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AI Agent for Translating Natural Language into Blockchain Transactions

This AI agent is designed to convert natural language prompts into a sequence of transactions with precision and efficiency.

As of September 18, 2024, it can accurately generate a multi-step batch transaction from a simple description in under 1 minute.

Demo

Input

Stake 0.3 ETH with Lido and restake on Eigenpie"

Output

The following shows the output in pretty format. (The actual output is a JSON object)

Original Intent: Stake 0.3 ETH with Lido and restake on Eigenpie
==================================================
#1
Transaction Description:
  Stake 0.3 ETH to Lido.

Transaction Parameters:
  From:    0xd8dA6BF26964aF9D7eEd9e03E53415D37aA96045
  To:      0xae7ab96520de3a18e5e111b5eaab095312d7fe84
  Data:    0x
  Value:   0x429d069189e0000

Transaction Summary:
  +0.299999999999999999 steth
  -0.3 eth
--------------------------------------------------
#2
Transaction Description:
  Approve 0.299999999999999999 stETH to Eigenpie.

Transaction Parameters:
  From:    0xd8dA6BF26964aF9D7eEd9e03E53415D37aA96045
  To:      0xae7ab96520de3a18e5e111b5eaab095312d7fe84
  Data:    0x095ea7b300000000000000000000000024db6717db1c75b9db6ea47164d8730b63875db70000000000000000000000000000000000000000000000000429d069189dffff
  Value:   0x0
--------------------------------------------------
#3
Transaction Description:
  Stake 0.299999999999999999 stETH to Eigenpie.

Transaction Parameters:
  From:    0xd8dA6BF26964aF9D7eEd9e03E53415D37aA96045
  To:      0x24db6717dB1C75B9Db6eA47164D8730B63875dB7
  Data:    0x2ebe07c8000000000000000000000000ae7ab96520de3a18e5e111b5eaab095312d7fe840000000000000000000000000000000000000000000000000429d069189dffff00000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000
  Value:   0x0

Transaction Summary:
  +0.29316210172728706 msteth
  -0.299999999999999999 steth
--------------------------------------------------

Workflow

workflow

  1. Planner: Convert User Intent into Concrete Steps

    • Input: Natural language prompt (e.g., "Stake 0.03 ETH with Lido and deposit to Eigenpie.")
    • Task: Translate the user’s intent into concrete steps.
    • Output: List of steps (e.g., "Stake 0.03 ETH to Lido", "Approve stETH to Eigenpie", "Stake stETH to Eigenpie")

  2. Converter: Convert Steps into Transaction Parameters

    • Input: Each step from the previous phase (e.g., "Stake 0.03 ETH to Lido")
    • Task: For each step, convert it into appropriate transaction parameters.
    • Output: Transaction parameters for each step.

  3. Simulator: Simulate Transactions

    • Input: Transaction parameters for each step.
    • Task: Simulate the transaction to ensure feasibility.
    • Output: Simulation results, including whether the step succeeded or failed, and any necessary adjustments.

  4. Replanner: Refine & Update Steps

    • Input: Results from simulation
    • Task: Refine each step as needed based on the simulation results.
      • If the simulation fails (e.g., invalid parameters), adjust the parameters.
      • If the step passes simulation, mark it as successful.
    • Output: Updated steps, ready to be presented to the user.

  5. Return Results to User

    • Input: Finalized steps.
    • Task: Return the list of steps and their associated transaction parameters to the user.
    • Output: A object containing the steps and their associated transaction details.

Set up

Create a .env file in the root directory of the project and add the following environment variables:

# For LangSmith tracing
LANGCHAIN_API_KEY=

# AI providers
OPENAI_API_KEY=