Beginner score
30/100
Competition workspace
适合已有大模型应用开发能力、并能将应用适配到手机、PC、平板或汽车等终端的开发者与团队；也适合能结合消费电子、教育设备、玩具、机器人等形态设计软硬件一体产品的团队。可单人或多人组队，也接受以个人或组织机构名义参赛。
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…
适合已有大模型应用开发能力、并能将应用适配到手机、PC、平板或汽车等终端的开发者与团队；也适合能结合消费电子、教育设备、玩具、机器人等形态设计软硬件一体产品的团队。可单人或多人组队，也接受以个人或组织机构名义参赛。
If the items below still feel unfamiliar, you usually get a better result by preparing first instead of rushing in.
大模型应用开发
端云协同架构
AI硬件原型设计
Mobile-Agent框架
OpenVINO部署
产品演示与路演
The real friction is usually not library usage. It is validation, time allocation, and task framing.
核心难点是做出可现场展示、而非仅停留在方案层面的产品：决赛重点要求演示功能、使用方法和实现效果，同时还会考察单条指令完成时间、多次运行下的稳定性、UI/UX以及技术方案的实际可行性。入围后还需参加线下路演。
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.