import hashlib from typing import Dict def environment_hash(dependencies: Dict[str, str]) -> str: # Deterministic fingerprint of an environment manifest (e.g., pip/conda deps) items = sorted(dependencies.items()) payload = {"deps": items} serialized = str(payload).encode("utf-8") return hashlib.sha256(serialized).hexdigest()