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feat: Introduce production-ready Flows and Crews architecture with ne… (#4003)
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* feat: Introduce production-ready Flows and Crews architecture with new runner and updated documentation across multiple languages. * ko and pt-br for tracing missing links --------- Co-authored-by: Greyson LaLonde <greyson.r.lalonde@gmail.com>
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README.md
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README.md
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> It empowers developers with both high-level simplicity and precise low-level control, ideal for creating autonomous AI agents tailored to any scenario.
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- **CrewAI Crews**: Optimize for autonomy and collaborative intelligence.
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- **CrewAI Flows**: Enable granular, event-driven control, single LLM calls for precise task orchestration and supports Crews natively
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- **CrewAI Flows**: The **enterprise and production architecture** for building and deploying multi-agent systems. Enable granular, event-driven control, single LLM calls for precise task orchestration and supports Crews natively
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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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@@ -166,13 +166,13 @@ Ensure you have Python >=3.10 <3.14 installed on your system. CrewAI uses [UV](h
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First, install CrewAI:
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```shell
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pip install crewai
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uv pip install crewai
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```
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If you want to install the 'crewai' package along with its optional features that include additional tools for agents, you can do so by using the following command:
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```shell
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pip install 'crewai[tools]'
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uv pip install 'crewai[tools]'
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```
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The command above installs the basic package and also adds extra components which require more dependencies to function.
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@@ -185,14 +185,14 @@ If you encounter issues during installation or usage, here are some common solut
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1. **ModuleNotFoundError: No module named 'tiktoken'**
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- Install tiktoken explicitly: `pip install 'crewai[embeddings]'`
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- If using embedchain or other tools: `pip install 'crewai[tools]'`
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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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- For Windows: Verify Visual C++ Build Tools are installed
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- Try upgrading pip: `pip install --upgrade pip`
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- If issues persist, use a pre-built wheel: `pip install tiktoken --prefer-binary`
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- Try upgrading pip: `uv pip install --upgrade pip`
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- If issues persist, use a pre-built wheel: `uv pip install tiktoken --prefer-binary`
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### 2. Setting Up Your Crew with the YAML Configuration
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### Installing Locally
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```bash
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pip install dist/*.tar.gz
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uv pip install dist/*.tar.gz
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```
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## Telemetry
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@@ -687,13 +687,13 @@ A: CrewAI is a standalone, lean, and fast Python framework built specifically fo
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A: Install CrewAI using pip:
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```shell
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pip install crewai
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uv pip install crewai
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```
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For additional tools, use:
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```shell
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pip install 'crewai[tools]'
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uv pip install 'crewai[tools]'
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```
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### Q: Does CrewAI depend on LangChain?
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