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158 lines
6.9 KiB
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158 lines
6.9 KiB
Plaintext
---
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title: "HITL Workflows"
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description: "Learn how to implement Human-In-The-Loop workflows in CrewAI for enhanced decision-making"
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icon: "user-check"
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mode: "wide"
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---
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Human-In-The-Loop (HITL) is a powerful approach that combines artificial intelligence with human expertise to enhance decision-making and improve task outcomes. This guide shows you how to implement HITL within CrewAI Enterprise.
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## HITL Approaches in CrewAI
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CrewAI offers two approaches for implementing human-in-the-loop workflows:
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| Approach | Best For | Version |
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|----------|----------|---------|
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| **Flow-based** (`@human_feedback` decorator) | Production with Enterprise UI, email-first workflows, full platform features | **1.8.0+** |
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| **Webhook-based** | Custom integrations, external systems (Slack, Teams, etc.), legacy setups | All versions |
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## Flow-Based HITL with Enterprise Platform
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<Note>
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The `@human_feedback` decorator requires **CrewAI version 1.8.0 or higher**.
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</Note>
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When using the `@human_feedback` decorator in your Flows, CrewAI Enterprise provides an **email-first HITL system** that enables anyone with an email address to respond to review requests:
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<CardGroup cols={2}>
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<Card title="Email-First Design" icon="envelope">
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Responders receive email notifications and can reply directly—no login required.
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</Card>
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<Card title="Dashboard Review" icon="desktop">
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Review and respond to HITL requests in the Enterprise dashboard when preferred.
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</Card>
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<Card title="Flexible Routing" icon="route">
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Route requests to specific emails based on method patterns or pull from flow state.
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</Card>
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<Card title="Auto-Response" icon="clock">
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Configure automatic fallback responses when no human replies within the timeout.
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</Card>
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</CardGroup>
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### Key Benefits
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- **External responders**: Anyone with an email can respond, even non-platform users
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- **Dynamic assignment**: Pull assignee email from flow state (e.g., `account_owner_email`)
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- **Simple configuration**: Email-based routing is easier to set up than user/role management
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- **Deployment creator fallback**: If no routing rule matches, the deployment creator is notified
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<Tip>
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For implementation details on the `@human_feedback` decorator, see the [Human Feedback in Flows](/en/learn/human-feedback-in-flows) guide.
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</Tip>
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## Setting Up Webhook-Based HITL Workflows
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For custom integrations with external systems like Slack, Microsoft Teams, or your own applications, you can use the webhook-based approach:
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<Steps>
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<Step title="Configure Your Task">
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Set up your task with human input enabled:
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<Frame>
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<img src="/images/enterprise/crew-human-input.png" alt="Crew Human Input" />
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</Frame>
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</Step>
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<Step title="Provide Webhook URL">
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When kicking off your crew, include a webhook URL for human input:
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<Frame>
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<img src="/images/enterprise/crew-webhook-url.png" alt="Crew Webhook URL" />
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</Frame>
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</Step>
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<Step title="Receive Webhook Notification">
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Once the crew completes the task requiring human input, you'll receive a webhook notification containing:
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- **Execution ID**
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- **Task ID**
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- **Task output**
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</Step>
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<Step title="Review Task Output">
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The system will pause in the `Pending Human Input` state. Review the task output carefully.
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</Step>
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<Step title="Submit Human Feedback">
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Call the resume endpoint of your crew with the following information:
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<Frame>
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<img src="/images/enterprise/crew-resume-endpoint.png" alt="Crew Resume Endpoint" />
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</Frame>
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<Warning>
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**Critical: Webhook URLs Must Be Provided Again**:
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You **must** provide the same webhook URLs (`taskWebhookUrl`, `stepWebhookUrl`, `crewWebhookUrl`) in the resume call that you used in the kickoff call. Webhook configurations are **NOT** automatically carried over from kickoff - they must be explicitly included in the resume request to continue receiving notifications for task completion, agent steps, and crew completion.
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</Warning>
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Example resume call with webhooks:
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```bash
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curl -X POST {BASE_URL}/resume \
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-H "Authorization: Bearer YOUR_API_TOKEN" \
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-H "Content-Type: application/json" \
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-d '{
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"execution_id": "abcd1234-5678-90ef-ghij-klmnopqrstuv",
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"task_id": "research_task",
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"human_feedback": "Great work! Please add more details.",
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"is_approve": true,
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"taskWebhookUrl": "https://your-server.com/webhooks/task",
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"stepWebhookUrl": "https://your-server.com/webhooks/step",
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"crewWebhookUrl": "https://your-server.com/webhooks/crew"
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}'
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```
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<Warning>
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**Feedback Impact on Task Execution**:
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It's crucial to exercise care when providing feedback, as the entire feedback content will be incorporated as additional context for further task executions.
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</Warning>
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This means:
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- All information in your feedback becomes part of the task's context.
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- Irrelevant details may negatively influence it.
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- Concise, relevant feedback helps maintain task focus and efficiency.
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- Always review your feedback carefully before submission to ensure it contains only pertinent information that will positively guide the task's execution.
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</Step>
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<Step title="Handle Negative Feedback">
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If you provide negative feedback:
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- The crew will retry the task with added context from your feedback.
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- You'll receive another webhook notification for further review.
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- Repeat steps 4-6 until satisfied.
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</Step>
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<Step title="Execution Continuation">
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When you submit positive feedback, the execution will proceed to the next steps.
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</Step>
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</Steps>
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## Best Practices
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- **Be Specific**: Provide clear, actionable feedback that directly addresses the task at hand
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- **Stay Relevant**: Only include information that will help improve the task execution
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- **Be Timely**: Respond to HITL prompts promptly to avoid workflow delays
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- **Review Carefully**: Double-check your feedback before submitting to ensure accuracy
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## Common Use Cases
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HITL workflows are particularly valuable for:
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- Quality assurance and validation
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- Complex decision-making scenarios
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- Sensitive or high-stakes operations
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- Creative tasks requiring human judgment
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- Compliance and regulatory reviews
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## Learn More
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<CardGroup cols={2}>
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<Card title="Flow HITL Management" icon="users-gear" href="/en/enterprise/features/flow-hitl-management">
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Explore the full Enterprise Flow HITL platform capabilities including email notifications, routing rules, auto-response, and analytics.
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</Card>
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<Card title="Human Feedback in Flows" icon="code" href="/en/learn/human-feedback-in-flows">
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Implementation guide for the `@human_feedback` decorator in your Flows.
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</Card>
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</CardGroup>
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