feat(ai-onboarding): enhance conversation flow, prompt rules & update Postman environment port to 8001
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{
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"audit_timestamp": "2026-08-31T13:12:42Z",
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"architecture_audit": {
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"text_runtime_path": "POST /v1/onboarding/{id}/message -> AIOnboardingService -> AIOrchestrator.process() -> merge_state_updates() -> check_required_missing() -> DB commit",
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"voice_runtime_path": "POST /v1/voice-onboarding/{id}/turn -> STT -> AIOnboardingService -> AIOrchestrator.process() -> merge_state_updates() -> check_required_missing() -> TTS -> DB commit",
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"single_source_of_truth_completion": "app.ai.orchestrator.check_required_missing() (Used by AIOrchestrator, CompletionService, & fallback)",
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"single_source_of_truth_state_merging": "app.ai.orchestrator.merge_state_updates() (Used by text & voice endpoints)",
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"single_source_of_truth_question_intent": "app.services.contextual_normalizer.detect_previous_question_intent()",
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"verified_consistent": true
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},
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"scenarios": {
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"SCENARIO_A_ALL_AT_ONCE": {
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"passed": true,
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"extracted_symptoms": 4,
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"extracted_meds": 1,
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"extracted_allergies": 1,
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"extracted_history": 1,
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"completed": true,
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"latency_ms": 9.97
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},
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"SCENARIO_B_OUT_OF_ORDER": {
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"passed": true,
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"symptoms": [
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{
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"name": "தலைவலி",
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"duration": "3 days"
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}
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],
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"medications": [
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{
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"name": "Metformin",
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"dosage": "500 mg"
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}
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],
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"allergies": [
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{
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"name": "Reported allergy",
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"type": "unspecified"
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}
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],
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"latency_ms": 11.5
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},
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"SCENARIO_C_CROSS_LANGUAGE_DEDUP": {
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"passed": true,
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"merged_symptoms": [
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{
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"name": "headache",
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"duration": "3 days",
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"additional_notes": "head feels heavy"
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}
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],
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"latency_ms": 0.04
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},
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"SCENARIO_D_PATIENT_CORRECTION": {
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"passed": true,
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"final_duration": "5 days",
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"latency_ms": 0.02
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},
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"SCENARIO_E_EXTRA_INFO": {
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"passed": true,
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"symptoms": [
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{
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"name": "தலைவலி",
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"severity": "severe"
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}
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],
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"latency_ms": 1.1
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},
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"SCENARIO_F_MULTIPLE_SYMPTOMS": {
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"passed": true,
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"symptom_count": 4,
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"symptom_names": [
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"உடல் வலி",
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"தலைவலி",
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"காய்ச்சல்",
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"வாந்தி"
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],
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"latency_ms": 0.94
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},
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"SCENARIO_G_NOTHING_ELSE": {
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"passed": true,
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"latency_ms": 0.12
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},
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"SCENARIO_H_HISTORY_VOLUNTEERED": {
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"passed": true,
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"medical_history": [
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{
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"condition": "Diabetes"
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}
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],
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"latency_ms": 1.36
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},
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"SCENARIO_I_MEDICATION_DETAIL": {
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"passed": true,
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"medications": [
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{
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"name": "Metformin",
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"dosage": "500 mg"
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},
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{
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"name": "BP Medication"
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},
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{
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"name": "Tablets (unspecified)"
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}
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],
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"no_fake_symptoms": true,
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"latency_ms": 0.98
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},
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"SCENARIO_J_ALLERGY_DETAIL": {
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"passed": true,
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"allergies": [
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{
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"name": "Penicillin",
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"reaction": "Rash / Skin reaction"
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}
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],
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"latency_ms": 1.1
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},
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"SCENARIO_K_MENTAL_HEALTH": {
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"passed": true,
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"reply": "புரியுதுங்க. இந்த மன அழுத்தம் அல்லது கவலை எப்போலிருந்து இருக்குன்னு சொல்ல முடியுமா?",
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"no_unrelated_questions": true,
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"latency_ms": 2.03
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},
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"SCENARIO_L_EMERGENCY_AND_CRISIS": {
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"passed": true,
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"emergency_medical_108": true,
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"crisis_tele_manas_14416": true,
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"latency_ms": 1.69
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},
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"SCENARIO_M_MULTILINGUAL_DURATION": {
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"passed": true,
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"tamil_tanglish_pass": true,
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"telugu_pass": true,
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"kannada_pass": true,
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"hindi_pass": true,
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"latency_ms": 0.99
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},
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"SCENARIO_N_SPECIALTY_ADAPTATION": {
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"passed": true,
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"general_medicine": true,
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"neurology": true,
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"cardiology": true,
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"dermatology": true,
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"psychiatry": true,
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"latency_ms": 0.17
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},
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"QUESTION_SELECTION_AND_NO_PREMATURE_COMPLETION": {
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"passed": true,
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"completed_after_duration_alone": false,
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"repeated_duration_question": false
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}
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},
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"performance_benchmarks": {},
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"safety_audit": {},
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"summary": {
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"total_scenarios": 15,
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"passed_scenarios": 15,
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"failed_scenarios": 0,
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"p0_failures": 0,
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"p1_failures": 0,
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"p2_failures": 0,
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"p3_failures": 0,
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"production_ready": true
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}
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}
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