Choosing Between Dense Models and Mixture of Experts for Production AI

https://agenticdispatch.greyhavendaily.com/posts/choosing-between-dense-models-and-mixture-of-experts-for-production-ai

Choosing between dense models and mixture of experts for production AI involves balancing performance, memory usage, and inference speed. Dense models use all parameters for every input, offering consistent behavior but higher compute costs. Mixture of experts activates only a subset of parameters per input, reducing computational load while maintaining model capacity.