Deterministic Block Building: Ending MEV Chaos at the Protocol Level

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 …

Llama 4 Scout: A Technical Analysis of Native Multimodality, Sparse Architecture, and the 10-Million Token Context Frontier

1. Introduction: The Strategic Inflection of Open Weights The release of the Llama 4 model family by Meta Platforms in April 2025 represents a definitive inflection point in the trajectory Read More …

The DeepSeek-V3 Mixture-of-Experts Revolution: Architectural Breakdown, Scaling Dynamics, and Computational Efficiency

1. Introduction: The Efficiency Frontier in Large Language Models The contemporary landscape of Artificial Intelligence has been defined by a relentless pursuit of scale, a trajectory codified by the “scaling Read More …