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1. Introduction: The Efficiency Paradox in the Era of Massive Scaling The trajectory of artificial intelligence in the mid-2020s is defined by a distinct and growing tension between capability and Read More …
1. The Epistemological Crisis of the Black Box The trajectory of artificial intelligence in the post-transformer era is defined by a singular, paradoxical trend: as models grow exponentially in capability, Read More …
1. Introduction: The Black Box Crisis and the Mechanistic Turn The ascendance of deep learning, particularly through the proliferation of Large Language Models (LLMs) based on the Transformer architecture, has Read More …
Executive Summary The paradigm of Large Language Model (LLM) deployment has fundamentally shifted from a training-centric challenge to an inference-bound bottleneck. As models scale into the regime of hundreds of Read More …
1. Introduction: The Reasoning Frontier The trajectory of Large Language Model (LLM) development has shifted decisively from the pursuit of parameter scale (“Pre-training Scaling Laws”) to the optimization of reasoning Read More …
1. Introduction: The Crisis of Computational Trust The integration of Artificial Intelligence (AI) into the foundational strata of the global economy has precipitated a governance crisis of unprecedented scale. As Read More …
1. Executive Summary The architectural trajectory of distributed ledger technology is currently undergoing a fundamental paradigm shift. For the first decade of blockchain history, the industry was dominated by the Read More …
1. Executive Summary The blockchain industry stands at a critical juncture, transitioning from an era of “optimistic submission”—where transaction ordering is a probabilistic and exploitable event—to a new paradigm of Read More …
1. The Architectural Crisis of Decentralized Networks The trajectory of blockchain development over the last decade has been defined by a relentless struggle against the Scalability Trilemma, a conceptual framework Read More …
Executive Summary The history of distributed ledger technology is fundamentally a history of grappling with the constraints of time. In the quest to create decentralized networks that are secure, scalable, Read More …