Given the emergence of Generative AI over the last two years and the increasing focus on Agentic AI as a form of Multi-Agent System it is important to explore both how such technologies can impact the use of traditional Agent Toolkits and how the wealth of experience encapsulated in those toolkits can influence the design of the new agentic platforms. This paper presents an overview of our experience developing a prototype large language model (LLM) integration for the ASTRA programming language. It presents a brief overview of the toolkit, followed by three example implementations, concluding with a discussion of the experiences garnered through the examples.

翻译：随着近两年来生成式人工智能的兴起，以及智能体式人工智能作为多智能体系统形态日益受到关注，探索此类技术如何影响传统智能体工具包的应用，以及这些工具包所积累的丰富经验如何反哺新型智能体平台的设计，显得尤为重要。本文概述了我们在为ASTRA编程语言开发大型语言模型集成原型的实践经验。首先简要介绍该工具包的整体架构，随后通过三个具体实现案例展开说明，最后结合实例所获经验进行总结与讨论。