# CreativeGame：面向机制感知的创意游戏生成

- 来源：HuggingFace Daily Papers（社区热门论文）
- 发布时间：2026-04-21 08:00
- AIHOT 链接：https://aihot.virxact.com/items/cmoaukh5r049rsl1yj7bonzud
- 原文链接：https://arxiv.org/abs/2604.19926

## AI 摘要

研究团队推出CreativeGame多智能体系统，实现HTML5游戏的迭代式生成与进化。该系统通过程序化信号奖励、谱系范围记忆、运行时验证及机制引导规划四者耦合，将游戏机制作为可规划、追踪的显式对象而非事后描述。系统已积累71个存储谱系、88个保存节点及774条全局机制档案，代码量达6181行。真实4代演化案例表明，机制级创新可在后期版本中涌现，支持通过显式机制变化观察渐进演化过程。

## 正文

Large language models can generate plausible game code, but turning this capability into iterative creative improvement remains difficult. In practice, single-shot generation often produces brittle runtime behavior, weak accumulation of experience across versions, and creativity scores that are too subjective to serve as reliable optimization signals. A further limitation is that mechanics are frequently treated only as post-hoc descriptions, rather than as explicit objects that can be planned, tracked, preserved, and evaluated during generation. This report presents CreativeGame, a multi-agent system for iterative HTML5 game generation that addresses these issues through four coupled ideas: a proxy reward centered on programmatic signals rather than pure LLM judgment; lineage-scoped memory for cross-version experience accumulation; runtime validation integrated into both repair and reward; and a mechanic-guided planning loop in which retrieved mechanic knowledge is converted into an explicit mechanic plan before code generation begins. The goal is not merely to produce a playable artifact in one step, but to support interpretable version-to-version evolution. The current system contains 71 stored lineages, 88 saved nodes, and a 774-entry global mechanic archive, implemented in 6{,}181 lines of Python together with inspection and visualization tooling. The system is therefore substantial enough to support architectural analysis, reward inspection, and real lineage-level case studies rather than only prompt-level demos. A real 4-generation lineage shows that mechanic-level innovation can emerge in later versions and can be inspected directly through version-to-version records. The central contribution is therefore not only game generation, but a concrete pipeline for observing progressive evolution through explicit mechanic change.