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‎docs/Examples/BabyAGI.md‎

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[BabyAGI](https://github.com/yoheinakajima/babyagi) was one of the first multi-agent systems that used LLMs for performing useful tasks. It makes use of several different types of agents, such as a task creation agent and an execution agent, as shown in the diagram below.
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![](/img/babyagi.png)
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![BabyAGI Architecture](/img/babyagi.png)
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However, here's Yohei (creator of BabyAGI) admitting that [BabyAGI isn't a true multi-agent system](https://x.com/yoheinakajima/status/1781183534998380576) since the agents use the same LLM and code base, and run on the same server.
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Using the Naptha SDK and node infrastructure, we implemented BabyAGI as a true multi-agent system for the first time. You can check out a demo video of this multi-node workflow [here](https://www.youtube.com/watch?v=nzV04zOA0f0).
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Using the Naptha SDK and node infrastructure, we implemented BabyAGI as a true multi-agent system for the first time. You can check out a demo video of this multi-node workflow [here](https://www.youtube.com/watch?v=nzV04zOA0f0).
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<iframe width="560" height="315" src="https://www.youtube.com/embed/nzV04zOA0f0" title="BabyAGI Multi-Node Demo" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
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## Prerequisities
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Make sure you have the Naptha SDK installed.
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Make sure you have the Naptha SDK [installed](/docs/GettingStarted/Installation).
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## Modules Used
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The BabyAGI multi-node workflow is made up of the following components, which you can find on the Naptha GitHub:
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| Module | Description | Repository |
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|--------|-------------|------------|
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| Orchestrator Flow | Multi-agent task solving across a network of multiple nodes. | [GitHub](https://github.com/NapthaAI/babyagi) |
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| Task Initiator | BabyAGI task initiator agent. | [GitHub](https://github.com/NapthaAI/babyagi_task_initiator) |
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| Task Executor | BabyAGI task executor agent. | [GitHub](https://github.com/NapthaAI/babyagi_task_executor) |
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| Task Finalizer | BabyAGI task finalizer agent. | [GitHub](https://github.com/NapthaAI/babyagi_task_finalizer) |
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* [BabyAGI Orchestrator Flow](https://github.com/NapthaAI/babyagi)
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* [BabyAGI Task Initiator](https://github.com/NapthaAI/babyagi_task_initiator)
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* [BabyAGI Task Finalizer](https://github.com/NapthaAI/babyagi_task_finalizer)
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* [BabyAGI Task Executor](https://github.com/NapthaAI/babyagi_task_executor)
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## Run
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naptha run babyagi -p "objective='Research the history of football'" --worker_nodes "http://node.naptha.ai:7001,http://node1.naptha.ai:7001"
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```
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This runs the flow across three nodes in total - one orchestrator node (whichever you have set as the ```NODE_URL``` in the .env file of the Naptha SDK), and two worker nodes (that you have set using the ```--worker_nodes``` flag).
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### Configuration Breakdown:
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- `objective`: Your desired research or task objective
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- `worker_nodes`: Comma-separated list of worker node URLs
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This runs the flow across three nodes in total - one orchestrator node (whichever you have set as the ```NODE_URL``` in the .env file of the Naptha SDK),
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and two worker nodes (that you have set using the ```--worker_nodes``` flag).
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:::tip
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Start with simple objectives to understand the workflow, then gradually increase complexity as you become familiar with the system.
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:::

‎docs/Overview.md‎

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Overall, the Naptha web not only enables growth *within* organizations and platforms, but also *across* various organizations and platforms.
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<div style={{
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display: 'grid',
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gridTemplateColumns: 'repeat(2, 1fr)',
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<div style={{
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display: 'grid',
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gridTemplateColumns: 'repeat(2, 1fr)',
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gap: '1rem',
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marginTop: '2rem'
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}}>
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<a href="/docs/Examples/HelloWorld" style={{
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display: 'block',
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position: 'relative',
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margin: '0.5rem 0',
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padding: '1rem 1.5rem',
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backgroundColor: 'white',
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border: '1px solid rgba(17, 24, 39, 0.1)',
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borderRadius: '0.75rem',
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overflow: 'hidden',
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width: '100%',
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cursor: 'pointer',
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textDecoration: 'none',
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color: 'inherit',
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padding: '1.5rem',
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backgroundColor: 'white',
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border: '1px solid #eee',
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borderRadius: '8px'
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transition: 'border-color 0.2s ease'
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}}>
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<h3 style={{ margin: 0, marginBottom: '0.5rem' }}>🚀 Quickstarts</h3>
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<p style={{ margin: 0 }}>Get started in 2 minutes with our example agents and workflows</p>
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<div style={{ fontSize: '1.5rem', marginBottom: '0.25rem' }}>
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🚀
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</div>
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<h2 style={{
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fontSize: '1rem',
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fontWeight: 600,
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color: '#111827',
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marginTop: '0.5rem',
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marginBottom: '0.25rem'
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}}>
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Quickstarts
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</h2>
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<p style={{
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fontSize: '0.875rem',
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lineHeight: '1.25rem',
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color: '#4B5563',
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margin: 0
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}}>
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Get started in 2 minutes with our example agents and workflows
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</p>
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</a>
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<a href="/docs/NapthaModules/overview" style={{
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<a href="/NapthaModules/overview" style={{
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display: 'block',
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position: 'relative',
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backgroundColor: 'white',
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borderRadius: '0.75rem',
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overflow: 'hidden',
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width: '100%',
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cursor: 'pointer',
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color: 'inherit',
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backgroundColor: 'white',
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borderRadius: '8px'
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transition: 'border-color 0.2s ease'
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}}>
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<h3 style={{ margin: 0, marginBottom: '0.5rem' }}>🤖 Naptha Modules</h3>
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<p style={{ margin: 0 }}>Build and deploy agents, tools, environments, and more</p>
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<div style={{ fontSize: '1.5rem', marginBottom: '0.25rem' }}>
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🤖
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</div>
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<h2 style={{
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fontSize: '1rem',
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fontWeight: 600,
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color: '#111827',
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}}>
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Naptha Modules
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</h2>
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<p style={{
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fontSize: '0.875rem',
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lineHeight: '1.25rem',
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color: '#4B5563',
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margin: 0
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}}>
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Build and deploy agents, tools, environments, and more
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</p>
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</a>
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<a href="/docs/NapthaNodes/what-are-nodes" style={{
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<a href="/NapthaNodes/what-are-nodes" style={{
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border: '1px solid rgba(17, 24, 39, 0.1)',
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borderRadius: '0.75rem',
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overflow: 'hidden',
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width: '100%',
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cursor: 'pointer',
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textDecoration: 'none',
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color: 'inherit',
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padding: '1.5rem',
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backgroundColor: 'white',
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borderRadius: '8px'
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transition: 'border-color 0.2s ease'
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}}>
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<h3 style={{ margin: 0, marginBottom: '0.5rem' }}>🌐 Naptha Nodes</h3>
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<p style={{ margin: 0 }}>Run your own node and join the decentralized AI network</p>
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<div style={{ fontSize: '1.5rem', marginBottom: '0.25rem' }}>
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🌐
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</div>
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<h2 style={{
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fontSize: '1rem',
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fontWeight: 600,
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color: '#111827',
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}}>
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Naptha Nodes
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</h2>
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<p style={{
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fontSize: '0.875rem',
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lineHeight: '1.25rem',
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color: '#4B5563',
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margin: 0
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}}>
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Run your own node and join the decentralized AI network
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</p>
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</a>
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<a href="/GettingStarted/Installation" style={{
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display: 'block',
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position: 'relative',
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margin: '0.5rem 0',
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padding: '1rem 1.5rem',
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border: '1px solid rgba(17, 24, 39, 0.1)',
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borderRadius: '0.75rem',
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overflow: 'hidden',
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width: '100%',
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cursor: 'pointer',
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textDecoration: 'none',
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color: 'inherit',
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transition: 'border-color 0.2s ease'
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}}>
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<div style={{ fontSize: '1.5rem', marginBottom: '0.25rem' }}>
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📚
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</div>
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<h2 style={{
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fontSize: '1rem',
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fontWeight: 600,
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color: '#111827',
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}}>
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Documentation
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</h2>
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<p style={{
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fontSize: '0.875rem',
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color: '#4B5563',
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Explore our comprehensive guides and references
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</p>
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</a>
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‎sidebars.ts‎

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label: 'Examples',
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items: [
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'Examples/HelloWorld',
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// 'Examples/GenerateImage',
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// 'Examples/SimpleRAG',
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'Examples/GenerateImage',
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'Examples/Image2Image',
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'Examples/MultiOlas',
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'Examples/MultiplayerChat',
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'Examples/BabyAGI',
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'Examples/OlasPrediction',
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'Examples/SimpleRAG',
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'Examples/BabyAGI',
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],
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},
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{

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