However, with monolithic models growing ever larger, speculative decode offers a means to run large monolithic models like Llama 3.1 405B more efficiently without compromising on accuracy.

Co-LLM contributes to an important line of work that aims to develop ecosystems of specialized models to outperform expensive monolithic AI systems." More information: Shannon Zejiang Shen et al ...

Bailis’ full original title for this piece is — Beyond Monolithic AI: Heterogeneous Model Architectures for Enterprise Applications. Reminding us that while Large Language Models (LLMs) have captured ...