"""Contradiction handling via a light validity window — supersede, don't delete.
[v1 — stub] (the moat: stay correct as facts change)."""
from __future__ import annotations
def supersede(*args, **kwargs):  # pragma: no cover - [v1]
    raise NotImplementedError("Contradiction handling is a v1 component.")