> ## 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.

# Research optimization

> Arka से reproducible bounded parameter optimization चलाएँ।

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

यह एक मौलिक, छोटा evolutionary search है जिसमें fixed seed और bounded arithmetic
objective है। यह PaGMO2 की population-based और reproducible optimization concepts
से प्रेरित है; PaGMO2 में GPL-3.0 और LGPL-3.0 components हैं, इसलिए Arka इसके
source को copy या link नहीं करता।


## Related topics

- [Prompt optimization](/hi/guides/prompt-optimization.md)
- [Local model optimization और setup](/hi/guides/local-models.md)
- [Research math](/hi/guides/research-math.md)
- [Workflow templates](/hi/guides/workflow-templates.md)
- [Profession domains में source-backed research](/hi/guides/professions.md)