As AI technology evolves, we’re seeing a shift from single-model systems to more sophisticated multi-agent architectures. These systems combine multiple specialized AI agents to handle complex tasks more effectively. Let’s explore how to build such a system and understand its key components.

Despite rapid advances in Large Language Models (LLMs), achieving precise and reliable outputs remains challenging. Issues like hallucinations, inconsistent responses, and lack of confidence continue to plague these systems. Let’s explore practical approaches to improve output quality, from basic prompt engineering to sophisticated agent architectures.

China Southern Airlines is set to launch its new “Travel China” flight pass program, offering unlimited domestic flights within a specified period. This year’s program is launching a month earlier than previous years, signaling the airline’s proactive approach to market dynamics.

Introduction

This blog post will guide you through the process of containerizing a Spring Boot application using Docker. We’ll cover setting up the necessary environment with MySQL and Redis, and then running your application within a Docker container.

这里的操作都是建议性居多，但是吧，还是非常推荐你整一番。

安装docker是一件很简单的事儿，参照官方文档完全就OK。这里其实也是官方文档的搬运。当然，经过了实践，请享用。

Docker overview

Docker是一个使用go开发的开源的应用容器引擎，其使用的开源协议是Apache2.0。
Docker具备以下一些优点：

1. 快速一致的交付体验。
   Docker的架构依托docker engine是docker应用做到了任意操作系统的一致性。因此，你的应用，不论是处于何种操作系统，使用docker进行交付时，基本上能做到一次处理，处处交付。
   正是由于docker能磨平操作系统的差异性，在开发、运行过程中，可以做到配置一致。这点在多人协同时，显得尤其有优势。

Index

Docker Overview

Docker is a platform for developing, shipping, and running applications inside containers. Containers are lightweight, standalone, executable packages that include everything needed to run a piece of software, including the code, runtime, system tools, system libraries, and settings.

项目大了、微服务多了，各种系统间调用就来了，一般情况下SpringCloud项目走的是http，当然也有RPC等……但是在遇到复杂调用、大流量涌入、异步处理多多少少会不那么优雅。

所以，很多公司就引入了队列，队列也是有很多种的，Kafka、RabbitMQ、ActiveMQ、RocketMQ……各种MQ也有自己的特色，建议深入了解：

面试必备，点击这里深入了解MQ