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Executive Summary: The Three-Stage Evolution of a Large Language Model This report provides a comprehensive technical analysis of the three distinct phases in the lifecycle of a modern Large Language Read More …
Section 1: Redefining the Customization Stack: The Relationship Between Domain Adaptation, Fine-Tuning, and Customization 1.1 Deconstructing the Terminology: Domain Adaptation as the Goal, Fine-Tuning as the Mechanism The landscape of Read More …
Executive Summary: The Great Unbundling of AI Inference The monolithic, GPU-dominated era of artificial intelligence is fracturing. The “LLM Inference Wars” are not a single battle but a multi-front conflict, Read More …
I. The Agentic Web: A New Architectural Paradigm for the Internet A. From Autonomous Tool to Autonomous User: Defining the “Agent” The foundation of the “Agent Internet” rests on a Read More …
1.0 Executive Summary Confidential Computing represents a fundamental paradigm shift in information security, addressing the long-standing vulnerability of “data in use.” Where traditional security protects data at rest (storage) and Read More …
I. Executive Summary: The Strategic Calculus of LLM Deployment The proliferation of Large Language Models (LLMs) has shifted the primary industry challenge from training to efficient, affordable, and high-throughput inference. Read More …
I. Introduction: Engineering Trust In distributed networks, “trust” is not an abstract or socially-derived concept; it is an engineered and emergent property. This trust is the result of a deliberate Read More …
I. The Monolithic Constraint: Why the Old Model Is Breaking A. Anatomy of the Monolithic Chain: A Unified Architecture The foundational design of first-generation protocols, such as Bitcoin and (prior Read More …
Section 1: The Imperative for Innovation: Deconstructing the Limits of Legacy Consensus The evolution of distributed ledger technology (DLT) has been defined by the search for a secure, scalable, and Read More …
Executive Summary State channels, one of the earliest Layer 2 scaling solutions, are experiencing a significant renaissance within the Web3 ecosystem. While once overshadowed by more generalized solutions like rollups, Read More …