> ## Documentation Index
> Fetch the complete documentation index at: https://kalarislabs.com/llms.txt
> Use this file to discover all available pages before exploring further.

# evolving-ai-agents — AI agent skill for llm applications

> Provides guidance for automatically evolving and optimizing AI agents across any domain using LLM-driven evolution algorithms.

# `evolving-ai-agents`

> Provides guidance for automatically evolving and optimizing AI agents across any domain using LLM-driven evolution algorithms. Use when building self-improving agents, optimizing agent prompts and skills against benchmarks, or implementing automated agent evaluation loops.

**Category:** [llm-applications](/skills#llm-applications) · **License:** MIT · **Version:** 1.0.0

## Install

```bash theme={null}
npx research-agent-skills install evolving-ai-agents
npx skills add KalarisLabs/research-agent-skills --skill evolving-ai-agents
```

## When to use it

Provides guidance for automatically evolving and optimizing AI agents across any domain using LLM-driven evolution algorithms. Use when building self-improving agents, optimizing agent prompts and skills against benchmarks, or implementing automated agent evaluation loops.

## Full playbook

Read [SKILL.md](https://github.com/KalarisLabs/research-agent-skills/blob/main/skills/evolving-ai-agents/SKILL.md) for the complete workflow, references and any scripts. The agent installer copies the full skill folder.