Blog

MoE vs. SSM: Two Paths to Escape the Transformer's Tyranny of the Square

AI

LLM

Basis

MoE vs. SSM: Two Paths to Escape the Transformer's Tyranny of the Square

The Transformer architecture has hit the wall of O(n²) quadratic complexity, the "Tyranny of the Square." This article explores two solutions: Mixture-of-Experts (MoE), which scales knowledge, and State Space Models (SSM), which scales context. This is a comparative analysis of the architectures shaping the future of AI.

September 24, 2025

An indie hacker's take on AI and development: a deep dive into language models, gadgets, and self-hosting through hands-on experience.
© 2025 Gotacat Team