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Comprehensive CrewAI framework guide for building collaborative AI agent teams and structured workflows.
Passed 21 of 22 test cases with the skill, and 19 of 22 without it.
2 fixed19 passed either way1 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 2 test cases the skill fixed. Same model, same prompt, with and without the skill.
Write Python code creating a CrewAI Agent that uses RAG memory backed by a string knowledge source containing policy text.
| Checked | Without skill | With skill |
|---|---|---|
| instantiates StringKnowledgeSource from crewai.knowledge | Passed | Passed |
| passes the knowledge source to Agent via knowledge_sources parameter | Missed | Passed |
The instructions your model reads when the skill loads.
CrewAI is a lean, lightning-fast Python framework for building collaborative AI agent teams and structured workflows. It empowers developers to create autonomous AI agents with specific roles, tools, and goals that work together to tackle complex tasks. This skill covers Crews (autonomous collaboration), Flows (structured orchestration), agents, tasks, and enterprise deployment.
Agents are autonomous AI units with specific roles, goals, and capabilities.
from crewai import Agent
# Create a research agent
researcher = Agent(
role='Senior Research Analyst',
goal='Uncover cutting-edge developments in AI and data science',
backstory="""You are an expert at a leading tech think tank.
Your expertise lies in identifying emerging trends and technologies in AI,
data science, and machine learning.""",
verbose=True,
allow_delegation=False,
tools=[search_tool, scrape_tool]
)
# Create a writer agent
writer = Agent(
role='Tech Content Strategist',
goal='Craft compelling content on tech advancements',
backstory="""You are a renowned content strategist, known for
your insightful and engaging articles on technology and innovation.
You transform complex concepts into compelling narratives.""",
verbose=True,
allow_delegation=True,
tools=[write_tool]
)
test cases passed, vs 19 / 22 without
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