from __future__ import annotations import time def _timestamp_ms() -> str: return str(int(time.time() * 1000)) def generate_experiment_key() -> str: """Generate a system-managed experiment key, e.g. EX1742601234567.""" return f"EX{_timestamp_ms()}" def generate_variant_key() -> str: """Generate a system-managed variant key, e.g. VA1742601234567.""" return f"VA{_timestamp_ms()}"