Comp-LLM: When an Army of Experts Beats a Giant – An Analysis of a Revolution in AI Architecture

Have you ever wondered why the latest artificial intelligence models, like GPT-4 or Claude 3 Opus, are so enormous? We’re talking hundreds of billions or even trillions of parameters. These are digital monsters requiring massive amounts of energy and data-center-level infrastructure. For years, AI followed a simple rule: “Bigger means better.” Want a smarter model? Add more layers, more data, more GPUs. But — what if this is a dead end? ...

December 1, 2025