MCP Reasoning Engine

from __future__ import annotations from abc import ABC, abstractmethod from typing import Any, Dict, List, Optional class ReasoningLLM(ABC): """Pluggable LLM interface for the engine.""" @abstractmethod def generate(self, *, system: str, user: str, context_chunks: List[Dict[str, str]]) -> Dict[str, Any]: """Return a dict matching the universal schema.""" @abstractmethod def revise(self, *, system: str, user: str, context_chunks: List[Dict[str, str]], draft: Dict[str, Any], feedback: List[str]) -> Dict[str, Any]: """Return a revised dict matching the universal schema."""