CMA-ES PvP Sword

CMA-ES PvP Sword is a Fabric server-side mod for Minecraft Java Edition 1.21.11. Its core goal is to cultivate multiple independent PvP combat fake players in a server-side environment and continuously optimize their combat strategies through an evolutionary algorithm, enabling these fake players to:

• exist in the server world as independent combat entities that can be attacked by players and other fake players;

• autonomously find targets, approach targets, attack targets, and make advance/retreat decisions based on health, distance, and combat situation;

• display stable and diverse combat behaviors when facing different enemies, without relying on any manually written fixed scripts;

• be spawned, removed, toggled, switched between running modes, and have their status viewed through commands.

• The combat strategies of these fake players are not predefined; instead, they are autonomously learned during combat through a continuously running evolutionary loop.

CMA-ES PvP Sword 是一款面向 Minecraft Java 版 1.21.11 的 Fabric 服务端 Mod。它的核心目标是：在服务端环境下培育多个独立的 PvP 战斗假玩家，并通过进化算法持续优化它们的战斗策略，使这些假玩家能够：

• 作为独立的战斗实体存在于服务器世界中，可被玩家和其他假玩家攻击；

• 自主地寻找目标、接近目标、攻击目标，并根据血量、距离与战况做出进退决策；

• 在面对不同敌人时展现出稳定而多样的战斗行为，不依赖任何人工编写的固定脚本；

• 通过指令被生成、移除、开关、切换运行模式和查看状态。

这些假玩家的战斗策略不是预先定义的，而是在战斗过程中通过一个持续运行的进化循环自主学习得到的。   

Mod 提供一套指令用于控制假玩家：