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开发语言能力索引。Python、Go、Rust、TypeScript、Java、C++、Shell。当用户提到编程、开发、代码、语言时路由到此。
Passed 22 of 22 test cases with the skill, and 21 of 22 without it.
1 fixed21 passed either way0 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
A test case the skill fixed. Same model, same prompt, with and without the skill.
Our microservice handles 100k concurrent WebSocket/HTTP requests with tight SLA requirements on latency. Although team members know Node.js, we need maximum concurrency performance and efficient cloud resource utilization. What programming language and light framework should we pick?
| Checked | Without skill | With skill |
|---|---|---|
| Recommends Go as the primary programming language. | Passed | Passed |
| Suggests Gin or Echo as the light framework choice. | Missed | Passed |
The instructions your model reads when the skill loads.
| Skill | 语言 | 核心能力 |
|---|---|---|
| python | Python | Web框架、数据处理、自动化 |
| go | Go | 高并发、微服务、云原生 |
| rust | Rust | 系统编程、内存安全、高性能 |
| typescript | TS/JS | 前后端、Node.js、React/Vue |
| java | Java | 企业级、Spring、微服务 |
| cpp | C/C++ | 系统底层、性能优化 |
| shell | Bash | 脚本自动化、系统管理 |
Web 后端:
- 快速开发: Python (FastAPI/Django)
- 高性能: Go (Gin/Echo)
- 企业级: Java (Spring Boot)
Web 前端:
- SPA: TypeScript + React/Vue
- SSR: Next.js/Nuxt.js
系统编程:
- 内存安全: Rust
- 传统: C/C++
脚本自动化:
- 通用: Python
- 系统: Bash/Shell
安全工具:
- 快速原型: Python
- 高性能: Go/Rust
test cases passed, vs 21 / 22 without
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