from __future__ import annotations from typing import Any, Protocol class VisionCaptioner(Protocol): def generate_caption(self, image_path: str, found_location: str = "", staff_note: str = "") -> dict[str, str]: ... class TextReasoner(Protocol): # Staff-side matching and message drafting are required of every adapter. # The claimant conversation is real-mode only: MiniCPM5 additionally # implements ``claim_chat(conversation, user_message, guidance)``. Mock mode # answers from the deterministic planner in ``conversation.plan_turn``; see # services.claim_chat_step. def match_claim(self, claim: dict[str, Any], items: list[dict[str, Any]]) -> dict[str, Any]: ... def draft_message(self, claim: dict[str, Any], item: dict[str, Any] | None = None) -> str: ...