مستقلة عن بيئة النشر. تتوسّع بإضافة الوحدات لا بتغيير المنصة.

{
  "decision": "HOLD_FOR_REVIEW",
  "latency_ms": 184,
  "top_match": { "list": "SANCTIONS", "score": 0.87 },
  "explanation": [
    { "feature": "name_similarity", "shap": 0.31 },
    { "feature": "translit_variant", "shap": 0.12 },
    { "feature": "dob_absent", "shap": -0.05 }
  ],
  "version_vector": {
    "input_hash": "sha256:9f3a…c41e",
    "list_version": "2026.10.13-02",
    "engine_version": "4.2.1",
    "profile_version": "rt-payments@7",
    "config_version": "cfg-118",
    "rule_version": "rules-62",
    "model_version": "fp-reducer@0.9.3"
  }
}