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Updating docs
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@@ -15,7 +15,7 @@ The sequential process ensures tasks are executed one after the other, following
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- **Easy Monitoring**: Facilitates easy tracking of task completion and project progress.
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## Implementing the Sequential Process
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Assemble your crew and define tasks in the order they need to be executed.
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To use the sequential process, assemble your crew and define tasks in the order they need to be executed.
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```python
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from crewai import Crew, Process, Agent, Task
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@@ -48,6 +48,9 @@ report_crew = Crew(
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tasks=[research_task, analysis_task, writing_task],
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process=Process.sequential
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)
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# Execute the crew
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result = report_crew.kickoff()
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```
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### Workflow in Action
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@@ -55,5 +58,29 @@ report_crew = Crew(
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2. **Subsequent Tasks**: Agents pick up their tasks based on the process type, with outcomes of preceding tasks or manager directives guiding their execution.
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3. **Completion**: The process concludes once the final task is executed, leading to project completion.
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## Conclusion
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The sequential and hierarchical processes in CrewAI offer clear, adaptable paths for task execution. They are well-suited for projects requiring logical progression and dynamic decision-making, ensuring each step is completed effectively, thereby facilitating a cohesive final product.
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## Advanced Features
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### Task Delegation
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In sequential processes, if an agent has `allow_delegation` set to `True`, they can delegate tasks to other agents in the crew. This feature is automatically set up when there are multiple agents in the crew.
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### Asynchronous Execution
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Tasks can be executed asynchronously, allowing for parallel processing when appropriate. To create an asynchronous task, set `async_execution=True` when defining the task.
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### Memory and Caching
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CrewAI supports both memory and caching features:
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- **Memory**: Enable by setting `memory=True` when creating the Crew. This allows agents to retain information across tasks.
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- **Caching**: By default, caching is enabled. Set `cache=False` to disable it.
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### Callbacks
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You can set callbacks at both the task and step level:
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- `task_callback`: Executed after each task completion.
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- `step_callback`: Executed after each step in an agent's execution.
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### Usage Metrics
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CrewAI tracks token usage across all tasks and agents. You can access these metrics after execution.
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## Best Practices for Sequential Processes
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1. **Order Matters**: Arrange tasks in a logical sequence where each task builds upon the previous one.
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2. **Clear Task Descriptions**: Provide detailed descriptions for each task to guide the agents effectively.
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3. **Appropriate Agent Selection**: Match agents' skills and roles to the requirements of each task.
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4. **Use Context**: Leverage the context from previous tasks to inform subsequent ones
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