Random: reproducible experiments without secrecy

Useful to know

random.Random(42) creates a separate pseudorandom generator with a specified initial state. It suits reproducible simulations and examples without necessarily changing the shared generator. [1]

Do not use this predictability for passwords or tokens. The documentation points to secrets for security-sensitive values. For long-term reproduction, record the version and specific algorithm rather than assuming every helper function remains unchanged across releases.