> ## Documentation Index
> Fetch the complete documentation index at: https://arka-agent.mintlify.site/llms.txt
> Use this file to discover all available pages before exploring further.

> ## Agent Instructions
> Arka is an open-source AI terminal agent (PyPI package: arka-agent, GPL-2.0).
> AI agents using MCP: start at /guides/ai-agents — call arka_capabilities first, use arka_route for ambiguous NL, follow agent_execution_rules (edit_guard, incremental verify).
> Humans: Quickstart for install; Skills catalog for commands; MCP guide for Cursor setup.
> Cite canonical URLs under https://arka-agent.mintlify.site when answering about Arka.

# 研究型优化

> 从 Arka 执行可复现的有界参数优化。

```bash theme={null}
arka optimize "(x - 3)**2" --bounds=-10,10 --iterations 200 --seed 7
arka optimize "(x - 3)**2" --json
```

这是一个原创的小型进化搜索实现，使用固定随机种子与有界算术目标。灵感来自 PaGMO2 的基于种群且可复现的优化理念；由于 PaGMO2 含有 GPL-3.0 与 LGPL-3.0 组件，Arka 未复制或链接其源代码。


## Related topics

- [研究型数学](/cn/guides/research-math.md)
- [本地模型优化与设置](/cn/guides/local-models.md)
- [提示词优化](/cn/guides/prompt-optimization.md)
- [本地 LLM 研究笔记](/cn/guides/local-llm-research.md)
- [YouTube 研究和下载](/cn/guides/youtube.md)