The Mixture of Agent (MoA) architecture is a sophisticated framework designed to leverage the strengths of multiple specialized agents working collaboratively to solve complex problems. At its core, this architecture integrates various agents, each with distinct roles and capabilities, to operate in a cohesive manner.

Envision a world where families are no longer bogged down by the complexities of financial planning. Where AI agents take on the role of personal financial analysts, dissecting income streams, expenditure patterns, and savings strategies with clinical precision.

The evolution of artificial intelligence has paved the way for the emergence of autonomous AI agents, which are sophisticated programs capable of interacting with their environment and making decisions based on real-time data.

Fine-tuning an LLM is akin to sharpening a tool to perform a specific task with greater precision. Pre-trained LLMs come equipped with a broad understanding of language, but they may lack the nuanced knowledge required for specialized applications.