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

# Practitioner

<div className="not-prose my-4 rounded-md border border-gray-200 bg-gray-50 p-2 text-sm dark:border-gray-800 dark:bg-gray-900/40">
  <div className="mb-2 px-1 text-xs font-semibold uppercase tracking-wide text-gray-500 dark:text-gray-400">Need help?</div>

  <div className="flex flex-wrap gap-2">
    <a className="inline-flex items-center gap-2 rounded-md border border-gray-200 bg-white px-3 py-1.5 font-medium text-gray-700 no-underline shadow-sm hover:border-gray-300 hover:bg-gray-50 dark:border-gray-800 dark:bg-gray-950/60 dark:text-gray-200 dark:hover:bg-gray-900" href="https://discord.gg/sDE2HhGTg4" target="_blank" rel="noreferrer">
      <Icon icon="discord" iconType="brands" size={14} />

      <span>Ask in Discord</span>
    </a>

    <a className="inline-flex items-center gap-2 rounded-md border border-gray-200 bg-white px-3 py-1.5 font-medium text-gray-700 no-underline shadow-sm hover:border-gray-300 hover:bg-gray-50 dark:border-gray-800 dark:bg-gray-950/60 dark:text-gray-200 dark:hover:bg-gray-900" href="https://github.com/Prompthon-IO/agent-systems-handbook/issues/new/choose" target="_blank" rel="noreferrer">
      <Icon icon="github" iconType="brands" size={14} />

      <span>Open a GitHub issue</span>
    </a>

    <a className="inline-flex items-center gap-2 rounded-md border border-gray-200 bg-white px-3 py-1.5 font-medium text-gray-700 no-underline shadow-sm hover:border-gray-300 hover:bg-gray-50 dark:border-gray-800 dark:bg-gray-950/60 dark:text-gray-200 dark:hover:bg-gray-900" href="https://github.com/Prompthon-IO/agent-systems-handbook/blob/main/SUPPORT.md" target="_blank" rel="noreferrer">
      <Icon icon="life-ring" size={14} />

      <span>Support guide</span>
    </a>
  </div>
</div>

Best for people who want to use agent tools and skills in daily life or real
work without becoming professional agent builders.

This is an orientation and tool-selection path for now. It is meant to help
readers understand where agents are useful, how to think about available tool
surfaces, and where to go deeper next. It is not yet a detailed setup or
tutorial track.

## Shared starting points

* [Environment Setup](./environment-setup.mdx): the shared local setup guide for
  trying the repo-owned starter code.
* [Workshops](../workshops/index.mdx): guided setup tracks for OpenClaw, local desktop agents,
  and skills.
* [Sample Projects](./sample-projects.mdx): the public guide to current example
  starters across the repo.
* [Practitioner Skills](../skills/index.mdx): installable Codex skill packages for local-first,
  repeatable daily workflows.

## Suggested sequence

1. [Deep Research Agents](../case-studies/deep-research-agents.mdx)
2. [Agents Vs Workflows](../foundations/agents-vs-workflows.mdx)
3. [Workshops](../workshops/index.mdx)
4. [Agent Platforms And Low-Code Builders](../ecosystem/agent-platforms-and-low-code-builders.mdx)
5. [Practitioner Skills](../skills/index.mdx)
6. [Agent Memory And Retrieval](../patterns/agent-memory-and-retrieval.mdx)
7. [Radar](../radar/index.mdx)

## What this path optimizes for

* Practical orientation before technical depth
* Faster understanding of where agents fit into real work
* Better tool and workflow selection

## Go deeper

If you want the production-minded view of evaluation, interoperability,
reliability, and operations, continue into
[Context Engineering](../systems/context-engineering.mdx),
[Protocols And Interoperability](../systems/protocols-and-interoperability.mdx),
and [Evaluation And Observability](../systems/evaluation-and-observability.mdx).