Autonomous AI agent

Data Retrieval Module

Responsible for retrieving real-time and historical market data from various blockchain and cryptocurrency exchanges.


import logging
import json
class DataRetrieval:
    def __init__(self, data_sources):
        self.data_sources = data_sources
    def retrieve_data(self):
        data = []
        for source in self.data_sources:
            try:
                raw_data = source.get_data()
                processed_data = self.preprocess_data(raw_data)
                data.extend(processed_data)
            except Exception as e:
                logging.error(f"Error retrieving data from {source}: {e}")
        return data
    def preprocess_data(self, raw_data):
        processed_data = []
        return processed_data
    def standardize_data_format(self, data_item):
        return json.dumps(data_item)

Memory Module

A system to store and retrieve relevant data, such as past trades, market conditions, and learned patterns.


class Memory:
    def __init__(self, storage_engine):
        self.storage_engine = storage_engine
    def store_data(self, data):
        for item in data:
            self.storage_engine.insert(item)
    def retrieve_data(self, query):
        return self.storage_engine.search(query)
    def backup_data(self, backup_location):
        self.storage_engine.backup(backup_location)
    def restore_data(self, backup_location):
        self.storage_engine.restore(backup_location)

Analysis & Decision Make Module

Utilizes machine learning algorithms to analyze market data, detect patterns, and make trading decisions based on predefined strategies and adaptive learning.


  import openai
  import askjimmy

  askjimmy.init(INSERT YOUR API KEY HERE)
  askjimmy.record_function('sample function being record')
  def sample_function(...):
  askjimmy.end_session('Success')

Execution Module

Carries out the trading decisions by interacting with the relevant blockchain networks and cryptocurrency exchanges securely.


  import openai
  import askjimmy

  askjimmy.init(INSERT YOUR API KEY HERE)
  askjimmy.record_function('sample function being record')
  def sample_function(...):
  askjimmy.end_session('Success')

Adaptation Module

Continuously monitors the agent's performance and market conditions, and adapts the trading strategies as needed to optimize returns.


  import openai
  import askjimmy

  askjimmy.init(INSERT YOUR API KEY HERE)
  askjimmy.record_function('sample function being record')
  def sample_function(...):
  askjimmy.end_session('Success')