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adjust aop to amp docs lang (#4179)
* adjust aop to amp docs lang * whoop no print
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README.md

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With over 100,000 developers certified through our community courses at [learn.crewai.com](https://learn.crewai.com), CrewAI is rapidly becoming the
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standard for enterprise-ready AI automation.
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# CrewAI AOP Suite
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# CrewAI AMP Suite
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CrewAI AOP Suite is a comprehensive bundle tailored for organizations that require secure, scalable, and easy-to-manage agent-driven automation.
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CrewAI AMP Suite is a comprehensive bundle tailored for organizations that require secure, scalable, and easy-to-manage agent-driven automation.
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You can try one part of the suite the [Crew Control Plane for free](https://app.crewai.com)
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- **Advanced Security**: Built-in robust security and compliance measures ensuring safe deployment and management.
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- **Actionable Insights**: Real-time analytics and reporting to optimize performance and decision-making.
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- **24/7 Support**: Dedicated enterprise support to ensure uninterrupted operation and quick resolution of issues.
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- **On-premise and Cloud Deployment Options**: Deploy CrewAI AOP on-premise or in the cloud, depending on your security and compliance requirements.
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- **On-premise and Cloud Deployment Options**: Deploy CrewAI AMP on-premise or in the cloud, depending on your security and compliance requirements.
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CrewAI AOP is designed for enterprises seeking a powerful, reliable solution to transform complex business processes into efficient,
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CrewAI AMP is designed for enterprises seeking a powerful, reliable solution to transform complex business processes into efficient,
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intelligent automations.
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## Table of contents
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[![CrewAI Getting Started Tutorial](https://img.youtube.com/vi/-kSOTtYzgEw/hqdefault.jpg)](https://www.youtube.com/watch?v=-kSOTtYzgEw "CrewAI Getting Started Tutorial")
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###
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Learning Resources
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Learning Resources
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Learn CrewAI through our comprehensive courses:
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- Dynamic task delegation and collaboration
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- Specialized roles with defined goals and expertise
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- Flexible problem-solving approaches
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2. **Flows**: Production-ready, event-driven workflows that deliver precise control over complex automations. Flows provide:
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- Fine-grained control over execution paths for real-world scenarios
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- Install tiktoken explicitly: `uv pip install 'crewai[embeddings]'`
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- If using embedchain or other tools: `uv pip install 'crewai[tools]'`
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2. **Failed building wheel for tiktoken**
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- Ensure Rust compiler is installed (see installation steps above)
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**tasks.yaml**
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```yaml
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````yaml
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# src/my_project/config/tasks.yaml
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research_task:
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description: >
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Formatted as markdown without '```'
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agent: reporting_analyst
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output_file: report.md
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```
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````
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**crew.py**
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- **LangGraph**: While LangGraph provides a foundation for building agent workflows, its approach requires significant boilerplate code and complex state management patterns. The framework's tight coupling with LangChain can limit flexibility when implementing custom agent behaviors or integrating with external systems.
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*P.S. CrewAI demonstrates significant performance advantages over LangGraph, executing 5.76x faster in certain cases like this QA task example ([see comparison](https://github.com/crewAIInc/crewAI-examples/tree/main/Notebooks/CrewAI%20Flows%20%26%20Langgraph/QA%20Agent)) while achieving higher evaluation scores with faster completion times in certain coding tasks, like in this example ([detailed analysis](https://github.com/crewAIInc/crewAI-examples/blob/main/Notebooks/CrewAI%20Flows%20%26%20Langgraph/Coding%20Assistant/coding_assistant_eval.ipynb)).*
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_P.S. CrewAI demonstrates significant performance advantages over LangGraph, executing 5.76x faster in certain cases like this QA task example ([see comparison](https://github.com/crewAIInc/crewAI-examples/tree/main/Notebooks/CrewAI%20Flows%20%26%20Langgraph/QA%20Agent)) while achieving higher evaluation scores with faster completion times in certain coding tasks, like in this example ([detailed analysis](https://github.com/crewAIInc/crewAI-examples/blob/main/Notebooks/CrewAI%20Flows%20%26%20Langgraph/Coding%20Assistant/coding_assistant_eval.ipynb))._
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- **Autogen**: While Autogen excels at creating conversational agents capable of working together, it lacks an inherent concept of process. In Autogen, orchestrating agents' interactions requires additional programming, which can become complex and cumbersome as the scale of tasks grows.
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- **ChatDev**: ChatDev introduced the idea of processes into the realm of AI agents, but its implementation is quite rigid. Customizations in ChatDev are limited and not geared towards production environments, which can hinder scalability and flexibility in real-world applications.
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### Enterprise Features
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- [What additional features does CrewAI AOP offer?](#q-what-additional-features-does-crewai-amp-offer)
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- [Is CrewAI AOP available for cloud and on-premise deployments?](#q-is-crewai-amp-available-for-cloud-and-on-premise-deployments)
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- [Can I try CrewAI AOP for free?](#q-can-i-try-crewai-amp-for-free)
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- [What additional features does CrewAI AMP offer?](#q-what-additional-features-does-crewai-amp-offer)
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- [Is CrewAI AMP available for cloud and on-premise deployments?](#q-is-crewai-amp-available-for-cloud-and-on-premise-deployments)
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- [Can I try CrewAI AMP for free?](#q-can-i-try-crewai-amp-for-free)
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### Q: What exactly is CrewAI?
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A: Contributions are warmly welcomed! Fork the repository, create your branch, implement your changes, and submit a pull request. See the Contribution section of the README for detailed guidelines.
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### Q: What additional features does CrewAI AOP offer?
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### Q: What additional features does CrewAI AMP offer?
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A: CrewAI AOP provides advanced features such as a unified control plane, real-time observability, secure integrations, advanced security, actionable insights, and dedicated 24/7 enterprise support.
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A: CrewAI AMP provides advanced features such as a unified control plane, real-time observability, secure integrations, advanced security, actionable insights, and dedicated 24/7 enterprise support.
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### Q: Is CrewAI AOP available for cloud and on-premise deployments?
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### Q: Is CrewAI AMP available for cloud and on-premise deployments?
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A: Yes, CrewAI AOP supports both cloud-based and on-premise deployment options, allowing enterprises to meet their specific security and compliance requirements.
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A: Yes, CrewAI AMP supports both cloud-based and on-premise deployment options, allowing enterprises to meet their specific security and compliance requirements.
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### Q: Can I try CrewAI AOP for free?
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### Q: Can I try CrewAI AMP for free?
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A: Yes, you can explore part of the CrewAI AOP Suite by accessing the [Crew Control Plane](https://app.crewai.com) for free.
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A: Yes, you can explore part of the CrewAI AMP Suite by accessing the [Crew Control Plane](https://app.crewai.com) for free.
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### Q: Does CrewAI support fine-tuning or training custom models?
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### Q: Does CrewAI offer debugging and monitoring tools?
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A: Yes, CrewAI AOP includes advanced debugging, tracing, and real-time observability features, simplifying the management and troubleshooting of your automations.
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A: Yes, CrewAI AMP includes advanced debugging, tracing, and real-time observability features, simplifying the management and troubleshooting of your automations.
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### Q: What programming languages does CrewAI support?
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docs/docs.json

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]
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},
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{
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"tab": "AOP",
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"tab": "AMP",
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"icon": "briefcase",
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"groups": [
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]
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},
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"tab": "AOP",
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"tab": "AMP",
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"groups": [
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{

docs/en/api-reference/introduction.mdx

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---
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title: "Introduction"
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description: "Complete reference for the CrewAI AOP REST API"
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description: "Complete reference for the CrewAI AMP REST API"
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icon: "code"
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mode: "wide"
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---
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# CrewAI AOP API
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# CrewAI AMP API
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Welcome to the CrewAI AOP API reference. This API allows you to programmatically interact with your deployed crews, enabling integration with your applications, workflows, and services.
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Welcome to the CrewAI AMP API reference. This API allows you to programmatically interact with your deployed crews, enabling integration with your applications, workflows, and services.
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## Quick Start
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<Steps>
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<Step title="Get Your API Credentials">
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Navigate to your crew's detail page in the CrewAI AOP dashboard and copy your Bearer Token from the Status tab.
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Navigate to your crew's detail page in the CrewAI AMP dashboard and copy your Bearer Token from the Status tab.
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the CrewAI AMP dashboard.
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</Tip>
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## Base URL
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## Interactive Testing
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<Info>
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**Why no "Send" button?** Since each CrewAI AOP user has their own unique crew
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**Why no "Send" button?** Since each CrewAI AMP user has their own unique crew
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URL, we use **reference mode** instead of an interactive playground to avoid
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confusion. This shows you exactly what the requests should look like without
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non-functional send buttons.

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