BayJarvis: Blogs on multi-agent

paper Multi-Agent Reasoning with Large Language Models for Effective Corporate Planning - 2024-01-03

The paper explores the innovative application of Large Language Models (LLMs) in corporate planning, particularly in developing sales strategies. It proposes that LLMs can significantly enhance the value-driven sales process. …

reinforcement-learning Cicero: Mastering the Art of Diplomacy through Advanced AI - 2023-12-19

The landscape of artificial intelligence (AI) in strategic games has witnessed groundbreaking achievements, with AI conquering complexities in games like chess and Go. However, a new milestone has been achieved with Cicero, an AI that exhibits human-level performance in the multifaceted board game Diplomacy, a realm that involves not just strategy, but the nuances of negotiation and human interaction. …

autonomous-agent Implementing EcoAssistant: Leveraging AutoGen for Enhanced Code-driven Question Answering - 2023-11-13

EcoAssistant, built on the principles outlined in the paper "EcoAssistant: Using LLM Assistant More Affordably and Accurately", showcases an advanced application of AutoGen in AI-driven question answering. The system's implementation hinges on three pivotal features: …

paper Unraveling EcoAssistant: Autogen's Advancement in Economical and Precise Code-Driven Question Answering - 2023-11-13

In the ever-evolving landscape of artificial intelligence, the recent paper "EcoAssistant: Using LLM Assistant More Affordably and Accurately" emerges as a groundbreaking study. This research paper delves into the complexities of utilizing Large Language Models (LLMs) in a cost-effective and accurate manner, specifically for code-driven question answering. This innovation builds on the capabilities of Autogen, a key component in enhancing the effectiveness of the model. …

paper AutoGen: Unleashing the Power of Multi-Agent Conversations in LLM Applications - 2023-11-12

AutoGen is an open-source framework that facilitates the development of LLM (Large Language Model) applications using a multi-agent conversation approach. It allows developers to build customizable, conversable agents capable of operating in various modes, combining LLMs, human inputs, and tools. …

paper A Comprehensive Overview of LLM-Based Autonomous Agents - 2023-11-10

The research paper "A Survey on Large Language Model based Autonomous Agents" from Renmin University of China presents a detailed overview of the advancements in the field of autonomous agents driven by Large Language Models (LLMs). This paper provides insights into various aspects of agent architecture, including profiling, memory, planning, and action modules, along with their applications, evaluation strategies, and future directions. …

paper Cost-Effective Hyperparameter Tuning for LLMs on a Budget - 2023-10-18

Large language models (LLMs) like GPT-3 offer impressive text generation capabilities. But with API pricing tied to compute usage, heavy costs limit wider adoption of LLMs. How can we maximize the value extracted from these models under budget constraints? …