eino-examples/adk/human-in-the-loop/5_supervisor

Human-in-the-Loop: Supervisor Pattern with Approval

This example demonstrates the Supervisor multi-agent pattern combined with the Approval human-in-the-loop pattern.

It showcases how to build a hierarchical multi-agent system where a supervisor coordinates specialized sub-agents, and sensitive operations (like fund transfers) require explicit user approval before execution.

How It Works

1. Supervisor Architecture: A financial advisor supervisor manages two specialized sub-agents:

   • account_agent: Handles account-related queries like checking balances
   • transaction_agent: Handles financial transactions like fund transfers

2. Approvable Tool: The transaction_agent has a transfer_funds tool wrapped in InvokableApprovableTool. This ensures that before any fund transfer is executed, the user must explicitly approve it.

3. Workflow:

   • User requests an action (e.g., "Check balance and transfer $500")
   • Supervisor delegates to account_agent for balance check
   • Supervisor delegates to transaction_agent for the transfer
   • When transfer_funds is called, an interrupt is triggered
   • User approves or denies the transaction
   • Agent resumes and completes (or cancels) the operation

4. Targeted Resume: After user input, runner.ResumeWithParams is called with the approval result, allowing the agent to continue execution.

Practical Example

Here's what the approval flow looks like:

========================================
User Query: Check my checking account balance, and then transfer $500 from checking to savings account.
========================================

name: financial_supervisor
path: [{financial_supervisor}]
action: transfer to account_agent

name: account_agent
path: [{financial_supervisor} {account_agent}]
tool name: check_balance
arguments: {"account_id":"checking"}

name: account_agent
path: [{financial_supervisor} {account_agent}]
tool response: {"account_id":"checking","balance":5000,"currency":"USD"}

name: financial_supervisor
path: [{financial_supervisor}]
action: transfer to transaction_agent

name: transaction_agent
path: [{financial_supervisor} {transaction_agent}]
tool name: transfer_funds
arguments: {"from_account":"checking","to_account":"savings","amount":500,"currency":"USD"}

========================================
APPROVAL REQUIRED
========================================
tool 'transfer_funds' interrupted with arguments '{"from_account":"checking","to_account":"savings","amount":500,"currency":"USD"}', waiting for your approval, please answer with Y/N

Approve this transaction? (Y/N): Y

========================================
Resuming execution...
========================================

name: transaction_agent
path: [{financial_supervisor} {transaction_agent}]
tool response: {"transaction_id":"TXN-2025-001234","status":"completed",...}

This trace demonstrates:

• Hierarchical Delegation: Supervisor routes tasks to appropriate sub-agents
• Balance Check: Account agent retrieves balance without approval
• Approval Required: Transfer operation triggers an interrupt for user confirmation
• Targeted Resume: After approval, the transaction completes

How to Configure Environment Variables

Before running the example, you need to set up the required environment variables for the LLM API. You have two options:

Option 1: OpenAI-Compatible Configuration

export OPENAI_API_KEY="{your api key}"
export OPENAI_BASE_URL="{your model base url}"
# Only configure this if you are using Azure-like LLM providers
export OPENAI_BY_AZURE=true
# 'gpt-4o' is just an example, configure the model name provided by your LLM provider
export OPENAI_MODEL="gpt-4o-2024-05-13"

Option 2: ARK Configuration

export MODEL_TYPE="ark"
export ARK_API_KEY="{your ark api key}"
export ARK_MODEL="{your ark model name}"

Alternatively, you can create a .env file in the project root with these variables.

How to Run

Ensure you have your environment variables set (e.g., for the LLM API key). Then, run the following command from the root of the eino-examples repository:

go run ./adk/human-in-the-loop/5_supervisor

You will see the supervisor coordinating between agents, and when a fund transfer is attempted, you'll be prompted to approve or deny the transaction.

Workflow Diagram

graph TD
    A[User Request] --> B{Financial Supervisor};
    B --> C[Delegate to account_agent];
    C --> D[Check Balance];
    D --> E[Return Balance];
    E --> B;
    B --> F[Delegate to transaction_agent];
    F --> G{transfer_funds Tool};
    G --> H[Interrupt: Approval Required];
    H --> I{User Input};
    I -- "Y (Approve)" --> J[Resume: Approved];
    J --> K[Transfer Executed];
    K --> L[Final Response];
    I -- "N (Deny)" --> M[Resume: Denied];
    M --> N[Transfer Cancelled];
    N --> L;