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CrewAI

CrewAI is a Python framework that can put model-assisted tasks and review steps in a defined flow.

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When should you use a flow with several tasks?

Use a flow when steps need clear ordering or branches. Give each step a specific result, such as a draft or a list of facts to review. Keep final decisions with your app and its reviewers.

How does a person return to a pending review?

CrewAI documents a human feedback step and options for storing pending feedback and flow state. Choose the persistence setup for your version and decide who may resume a pending item. Keep the reviewed content and decision together so an older approval cannot apply to a later edit.

What can cost money if the framework is open source?

The core is MIT-licensed. Model calls, app hosting and persistent storage are separate. Estimate the calls each step needs and decide how the workflow stops when something is missing or a reviewer says no.

Where should a missing fact send a review back?

Draw a fictional city recreation newsletter with one drafting step, one source-checking step and an editor who decides whether it is ready.

  1. Mark the missing fact
    Give the draft an unverified opening time. Return it to the fact check instead of handing it to the editor as ready.
  2. Set the end point
    Show a corrected draft and the editor’s decision. Keep publication outside the draft workflow.