التعاون

from crewai import Agent, Crew, Task

# تفعيل التعاون للوكلاء
researcher = Agent(
    role="Research Specialist",
    goal="Conduct thorough research on any topic",
    backstory="Expert researcher with access to various sources",
    allow_delegation=True,  # الإعداد الرئيسي للتعاون
    verbose=True
)

writer = Agent(
    role="Content Writer",
    goal="Create engaging content based on research",
    backstory="Skilled writer who transforms research into compelling content",
    allow_delegation=True,  # يُمكّن طرح الأسئلة على الوكلاء الآخرين
    verbose=True
)

# يمكن للوكلاء الآن التعاون تلقائيًا
crew = Crew(
    agents=[researcher, writer],
    tasks=[...],
    verbose=True
)

# يحصل الوكيل تلقائيًا على هذه الأداة:
# Delegate work to coworker(task: str, context: str, coworker: str)

# يحصل الوكيل تلقائيًا على هذه الأداة:
# Ask question to coworker(question: str, context: str, coworker: str)

from crewai import Agent, Crew, Task, Process

# إنشاء وكلاء تعاونيين
researcher = Agent(
    role="Research Specialist",
    goal="Find accurate, up-to-date information on any topic",
    backstory="""You're a meticulous researcher with expertise in finding
    reliable sources and fact-checking information across various domains.""",
    allow_delegation=True,
    verbose=True
)

writer = Agent(
    role="Content Writer",
    goal="Create engaging, well-structured content",
    backstory="""You're a skilled content writer who excels at transforming
    research into compelling, readable content for different audiences.""",
    allow_delegation=True,
    verbose=True
)

editor = Agent(
    role="Content Editor",
    goal="Ensure content quality and consistency",
    backstory="""You're an experienced editor with an eye for detail,
    ensuring content meets high standards for clarity and accuracy.""",
    allow_delegation=True,
    verbose=True
)

# إنشاء مهمة تشجع التعاون
article_task = Task(
    description="""Write a comprehensive 1000-word article about 'The Future of AI in Healthcare'.

    The article should include:
    - Current AI applications in healthcare
    - Emerging trends and technologies
    - Potential challenges and ethical considerations
    - Expert predictions for the next 5 years

    Collaborate with your teammates to ensure accuracy and quality.""",
    expected_output="A well-researched, engaging 1000-word article with proper structure and citations",
    agent=writer  # الكاتب يقود، لكن يمكنه تفويض البحث إلى الباحث
)

# إنشاء طاقم تعاوني
crew = Crew(
    agents=[researcher, writer, editor],
    tasks=[article_task],
    process=Process.sequential,
    verbose=True
)

result = crew.kickoff()

research_task = Task(
    description="Research the latest developments in quantum computing",
    expected_output="Comprehensive research summary with key findings and sources",
    agent=researcher
)

writing_task = Task(
    description="Write an article based on the research findings",
    expected_output="Engaging 800-word article about quantum computing",
    agent=writer,
    context=[research_task]  # يحصل على مخرجات البحث كسياق
)

editing_task = Task(
    description="Edit and polish the article for publication",
    expected_output="Publication-ready article with improved clarity and flow",
    agent=editor,
    context=[writing_task]  # يحصل على مسودة المقال كسياق
)

collaborative_task = Task(
    description="""Create a marketing strategy for a new AI product.

    Writer: Focus on messaging and content strategy
    Researcher: Provide market analysis and competitor insights

    Work together to create a comprehensive strategy.""",
    expected_output="Complete marketing strategy with research backing",
    agent=writer  # الوكيل القائد، لكن يمكنه التفويض إلى الباحث
)

from crewai import Agent, Crew, Task, Process

# وكيل المدير ينسق الفريق
manager = Agent(
    role="Project Manager",
    goal="Coordinate team efforts and ensure project success",
    backstory="Experienced project manager skilled at delegation and quality control",
    allow_delegation=True,
    verbose=True
)

# وكلاء متخصصون
researcher = Agent(
    role="Researcher",
    goal="Provide accurate research and analysis",
    backstory="Expert researcher with deep analytical skills",
    allow_delegation=False,  # المتخصصون يركزون على خبرتهم
    verbose=True
)

writer = Agent(
    role="Writer",
    goal="Create compelling content",
    backstory="Skilled writer who creates engaging content",
    allow_delegation=False,
    verbose=True
)

# مهمة يقودها المدير
project_task = Task(
    description="Create a comprehensive market analysis report with recommendations",
    expected_output="Executive summary, detailed analysis, and strategic recommendations",
    agent=manager  # المدير سيفوّض إلى المتخصصين
)

# طاقم هرمي
crew = Crew(
    agents=[manager, researcher, writer],
    tasks=[project_task],
    process=Process.hierarchical,  # المدير ينسق كل شيء
    manager_llm="gpt-4o",  # تحديد LLM للمدير
    verbose=True
)

# جيد: أدوار محددة ومتكاملة
researcher = Agent(role="Market Research Analyst", ...)
writer = Agent(role="Technical Content Writer", ...)

# تجنب: أدوار متداخلة أو غامضة
agent1 = Agent(role="General Assistant", ...)
agent2 = Agent(role="Helper", ...)

# فعّل التفويض للمنسقين والعامين
lead_agent = Agent(
    role="Content Lead",
    allow_delegation=True,  # يمكنه التفويض إلى المتخصصين
    ...
)

# عطّل للمتخصصين المركّزين (اختياري)
specialist_agent = Agent(
    role="Data Analyst",
    allow_delegation=False,  # يركز على الخبرة الأساسية
    ...
)

# استخدم معامل context لاعتماديات المهام
writing_task = Task(
    description="Write article based on research",
    agent=writer,
    context=[research_task],  # يشارك نتائج البحث
    ...
)

# أوصاف محددة وقابلة للتنفيذ
Task(
    description="""Research competitors in the AI chatbot space.
    Focus on: pricing models, key features, target markets.
    Provide data in a structured format.""",
    ...
)

# تجنب: أوصاف غامضة لا توجه التعاون
Task(description="Do some research about chatbots", ...)

# الحل: تأكد من تفعيل التفويض
agent = Agent(
    role="...",
    allow_delegation=True,  # هذا مطلوب!
    ...
)

# الحل: وفّر سياقًا أفضل وأدوارًا محددة
Task(
    description="""Write a technical blog post about machine learning.

    Context: Target audience is software developers with basic ML knowledge.
    Length: 1200 words
    Include: code examples, practical applications, best practices

    If you need specific technical details, delegate research to the researcher.""",
    ...
)

# الحل: تسلسل هرمي واضح ومسؤوليات
manager = Agent(role="Manager", allow_delegation=True)
specialist1 = Agent(role="Specialist A", allow_delegation=False)  # لا إعادة تفويض
specialist2 = Agent(role="Specialist B", allow_delegation=False)

# تعيين إرشادات تعاون محددة في خلفية الوكيل
agent = Agent(
    role="Senior Developer",
    backstory="""You lead development projects and coordinate with team members.

    Collaboration guidelines:
    - Delegate research tasks to the Research Analyst
    - Ask the Designer for UI/UX guidance
    - Consult the QA Engineer for testing strategies
    - Only escalate blocking issues to the Project Manager""",
    allow_delegation=True
)

def track_collaboration(output):
    """تتبع أنماط التعاون"""
    if "Delegate work to coworker" in output.raw:
        print("Delegation occurred")
    if "Ask question to coworker" in output.raw:
        print("Question asked")

crew = Crew(
    agents=[...],
    tasks=[...],
    step_callback=track_collaboration,  # مراقبة التعاون
    verbose=True
)

agent = Agent(
    role="Content Lead",
    memory=True,  # يتذكر التفاعلات السابقة
    allow_delegation=True,
    verbose=True
)