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Executive Summary The proliferation of artificial intelligence has catalyzed a fundamental architectural shift in consumer electronics, moving beyond the traditional paradigms of Central Processing Units (CPUs) and Graphics Processing Units Read More …
The Anatomy of LLM Inference and Its Intrinsic Bottlenecks The deployment of Large Language Models (LLMs) in production environments has shifted the focus of the machine learning community from training-centric Read More …
Introduction: The Shifting Landscape of Sequence Modeling The field of sequence modeling was fundamentally reshaped in 2017 with the introduction of the Transformer architecture. Its core innovation, the self-attention mechanism, Read More …
Section 1: The Imperative for Model Compression in the Era of Large-Scale AI 1.1 The Paradox of Scale in Modern AI The contemporary landscape of artificial intelligence is dominated by Read More …
Executive Summary The selection of hardware for training deep learning models has evolved into a critical strategic decision, with Graphics Processing Units (GPUs) and Tensor Processing Units (TPUs) representing two Read More …
Section 1: Introduction – The Evolution of Parallel Graphics Processing 1.1 The Foundational Premise of Multi-GPU Scaling The principle of multi-GPU (Graphics Processing Unit) scaling is rooted in the fundamental Read More …
Section 1: The Cryptographic Primitive of Provable Delay Verifiable Delay Functions (VDFs) represent a novel and powerful cryptographic primitive designed to introduce a mandatory, provable time delay into computational processes.1 Read More …
Section 1: The Inference Hardware Landscape: An Executive Overview 1.1 The Core Challenge: Moving from Training to Production Inference The transition of a machine learning model from the research and Read More …
Executive Summary The prevailing models for digital identity—reliant on passwords, one-time passcodes (OTPs), and centralized Know Your Customer (KYC) processes—are fundamentally unsustainable. Architecturally flawed and perpetually vulnerable, these legacy systems Read More …
Executive Summary The tokenization of real-world and financial assets represents a fundamental evolution in the infrastructure of capital markets, moving decisively from experimental pilot programs to at-scale deployment. This report Read More …