from __future__ import annotations from typing import Any class DeviceRuntime: """Minimal on-device runtime abstraction. This is intentionally lightweight and designed to be extended. """ def __init__(self, device: str = "generic-arm-v8") -> None: self.device = device self.initialized = False def initialize(self, config: dict[str, Any] | None = None) -> None: # Initialize runtime with optional device-specific config self.initialized = True def infer(self, inputs: Any) -> Any: if not self.initialized: raise RuntimeError("DeviceRuntime not initialized") # Placeholder: return inputs as mock inference result return {"result": inputs} def plan(self, state: Any) -> Any: if not self.initialized: raise RuntimeError("DeviceRuntime not initialized") # Placeholder planning: echo back state as plan delta return {"plan_delta": state}