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  • Characterizing and Optimizing LLM Inference Workloads on CPU-GPU Coupled Architectures

    Jun 08, 2026

    • Making Deep Learning Go Brrrr From First Principles

      May 19, 2026

      • Defeating Nondeterminism in LLM Inference

        Apr 29, 2026

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        Feb 03, 20262 min read

        • A history of Nvidia Stream Multiprocessor
        • Host overhead is killing your inference efficiency
        • How to think about GPUs
        • How to Think About TPUs
        • Making Deep Learning Go Brrrr From First Principles
        • The Ultra-Scale Playbook: Training LLMs on GPU Clusters
        • TPU Deep Dive
        • The Illustrated Transformer
        • ML Engineering Open Book
        • CUDA for ML - Intuitively and Exhaustively Explained
        • Demystifying GPU Compute Architectures
        • Inside NVIDIA GPUs: Anatomy of high performance matmul kernels
        • Arm at Amazon
        • The Computer Architecture of AI (in 2024)
        • What Happened with FPGA Acceleration?
        • How to Optimize a CUDA Matmul Kernel for cuBLAS-like Performance: a Worklog
        • Getting Started with Intermittent Computing
        • Intermittent Computing: Challenges and Opportunities
        • GPU-Puzzles
        • Making GPUs Actually Fast: A Deep Dive into Training Performance
        • 16 charts that explain the AI boom
        • Open Sustainable Technology
        • Is Parallel Programming Hard, And, If So, What Can You Do About It?
        • When a barrier does not block: The pitfalls of partial order
        • High Bandwidth Flash: NAND’s Bid for AI Memory
        • No Graphics API
        • What I have been reading: What is a ml compiler
        • Why are ML Compilers so Hard?
        • How LLMs are trained for function calling
        • Understanding Reasoning LLMs
        • A Decade of Residuals: History & Effects on modern ML
        • A Gentle Introduction to Distributed Training
        • FPGA Internal Arch
        • https://frankdenneman.ai/ai-infrastructure/
        • https://tinyblog-phi.vercel.app/tinygrad

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