CrewAI

9 pages in this section.

The CrewAI Mental Model: Roles, Tasks, and Crews

Understand the CrewAI mental model for multi-agent systems. Learn how agents, tasks, and crews define explicit pipelines for complex workflows.

Python Crewai Explainer Mental Model

CrewAI Basics

Learn CrewAI basics by building a Researcher-Writer pipeline. Define agents, tasks, and crews, then tighten controls with practical examples.

Python Crewai Basics Agents

Defining Agent Roles, Goals, and Backstories

Learn to define CrewAI agent roles, goals, and backstories. Craft precise job titles, measurable outcomes, and specific constraints for effective AI behavior.

Python Crewai Roles Goals

Sequential vs Hierarchical Crew Processes

Compare CrewAI's sequential and hierarchical processes for scheduling work. Learn when to use each and how they impact task order, ownership, and cost.

Python Crewai List Cheatsheet

CrewAI 1.14's Pluggable Memory, Knowledge, and RAG Backends

Python Crewai Advanced Memory

Building a Custom Tool for a CrewAI Agent

Learn to build custom tools for CrewAI agents. Wrap APIs, databases, and services with clear names, descriptions, and Pydantic schemas.

Python Crewai Tools Custom Tools

The CrewAI Chat API for Interactive Crew Sessions

Python Crewai Advanced Chat

Debugging a Crew That Won't Converge on an Answer

Troubleshoot crewAI convergence issues. Learn to diagnose and fix problems related to task design, role overlap, tools, process, and missing stop rails.

Python Crewai List Cheatsheet

CrewAI Best Practices

Learn ten CrewAI best practices for scoping roles, tasks, and tools to ensure your AI crew reliably converges on solutions.

Python Crewai Best Practices List

CrewAI

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CrewAI