from __future__ import annotations from typing import List from deltaforge_skeleton.core import PlanDelta class ADMMCoordinator: """Lightweight, production-friendly ADMM-lite coordinator for cross-venue coherence. This is intentionally tiny: it augments an existing PlanDelta with a detectable ADMM coordination step. It is safe to disable or remove this in environments that do not require cross-venue coordination. """ def __init__(self, rho: float = 1.0): self.rho = rho def coordinate(self, plan: PlanDelta, venues: List[str]) -> PlanDelta: if not plan or not plan.steps: return plan # Minimal ADMM-like annotation to indicate coordination happened venues_str = ",".join(venues) if venues else "[]" plan.steps.append(f"ADMM_COORDINATE between [{venues_str}] with rho={self.rho}") return plan