التغذية الراجعة البشرية في Flows

from crewai.flow.flow import Flow, start, listen
from crewai.flow.human_feedback import human_feedback

class SimpleReviewFlow(Flow):
    @start()
    @human_feedback(message="Please review this content:")
    def generate_content(self):
        return "This is AI-generated content that needs review."

    @listen(generate_content)
    def process_feedback(self, result):
        print(f"Content: {result.output}")
        print(f"Human said: {result.feedback}")

flow = SimpleReviewFlow()
flow.kickoff()

from crewai.flow.flow import Flow, start, listen, or_
from crewai.flow.human_feedback import human_feedback

class ReviewFlow(Flow):
    @start()
    def generate_content(self):
        return "Draft blog post content here..."

    @human_feedback(
        message="Do you approve this content for publication?",
        emit=["approved", "rejected", "needs_revision"],
        llm="gpt-4o-mini",
        default_outcome="needs_revision",
    )
    @listen(or_("generate_content", "needs_revision"))
    def review_content(self):
        return "Draft blog post content here..."

    @listen("approved")
    def publish(self, result):
        print(f"Publishing! User said: {result.feedback}")

    @listen("rejected")
    def discard(self, result):
        print(f"Discarding. Reason: {result.feedback}")