The Architecture of Trust: Comprehensive Analysis of Adversarial Robustness, Prompt Injection Mitigation, and System Reliability in Large Language Models LLMs (2025)

1. Introduction: The Strategic Imperative of AI Robustness The deployment of Large Language Models (LLMs) has transitioned rapidly from experimental chatbots to critical infrastructure capabilities, powering autonomous agents, code generation Read More …

Execution-Free Blockchains: The Paradigm Shift from Computation to Verification

1. The End of Replicated Execution The fundamental architecture of distributed ledgers is undergoing a metamorphosis. For over a decade, the prevailing model of blockchain consensus has relied on replicated Read More …

Verifiable Compute for AI Models on Blockchain: The Convergence of Cryptography, Intelligence, and Consensus

Executive Summary The year 2025 marks a pivotal inflection point in the trajectory of decentralized computing, defined by the forced convergence of two powerful but historically incompatible technologies: Artificial Intelligence Read More …