human-in-the-loop（人在循环中）

Human-in-the-Loop

Human-in-the-Loop (HITL) bridges the gap between full automation and manual control. It treats the human user as a "privileged tool" or "approver". This is crucial for high-stakes domains where AI errors are unacceptable, or for ambiguous tasks where human intuition is required to guide the agent.

When to Use

• High Consequence: Transferring money, deploying code to production, sending emails to customers.
• Ambiguity Resolution: When the user's intent is unclear ("Book me a flight" -> "Which day?").
• Active Learning: Collecting human feedback to improve the model (RLHF).
• Quality Assurance: Reviewing the final draft of a report before publication.

Use Cases

• Approval Workflow: Agent drafts a reply -> Human approves/edits -> Agent sends.
• Escalation: Chatbot handles simple queries -> Escalates to human support for complex issues.
• Clarification: Agent: "I found 3 files. Which one do you mean?" -> Human selects.

Implementation Pattern

def hitl_workflow(user_request):
    # Step 1: Plan/Draft
    plan = agent.create_plan(user_request)

    # Step 2: Risk Assessment
    if is_high_risk(plan):
        # Step 3: Pause for Approval
        # Send notification to user UI
        approval = notify_user(
            message="Agent wants to execute the following plan:",
            payload=plan
        )

        if approval.status == "REJECTED":
            return "Action cancelled by user."
        elif approval.status == "EDITED":
            plan = approval.new_plan

    # Step 4: Execute
    return agent.execute(plan)

Examples

Input: "Require human approval before the agent sends any email."

def send_email_with_approval(draft):
    # Present draft to human
    approval = review_queue.submit({
        "type": "email_approval",
        "content": draft,
        "timeout_hours": 4
    })
    if approval.status == "approved":
        email_client.send(draft)
    elif approval.status == "rejected":
        agent.revise(draft, feedback=approval.comment)
    else:  # timeout
        escalate_to_manager(draft)

Output: Email sent only after explicit human approval, with full audit trail.

Troubleshooting