Architecture: Agent and Core in software development

A brief description

Imagine we are playing a mobile game. In this game, there are some characters that can act autonomously, such as automatically finding enemies, attacking enemies, avoiding dangers, etc. These characters can be regarded as agents. The core parts of the game, such as game rules, combat system, character upgrades, etc., can be regarded as Core.

In this example, Agent is the character in the game. It has autonomy and independence and can perform tasks in the game. Core is the core part of the game, which determines the rules and gameplay of the game.

In software development, Agent and Core are similar concepts. Agent is an autonomous and independent software entity that can perform tasks in software. Core is the core part of the software, which contains the main functions and components of the software.

Agent

concept

Agent is a software entity with autonomy, independence and social ability. Autonomy means that the agent is able to perform tasks without external intervention. Independence means that the Agent can run in different environments without being restricted by the external environment. Social capabilities mean that agents can interact with other agents to achieve common goals.

characteristic

  • Autonomy: The ability to perform tasks independently without outside intervention.
  • Independence: Can run on different hardware and operating systems.
  • Social ability: can communicate and collaborate with other Agents.
  • Learning capabilities: Can improve its performance by interacting with and learning from the environment.

Classification

  • Agents based on BDI (beliefs, desires, intentions): perform tasks through reasoning and are goal-oriented.
  • Rule-based Agent: performs tasks through predefined rules.
  • Agent based on machine learning: improve performance through learning algorithms.

Application scenarios

Agents are used in many scenarios, such as e-commerce, games, smart homes, virtual reality, etc. They can simulate human behavior, make decisions and interact to complete specific tasks.

Core

concept

Core refers to the core part of a software system or framework, which contains the main functions, components or services of the software. Core is the skeleton of the software system, which determines the performance, stability and scalability of the software system.

component

  • Core functions: The main functions of the software, such as calculation, data processing, user interface, etc.
  • Core components: The main components of the software, such as databases, network communications, file systems, etc.
  • Core services: The main services of the software, such as user authentication, data storage, log management, etc.

Example

Taking the .NET framework as an example, .NET Core is part of the .NET ecosystem. It is a cross-platform development framework that supports multiple programming languages, such as C#, F#, and Visual Basic. .NET Core provides better performance, security, and support for new technologies such as Docker and cloud computing.

Summarize

Agent and Core play a key role in software development. Agent is a software entity with autonomy, independence and social capabilities, which can be applied in a variety of scenarios. Core is the core part of a software system or framework, including the main functions, components or services of the software. Together, these two form the skeleton of a software system that enables it to run and perform tasks efficiently.

application

To use Agent and Core, you need to choose the appropriate tools and frameworks based on your needs and scenarios.

Choose a programming language and framework

Agent

You can choose programming languages ​​such as Java, Python or C++. These languages ​​have rich libraries and frameworks to support Agent development. For example, Java's JADE (Java Agent DEvelopment Framework) is a framework for developing multi-Agent systems.

Core

You can choose frameworks such as .NET Core, Java Spring Boot, or Python Django. These frameworks provide core functions, components, or services that can help you quickly build the skeleton of a software system.

Design software architecture

Agent

It is necessary to design the properties, behavior and interaction methods of the Agent. This includes defining the Agent's functions, processing logic, communication protocols, etc.

Core

It is necessary to determine the core functions, components or services of the software system and design the relationships and interactions between them. This includes defining the system's module divisions, data flows, service interfaces, etc.

Develop Agent and Core

Agent

Agents can be developed using library functions and tools provided by programming languages ​​and frameworks. This includes writing Agent code, configuration files, deployment scripts, etc.

Core

The core parts of a software system can be built using the functions and services provided by the framework. This includes writing code, configuration files, deployment scripts, etc.

Test and deploy

Agent

Functional testing, performance testing, compatibility testing, etc. need to be conducted to ensure that the Agent can run normally in different environments. When deploying, you need to deploy the Agent to the target environment and configure related parameters and resources.

Core

Unit testing, integration testing, system testing, etc. need to be performed to ensure that the functions and performance of the Core meet the requirements. When deploying, you need to deploy Core to the target environment and configure related parameters and resources.

Maintenance and optimization

Agent and Core

Regular maintenance and optimization are required to ensure the stability and performance of the software system. This includes fixing bugs, updating dependent libraries, optimizing code, etc.

Development language official document address

Java

The official Java documentation provides an introduction to the Java language and platform, including Java SE, Java EE, etc.

https://docs.oracle.com/javase/8/docs/api/

Python

The official Python documentation provides a detailed description of the Python language and related libraries.

https://docs.python.org/3/

C++

The official C++ documentation provides a detailed introduction to the C++ language and standard library.

https://en.cppreference.com/w/cpp

.NET Core

.NET Core is a cross-platform development framework launched by Microsoft.

https://docs.microsoft.com/en-us/dotnet/core/

Java Agent DEvelopment Framework (JADE)

JADE is a Java framework for developing multi-Agent systems.

http://jade.tilab.com/jade-old/documentation/

Official documentation addresses of commonly used frameworks, libraries or tools

Spring Framework

Spring is an open source Java platform that provides a series of frameworks to simplify enterprise application development.

https://docs.spring.io/spring-framework/docs/current/reference/html/web.html

Django

Django is a high-level Python framework for building web applications.

https://docs.djangoproject.com/en/4.0/

Angular

Angular is a framework for building client-side web applications, maintained by Google.

https://angular.io/docs

React

React is a JavaScript library for building user interfaces, developed by Facebook.

https://reactjs.org/docs/getting-started.html

Vue.js

Vue.js is a progressive JavaScript framework for building user interfaces.

https://cn.vuejs.org/v2/guide/

TensorFlow

TensorFlow is an open source library for machine learning and deep learning developed by Google.

https://www.tensorflow.org/tutorials

PyTorch

PyTorch is an open source library for machine learning and deep learning developed by Facebook.

https://pytorch.org/docs/stable/index.html

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Origin blog.csdn.net/Java_1710/article/details/135121893