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Conceptual Foundations of Knowledge Distillation The Teacher-Student Paradigm: An Intellectual History Knowledge Distillation (KD) is a model compression and knowledge transfer technique framed within the “teacher-student” paradigm.1 In this framework, Read More …
Summary: Serverless computing, and its core compute model Function-as-a-Service (FaaS), represents a paradigm shift in application development, abstracting infrastructure management and enabling event-driven, auto-scaling architectures.1 FaaS platforms—such as AWS Lambda, Read More …
I. Executive Summary The proliferation of Generative AI and Large Language Models (LLMs) has introduced significant operational challenges in terms of computational cost and response latency. Caching is a foundational Read More …
1.0 The Paradigm Shift: From Recurrence to Parallel Self-Attention Prior to 2017, the field of sequence modeling and transduction was dominated by complex recurrent neural networks (RNNs), specifically Long Short-Term Read More …
Section 1: An Introduction to the LLM Serving Challenge The deployment of Large Language Models (LLMs) in production has exposed a fundamental conflict between service providers and end-users. This tension Read More …
The Paradigm Shift: From Reactive Rules to Autonomous Security The operational model for cybersecurity is undergoing a forced evolution, driven by the untenable speed and volume of modern threats. Traditional Read More …
Section 1: Executive Summary The relentless expansion of data generation and processing, catalyzed by the exponential growth of artificial intelligence (AI), machine learning (ML), and hyperscale cloud computing, has pushed Read More …
Abstract This report provides a comprehensive analysis of Compute Express Link (CXL), the open standard interconnect poised to redefine data center architecture. Faced with the dual challenges of the “memory Read More …
I. The Imperative for Adaptability: The Paradigm of Evolutionary Architecture In the contemporary software development ecosystem, the only constant is change. Business priorities shift, customer demands evolve, and new technologies Read More …
Part 1: The Paradigm of Federated Graphs Section 1.1: Introduction to Distributed GraphQL: Beyond the Monolith The adoption of GraphQL has marked a significant evolution in API design, offering clients Read More …