Neural uses Flask and Flask-SocketIO for its API and WebSocket endpoints, with security measures to protect data and access.

• HTTP Basic Auth: The /trace API endpoint and WebSocket connections require basic authentication.
• Configuration: Credentials are stored in config.yaml:

  auth:
    username: "admin"
    password: "your_secure_password"
  
  

• Purpose: Inspired by "HackingNeuralNetworks," --hacky mode analyzes gradient leakage and simulates adversarial inputs to detect security vulnerabilities.
• Usage: neural debug my_model.neural --hacky
• Features:
  • Gradient Leakage: Checks for NaN gradients that could expose model internals.
  • Adversarial Inputs: Simulates noisy inputs to assess robustness.
• Security Note: Use in controlled environments—exposing vulnerabilities could aid attackers if not mitigated.