Beginner score
30/100
Competition workspace
适合已有互动游戏原型开发经验、并能把 AI 能力融入创作流程的个人或小团队；可选择做完整游戏作品，也可选择开发面向非程序员的 AI 游戏创作工具。参赛不限制个人或机构身份，但需要能在魔搭 ModelScope 创空间部署项目，并准备作品说明、视频及可能的线下路演。
Suggested next step
Decide whether this contest fits your current stage before you sink time into the leaderboard.
Beginner score
30/100
Learning value
60/100
Estimated effort
24-80 hours
Metric
Official scoring is published on the Op…
适合已有互动游戏原型开发经验、并能把 AI 能力融入创作流程的个人或小团队；可选择做完整游戏作品，也可选择开发面向非程序员的 AI 游戏创作工具。参赛不限制个人或机构身份，但需要能在魔搭 ModelScope 创空间部署项目，并准备作品说明、视频及可能的线下路演。
If the items below still feel unfamiliar, you usually get a better result by preparing first instead of rushing in.
互动游戏开发
大模型应用集成
Web、移动端或桌面端部署
ModelScope 创空间部署
AI生成内容工具
产品演示与技术文档撰写
The real friction is usually not library usage. It is validation, time allocation, and task framing.
难点不只是做出原型，而是交付可运行、可展示的完整产品：赛道一要求完成游戏目标、反馈和互动体验；赛道二则要演示从零创作到导出可运行游戏的完整工具链。项目还必须部署到指定创空间、在评审期间公开，并清楚记录 AI 工具或能力在创作过程中的作用。
This guide is the best pre-read if you want a cleaner start instead of trial-and-error.
How to learn feature engineering, validation, and competition workflow without heavy hardware.
No GPU? Pick Competitions That Still Teach You Good HabitsUse these fields to make a quick decision before you dive deeper.
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Rules, files, submission details, and the live deadline still come from the official page.
These competitions share a similar domain or difficulty level.
ModelScope
General MLModelScope
General MLKaggle
General MLKaggle
General MLSeparate what is confirmed from what still needs review. Official rules and deadlines win — report anything that looks wrong.
Official metric is not published on the OpenAtom competition listing; verify scoring on the competition page.
reward_value_usd is a rough CNY→USD estimate (×0.14) for ranking only; use reward_summary for the official prize text.