infrastructure Development
Team, Chatvariety
Paperback
The History of Wireless Communication Engineering: From Marconi's Telegraph to 5G, Wi-Fi, and the Connected World
Team, Chatvariety
Paperback
The History of Semiconductor Engineering: From Shockley's Transistor to the AI Chip Era
Team, Chatvariety
Paperback
Multimodal AI Systems Engineering: Building Production Vision-Language Models, Document AI, and Cross-Modal Retrieval Pipelines
Team, Chatvariety
Paperback
Mixture of Experts Architecture Engineering: Designing, Training, and Serving Sparse MoE Language Models
Team, Chatvariety
Paperback
Automotive AI Integration: On-Board Machine Learning for ADAS Sensor Fusion, Predictive Systems, and In-Vehicle Intelligence
Team, Chatvariety
Paperback
EV Charging at Home: Level 1, Level 2, and Solar Integration Made Simple - A Decision-First Homeowner's Guide
Team, Chatvariety
Paperback
Industrial Automation Engineering: IEC 61131-3 PLC Programming, SCADA Systems, and Industry 4.0 Integration
Team, Chatvariety
Paperback
Hybrid Vehicle Service Essentials: Independent-Shop Procedures for Aging Hybrids
Team, Chatvariety
Paperback
Automotive Diagnostic Strategy: Flowcharts and Root-Cause Thinking for Any Fault
Team, Chatvariety
Paperback
Sell Your Car for More: Private Sale, Trade-In, and Online Instant Offers
Team, Chatvariety
Paperback
From Wrench to Watts: A Mechanic's Career Transition Guide to EV Service: Certifications, Equipment, Salary, and a 90-Day Plan
Team, Chatvariety
Paperback
The First-Time DIY Mechanic: Basic Car Maintenance Anyone Can Do: 25 Jobs Ranked by Difficulty, Tool Cost, and Shop Savings
Team, Chatvariety
Paperback
EV Drivetrain and Motor Service: Inverters, Reduction Gears, and Cooling Systems - A Shop Technical Reference
Team, Chatvariety
Paperback
Vision-Language-Action Models: How Foundation Models Are Powering the Next Generation of Industrial and Humanoid Robots
Team, Chatvariety
Paperback
EV Fleet Maintenance Playbook: Uptime, Charging Strategy, and Total Cost of Ownership for Commercial Electric Fleets
Team, Chatvariety
Paperback
AI-Augmented Software Engineering: Coding Assistants, LLM-Driven Code Review, Automated Testing, and the Future Developer Workflow
Team, Chatvariety
Paperback
Reasoning Model Engineering: Inference-Time Scaling and Chain-of-Thought Optimization for Enterprise AI Engineers
Team, Chatvariety
Paperback
Fine-Tuning and Alignment Engineering: LoRA, DPO, RLHF, and Domain Adaptation for Production LLMs
Team, Chatvariety
Paperback
Multi-Agent AI Systems Engineering: Orchestrating Production Workflows with LangGraph, CrewAI, AutoGen, and MCP
Team, Chatvariety
Paperback
Vision-Language Models in Production: Architecting Multimodal LLM Applications: From Vision-Language API to Self-Hosted Model
Team, Chatvariety
Paperback
Humanoid Robot Engineering: Actuators, Kinematics, Locomotion Control, and AI Integration for Bipedal Robot Design and Deployment
Team, Chatvariety
Paperback
AI Hardware Engineering: Designing GPUs, TPUs, and Neural Processing Units for High-Throughput Machine Learning Workloads
Team, Chatvariety
Paperback
Electric Aircraft Propulsion Engineering: Battery Systems, Motor Controllers, and Certification for Electric and Hybrid Aviation
Team, Chatvariety
Paperback
Dashboard Warning Lights Decoded: Understanding Common Symbols and What to Do Next
Team, Chatvariety
Paperback
Engine Oil and Fluids Bible: Choosing, Changing, and Troubleshooting Every Fluid
Team, Chatvariety
Paperback
MCP Engineering: Building Model Context Protocol Servers, Multi-Agent Tool Ecosystems, and Production AI Pipelines
Team, Chatvariety
Paperback
The Senior Driver's Companion: Safe Driving, Vehicle Choice, and Mobility Planning After 65
Team, Chatvariety
Paperback
Also in
Programming
Interactive Theorem Proving and Program Development: Coq'art: The Calculus of Inductive Constructions
Castéran, Pierre
Bertot, Yves
Hardcover
The Legend of Zelda(tm) Tears of the Kingdom - The Complete Official Guide: Collector's Edition
Piggyback
Hardcover
Python Crash Course, 3rd Edition: A Hands-On, Project-Based Introduction to Programming
Matthes, Eric
Paperback
The Legend of Zelda(tm) Tears of the Kingdom - The Complete Official Guide: Standard Edition
Piggyback
Paperback
Crisis Engineering: Time-Tested Tools for Turning Chaos Into Clarity
Dickerson, Mikey
Nitze, Marina
Weaver, Matthew
Paperback
Accelerate: The Science of Lean Software and DevOps: Building and Scaling High Performing Technology Organizations
Humble, Jez
Kim, Gene
Forsgren Phd, Nicole
Paperback
Embedded Systems with ARM Cortex-M Microcontrollers in Assembly Language and C: Fourth Edition
Zhu, Yifeng
Paperback
Fundamentals of Software Architecture: A Modern Engineering Approach
Ford, Neal
Richards, Mark
Paperback
Make: Electronics: Learning by Discovery: A Hands-On Primer for the New Electronics Enthusiast
Platt, Charles
Paperback
The Manager's Path: A Guide for Tech Leaders Navigating Growth and Change
Fournier, Camille
Paperback
Vibe Coding: Building Production-Grade Software with Genai, Chat, Agents, and Beyond
Yegge, Steve
Kim, Gene
Paperback
AI Projects with Raspberry Pi: High-Performance Artificial Intelligence for Robotics, Security, Home Automation, and Vision
Jepson, Brian
Hattersley, Lucy
Paperback
Site Reliability Engineering: How Google Runs Production Systems
Beyer, Betsy
Jones, Chris
Leng, Christof
Paperback
I Have an App Idea: The Essential Guide to Building an App Without Tech Skills
Spann, Amanda
Paperback
The Devops Handbook, 2nd Edition: How to Create World-Class Agility, Reliability, & Security in Technology Organizations
Humble, Jez
Debois, Patrick
Kim, Gene
Paperback
The Return on AI: From Promise to Profit in the Age of Intelligent Business
Sawhney, Mohanbir
Mittal, Ashwin
Paperback
The Staff Engineer's Path: A Guide for Individual Contributors Navigating Growth and Change
Reilly, Tanya
Paperback
The Developer's Guide to AI: A Field Guide for the Working Developer
Reghunadh, Jerry M.
Thompson, Danny
Orshalick, Jacob
Paperback
Evals for AI Engineers: Systematically Measuring and Improving AI Applications
Shankar, Shreya
Husain, Hamel
Paperback
Building Applications with AI Agents: Designing and Implementing Multiagent Systems
Albada, Michael
Paperback
Software Architecture: The Hard Parts: Modern Trade-Off Analyses for Distributed Architectures
Sadalage, Pramod
Ford, Neal
Richards, Mark
Paperback
Observability Engineering: Achieving Production Excellence
Majors, Charity
Fong-Jones, Liz
Miranda, George
Paperback
Cracking the Coding Interview: 189 Programming Questions and Solutions
McDowell, Gayle Laakmann
Paperback
Forecasting: Principles and Practice, the Pythonic Way
Hyndman, Rob J.
Athanasopoulos, George
Paperback
Learning Web Design: A Beginner's Guide to Html, Css, Javascript, and Web Images
Robbins, Jennifer
Paperback
The New AI Cold War: Liberty vs. Tyranny in the Age of Machine Empires
Maginnis, Ltc Robert L.
Paperback
Building Safer Technology: A Field Guide to Failing Well
Zunger, Yonatan
Coles, Neil
Kissner, Lea
Paperback
Linux Basics for Hackers, 2nd Edition: Getting Started with Networking, Scripting, and Security in Kali
Occupytheweb
Paperback
The Pragmatic Programmer: Your Journey to Mastery, 20th Anniversary Edition
Thomas, David
Hunt, Andrew
Hardcover
A Human's Guide to Machine Intelligence: How Algorithms Are Shaping Our Lives and How We Can Stay in Control
Hosanagar, Kartik
Paperback
SQL QuickStart Guide: The Simplified Beginner's Guide to Managing, Analyzing, and Manipulating Data With SQL
Shields, Walter
Hardcover
Grokking Algorithms, Second Edition: An Illustrated Guide for Programmers and Other Curious People
Bhargava, Aditya Y.
Paperback
Building Resilient Distributed Systems: Patterns and Practices for Stable Software
Newman, Sam
Paperback
Learning Domain-Driven Design: Aligning Software Architecture and Business Strategy
Khononov, Vlad
Paperback
Generative AI Design Patterns: Solutions to Common Challenges When Building Genai Agents and Applications
Lakshmanan, Valliappa
Hapke, Hannes
Paperback
Concrete Mathematics: A Foundation for Computer Science
Patashnik, Oren
Knuth, Donald
Graham, Ronald
Hardcover
Java in a Nutshell: A Desktop Quick Reference
Clark, Jason R.
Flanagan, David
Evans, Benjamin J.
Paperback
The Official Raspberry Pi Handbook 2026: Astounding Projects with Raspberry Pi Computers
Makers of Raspberry Pi Official Magazine, The
Paperback
The Software Architect Elevator: Redefining the Architect's Role in the Digital Enterprise
Hohpe, Gregor
Paperback
Head First Design Patterns: Building Extensible and Maintainable Object-Oriented Software
Freeman, Eric
Robson, Elisabeth
Paperback
Signals & Levers: Systems Thinking Tools to Unblock Software Delivery
Tosi, Joel
Hendrickson, Elisabeth
Paperback
Learning Generative AI Tools for Excel: Speed Up Your Everyday Tasks with Microsoft Excel, Copilot, Chatgpt, and Beyond
Duca, Angelica Lo
Paperback
Building AI-Powered Products: The Essential Guide to AI and Genai Product Management
Nika, Marily
Paperback
AI Agents with MCP: Model Context Protocol for Building Clients, Servers, and End-To-End Agents
Stratis, Kyle
Paperback
Arduino Programming for Beginners: A Comprehensive Beginner's Guide to Learn the Realms of Arduino Programming from A-Z
Protosmith, Ada
Paperback
Build an AI Agent (from Scratch): Agents That Reason, Plan, and ACT Autonomously
Hur, Jungjun
Song, Younghee
Paperback
Inteligencia Artificial Con Python: Sistemas de aprendizaje, Machine Learning y Deep Learning explicados de forma clara y práctica.
Selles Rodenas, Juan Ignacio
Paperback
Frictionless: 7 Steps to Remove Barriers, Unlock Value, and Outpace Your Competition in the AI Era
Noda, Abi
Forsgren, Nicole
Paperback
Debugging: The 9 Indispensable Rules for Finding Even the Most Elusive Software and Hardware Problems
Agans, David J.
Paperback
Living a Jewish Life, Revised and Updated: Jewish Traditions, Customs, and Values for Today's Families
Cooper, Howard
Diamant, Anita
Paperback
Software Engineering at Google: Lessons Learned from Programming Over Time
Manshreck, Tom
Wright, Hyrum
Winters, Titus
Paperback
Learning Php, MySQL & JavaScript: A Step-By-Step Guide to Creating Dynamic Websites
Nixon, Robin
Paperback
The Multiplier Mindset: How to Move from Senior Engineer to Tech Leader in the Age of AI
Ojstersek, Gregor
Paperback
Python Programming for Young Coders: A Hands-On, Project-Based Introduction to Coding for Beginners, Kids, and Teens
Pandey, Anand
Paperback
Programming Massively Parallel Processors: A Hands-On Approach
El Hajj, Izzat
Hwu, Wen-Mei W.
Kirk, David B.
Paperback
Certified Associate in Project Management (Capm)(R) Exam Official Cert Guide
Thomas, Arthur
Lechler, Thomas
Kanabar, Vijay
Paperback
Creación de Aplicaciones Con Agentes de Ia (Spanish Edition): Diseño E Implementación de Sistemas Multiagente
Albada, Michael
Paperback
Adobe Photoshop, 2nd Edition: A Complete Course and Compendium of Features
Laskevitch, Stephen
Paperback
Electronic Music and Sound Design - Theory and Practice with Max 9 - Volume 1 (Fifth Edition)
Cipriani, Alessandro
Maurizio, Giri
Paperback
The Book of Debugging: A Systematic Workflow for Finding and Fixing Bugs
Kuhlmann, Johannes
Paperback
Computer Science from Scratch: Building Interpreters, Art, Emulators and ML in Python
Kopec, David
Paperback
Practical AI Security: A Hands-On Guide to Attacking, Defending, and Securing Modern AI Systems
Farlow, Harriet
Paperback