ابنِ أول Flow لك

crewai create flow guide_creator_flow
cd guide_creator_flow

guide_creator_flow/
├── .gitignore
├── pyproject.toml
├── README.md
├── .env
└── src/
    └── guide_creator_flow/
        ├── __init__.py
        ├── main.py
        ├── crews/
        │   └── poem_crew/
        │       ├── config/
        │       │   ├── agents.yaml
        │       │   └── tasks.yaml
        │       └── poem_crew.py
        └── tools/
            └── custom_tool.py

crewai flow add-crew content-crew

{
  "role": "Educational Content Writer",
  "goal": "Create engaging, informative content that thoroughly explains the assigned topic and provides valuable insights to the reader.",
  "backstory": "You are a talented educational writer who explains complex concepts in accessible language and organizes information clearly.",
  "llm": "provider/model-id",
  "settings": {
    "verbose": true
  }
}

{
  "role": "Educational Content Reviewer and Editor",
  "goal": "Ensure content is accurate, comprehensive, well-structured, and consistent with previously written sections.",
  "backstory": "You are a meticulous editor with an eye for detail, clarity, and coherence.",
  "llm": "provider/model-id",
  "settings": {
    "verbose": true
  }
}

{
  "name": "Content Crew",
  "agents": ["content_writer", "content_reviewer"],
  "tasks": [
    {
      "name": "write_section_task",
      "description": "Write a comprehensive section on the topic: \"{section_title}\".\n\nSection description: {section_description}\nTarget audience: {audience_level} level learners\n\nYour content should begin with a brief introduction, explain key concepts clearly with examples, include practical applications where appropriate, end with a summary, and be approximately 500-800 words.\n\nPreviously written sections:\n{previous_sections}",
      "expected_output": "A well-structured, comprehensive section in Markdown format that thoroughly explains the topic and is appropriate for the target audience.",
      "agent": "content_writer",
      "markdown": true
    },
    {
      "name": "review_section_task",
      "description": "Review and improve this section on \"{section_title}\":\n\n{draft_content}\n\nTarget audience: {audience_level} level learners\nPreviously written sections:\n{previous_sections}\n\nFix errors, improve clarity, verify consistency, enhance structure, and add missing key information.",
      "expected_output": "An improved, polished version of the section that maintains the original structure but enhances clarity, accuracy, and consistency.",
      "agent": "content_reviewer",
      "context": ["write_section_task"],
      "markdown": true
    }
  ],
  "process": "sequential",
  "verbose": true
}

from pathlib import Path

from crewai.project import load_crew


def kickoff_content_crew(inputs: dict):
    crew, default_inputs = load_crew(Path(__file__).with_name("crew.jsonc"))
    return crew.kickoff(inputs={**default_inputs, **inputs})

crewai install

crewai flow kickoff

crewai flow plot