Beginner score
55/100
Competition workspace
适合想把文心大模型或 PaddleMIX/PaddleNLP 接入实体设备的开发者、AI 应用开发者和硬件爱好者。参赛者需要能完成模型/算法与传感器、舵机等硬件模块的联动，并将原型以完整项目材料和演示视频呈现出来。
Suggested next step
Decide whether this contest fits your current stage before you sink time into the leaderboard.
Beginner score
55/100
Learning value
58/100
Estimated effort
10-30 hours
Metric
Official scoring is published on the Ba…
适合想把文心大模型或 PaddleMIX/PaddleNLP 接入实体设备的开发者、AI 应用开发者和硬件爱好者。参赛者需要能完成模型/算法与传感器、舵机等硬件模块的联动，并将原型以完整项目材料和演示视频呈现出来。
If the items below still feel unfamiliar, you usually get a better result by preparing first instead of rushing in.
文心大模型 API 调用
PaddleMIX 或 PaddleNLP
Python 编程
微控制器控制（树莓派 Pico、ESP32 或 Arduino）
传感器与舵机集成
产品演示视频制作
The real friction is usually not library usage. It is validation, time allocation, and task framing.
核心难点不是只做一个聊天或视觉模型，而是让大模型能力与实际硬件稳定交互，并证明它能有效解决自定义的用户需求。提交还必须同时交代软硬件框架、硬件介绍、特色功能和产品演示视频，因此原型实现与展示完整性都很重要。
This guide is the best pre-read if you want a cleaner start instead of trial-and-error.
A simple framework for choosing a competition that teaches instead of overwhelming you.
How to Choose Your First AI CompetitionUse these fields to make a quick decision before you dive deeper.
Registration is unverified; confirm availability on the official page before investing.
Sign in to save competitions and build your own shortlist.
Rules, files, submission details, and the live deadline still come from the official page.
These competitions share a similar domain or difficulty level.
Separate 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 Baidu AI Studio 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.