from __future__ import annotations import argparse import json from pathlib import Path def classify(row: dict) -> dict: if not row["opt_in"]: decision = "DISQUALIFY" elif row["urgency"] >= 2 and row["fit_score"] >= 0.70 and row["budget_band"] in {"medium", "high"}: decision = "PRIORITIZE" elif row["fit_score"] >= 0.50: decision = "NURTURE" else: decision = "DISQUALIFY" return {"classification": decision, "human_review_required": True, "no_automatic_contact": True} def main() -> None: parser = argparse.ArgumentParser() parser.add_argument("record_json", type=Path) args = parser.parse_args() print(json.dumps(classify(json.loads(args.record_json.read_text(encoding="utf-8"))), ensure_ascii=False, indent=2)) if __name__ == "__main__": main()