feat: Introduce production-ready Flows and Crews architecture with new runner and updated documentation across multiple languages.

This commit is contained in:
Lorenze Jay
2025-11-30 15:29:57 -08:00
parent 2355ec0733
commit 083246aebf
8 changed files with 668 additions and 265 deletions

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@@ -57,7 +57,7 @@
> It empowers developers with both high-level simplicity and precise low-level control, ideal for creating autonomous AI agents tailored to any scenario.
- **CrewAI Crews**: Optimize for autonomy and collaborative intelligence.
- **CrewAI Flows**: Enable granular, event-driven control, single LLM calls for precise task orchestration and supports Crews natively
- **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
With over 100,000 developers certified through our community courses at [learn.crewai.com](https://learn.crewai.com), CrewAI is rapidly becoming the
standard for enterprise-ready AI automation.
@@ -166,13 +166,13 @@ Ensure you have Python >=3.10 <3.14 installed on your system. CrewAI uses [UV](h
First, install CrewAI:
```shell
pip install crewai
uv pip install crewai
```
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:
```shell
pip install 'crewai[tools]'
uv pip install 'crewai[tools]'
```
The command above installs the basic package and also adds extra components which require more dependencies to function.
@@ -185,14 +185,14 @@ If you encounter issues during installation or usage, here are some common solut
1. **ModuleNotFoundError: No module named 'tiktoken'**
- Install tiktoken explicitly: `pip install 'crewai[embeddings]'`
- If using embedchain or other tools: `pip install 'crewai[tools]'`
- Install tiktoken explicitly: `uv pip install 'crewai[embeddings]'`
- If using embedchain or other tools: `uv pip install 'crewai[tools]'`
2. **Failed building wheel for tiktoken**
- Ensure Rust compiler is installed (see installation steps above)
- For Windows: Verify Visual C++ Build Tools are installed
- Try upgrading pip: `pip install --upgrade pip`
- If issues persist, use a pre-built wheel: `pip install tiktoken --prefer-binary`
- Try upgrading pip: `uv pip install --upgrade pip`
- If issues persist, use a pre-built wheel: `uv pip install tiktoken --prefer-binary`
### 2. Setting Up Your Crew with the YAML Configuration
@@ -611,7 +611,7 @@ uv build
### Installing Locally
```bash
pip install dist/*.tar.gz
uv pip install dist/*.tar.gz
```
## Telemetry
@@ -687,13 +687,13 @@ A: CrewAI is a standalone, lean, and fast Python framework built specifically fo
A: Install CrewAI using pip:
```shell
pip install crewai
uv pip install crewai
```
For additional tools, use:
```shell
pip install 'crewai[tools]'
uv pip install 'crewai[tools]'
```
### Q: Does CrewAI depend on LangChain?