4 guides covering common problems, patterns, and production issues in CrewAI.
CrewAI is a Python framework for orchestrating role-based multi-agent systems. Each agent is defined by a role, goal, and backstory; tasks flow through the crew sequentially, hierarchically, or in parallel. CrewAI+ provides a hosted cloud deployment platform.
GitHub Issue #3154 -- agents simulate tool usage instead of actually calling tools. Here's why it happens and how to stop it.
Downstream agents ignoring upstream results is CrewAI's most-reported production bug. Here's what's happening and how to fix it.
A Crew is good at open-ended, role-based collaboration where agents decide how to divide and complete work. A Flow is good at structured pipelines where you need deterministic control over execution o...
A CrewAI script that works perfectly in a Jupyter notebook will often fail in production in three predictable ways: rate limit errors from concurrent requests, untracked LLM costs that quietly burn th...
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