Beginner score
30/100
Competition workspace
适合已有云原生 API 网关或插件开发经验，并希望在 Higress 上做 AI 基础设施产品的开发者。可按方向选择具备 Agent/MCP、RAG 检索管道，或文本分类与 LLM 路由背景的一项深入；个人和不超过 5 人的团队均可参加。
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…
适合已有云原生 API 网关或插件开发经验，并希望在 Higress 上做 AI 基础设施产品的开发者。可按方向选择具备 Agent/MCP、RAG 检索管道，或文本分类与 LLM 路由背景的一项深入；个人和不超过 5 人的团队均可参加。
If the items below still feel unfamiliar, you usually get a better result by preparing first instead of rushing in.
Higress 网关开发
Envoy 与 Istio
Wasm 插件开发
LLM API 集成
MCP（模型上下文协议）
可复现部署与性能测试
The real friction is usually not library usage. It is validation, time allocation, and task framing.
难点不只是实现一个功能原型，而是要把方案落到 Higress 的插件化架构中，并证明其具备生产级的可观测性、稳定性或性能效果。晋级后还需要提交可完整复现运行的代码，并在线下路演现场运行和展示效果。
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.
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.
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.