{
  "audit_timestamp": "2026-08-31T13:12:42Z",
  "architecture_audit": {
    "text_runtime_path": "POST /v1/onboarding/{id}/message -> AIOnboardingService -> AIOrchestrator.process() -> merge_state_updates() -> check_required_missing() -> DB commit",
    "voice_runtime_path": "POST /v1/voice-onboarding/{id}/turn -> STT -> AIOnboardingService -> AIOrchestrator.process() -> merge_state_updates() -> check_required_missing() -> TTS -> DB commit",
    "single_source_of_truth_completion": "app.ai.orchestrator.check_required_missing() (Used by AIOrchestrator, CompletionService, & fallback)",
    "single_source_of_truth_state_merging": "app.ai.orchestrator.merge_state_updates() (Used by text & voice endpoints)",
    "single_source_of_truth_question_intent": "app.services.contextual_normalizer.detect_previous_question_intent()",
    "verified_consistent": true
  },
  "scenarios": {
    "SCENARIO_A_ALL_AT_ONCE": {
      "passed": true,
      "extracted_symptoms": 4,
      "extracted_meds": 1,
      "extracted_allergies": 1,
      "extracted_history": 1,
      "completed": true,
      "latency_ms": 9.97
    },
    "SCENARIO_B_OUT_OF_ORDER": {
      "passed": true,
      "symptoms": [
        {
          "name": "தலைவலி",
          "duration": "3 days"
        }
      ],
      "medications": [
        {
          "name": "Metformin",
          "dosage": "500 mg"
        }
      ],
      "allergies": [
        {
          "name": "Reported allergy",
          "type": "unspecified"
        }
      ],
      "latency_ms": 11.5
    },
    "SCENARIO_C_CROSS_LANGUAGE_DEDUP": {
      "passed": true,
      "merged_symptoms": [
        {
          "name": "headache",
          "duration": "3 days",
          "additional_notes": "head feels heavy"
        }
      ],
      "latency_ms": 0.04
    },
    "SCENARIO_D_PATIENT_CORRECTION": {
      "passed": true,
      "final_duration": "5 days",
      "latency_ms": 0.02
    },
    "SCENARIO_E_EXTRA_INFO": {
      "passed": true,
      "symptoms": [
        {
          "name": "தலைவலி",
          "severity": "severe"
        }
      ],
      "latency_ms": 1.1
    },
    "SCENARIO_F_MULTIPLE_SYMPTOMS": {
      "passed": true,
      "symptom_count": 4,
      "symptom_names": [
        "உடல் வலி",
        "தலைவலி",
        "காய்ச்சல்",
        "வாந்தி"
      ],
      "latency_ms": 0.94
    },
    "SCENARIO_G_NOTHING_ELSE": {
      "passed": true,
      "latency_ms": 0.12
    },
    "SCENARIO_H_HISTORY_VOLUNTEERED": {
      "passed": true,
      "medical_history": [
        {
          "condition": "Diabetes"
        }
      ],
      "latency_ms": 1.36
    },
    "SCENARIO_I_MEDICATION_DETAIL": {
      "passed": true,
      "medications": [
        {
          "name": "Metformin",
          "dosage": "500 mg"
        },
        {
          "name": "BP Medication"
        },
        {
          "name": "Tablets (unspecified)"
        }
      ],
      "no_fake_symptoms": true,
      "latency_ms": 0.98
    },
    "SCENARIO_J_ALLERGY_DETAIL": {
      "passed": true,
      "allergies": [
        {
          "name": "Penicillin",
          "reaction": "Rash / Skin reaction"
        }
      ],
      "latency_ms": 1.1
    },
    "SCENARIO_K_MENTAL_HEALTH": {
      "passed": true,
      "reply": "புரியுதுங்க. இந்த மன அழுத்தம் அல்லது கவலை எப்போலிருந்து இருக்குன்னு சொல்ல முடியுமா?",
      "no_unrelated_questions": true,
      "latency_ms": 2.03
    },
    "SCENARIO_L_EMERGENCY_AND_CRISIS": {
      "passed": true,
      "emergency_medical_108": true,
      "crisis_tele_manas_14416": true,
      "latency_ms": 1.69
    },
    "SCENARIO_M_MULTILINGUAL_DURATION": {
      "passed": true,
      "tamil_tanglish_pass": true,
      "telugu_pass": true,
      "kannada_pass": true,
      "hindi_pass": true,
      "latency_ms": 0.99
    },
    "SCENARIO_N_SPECIALTY_ADAPTATION": {
      "passed": true,
      "general_medicine": true,
      "neurology": true,
      "cardiology": true,
      "dermatology": true,
      "psychiatry": true,
      "latency_ms": 0.17
    },
    "QUESTION_SELECTION_AND_NO_PREMATURE_COMPLETION": {
      "passed": true,
      "completed_after_duration_alone": false,
      "repeated_duration_question": false
    }
  },
  "performance_benchmarks": {},
  "safety_audit": {},
  "summary": {
    "total_scenarios": 15,
    "passed_scenarios": 15,
    "failed_scenarios": 0,
    "p0_failures": 0,
    "p1_failures": 0,
    "p2_failures": 0,
    "p3_failures": 0,
    "production_ready": true
  }
}