Raahat Scenario Harness

Turn 1

transport transport route_defined active_workflow_snapshot follow_up active_workflow_snapshot

Sticky continuation New slots filled Memory updated Stayed on transport

PASS

User

Tomorrow morning

Assistant

Got it. I can help with transport. How many cats is this for?

What Changed This Turn

Active workflow remained transport.
New slot filled: last_question_key=pet_count.
New slot filled: raw_date_text=tomorrow.
New slot filled: raw_time_text=morning.
New slot filled: request_kind=booking.
New slot filled: time_window=morning.
New slot filled: travel_date=2026-03-17.
New slot filled: trip_kind=unknown.
New slot filled: urgency_class=soon.
Memory updated with area.
Memory updated with date_phrase.
Memory updated with drop_area.
Memory updated with last_non_medical_domain.
Memory updated with pickup_area.
Memory updated with time_text.
Memory updated with time_window.
Memory updated with transport_urgency.
Memory updated with travel_date.
Memory updated with trip_kind.
Snapshot version incremented to 2.

Expectation And Heuristic Results

Expectations

PASS: workflow_name matched expected value 'transport'

Routing And Interpretation

{
  "confidence": 0.89,
  "reason_codes": [
    "active_workflow_snapshot",
    "follow_up",
    "active_workflow_snapshot",
    "follow_up_slot_fill"
  ],
  "route_type": "transport",
  "workflow_name": "transport"
}

{
  "confidence": 0.89,
  "entities": {
    "date_phrase": "tomorrow",
    "time_text": "morning"
  },
  "is_vague": false,
  "primary_domain": "transport",
  "reason": "slot-like follow-up matches active workflow",
  "secondary_domains": [],
  "should_continue_active_workflow": true,
  "should_preempt_active_workflow": false,
  "urgency_signal": "none"
}

Workflow Progress And Intents

{
  "missing_fields": [
    "pet_count"
  ],
  "next_question": "Got it. I can help with transport. How many cats is this for?",
  "notes": [],
  "stage": "route_defined",
  "state_payload": {
    "drop_area": "Baner",
    "handling_requirements": [],
    "last_question_key": "pet_count",
    "pet_count": null,
    "pickup_area": "Aundh",
    "raw_date_text": "tomorrow",
    "raw_time_text": "morning",
    "request_kind": "booking",
    "return_trip_required": null,
    "stage": "route_defined",
    "time_window": "morning",
    "travel_date": "2026-03-17",
    "trip_kind": "unknown",
    "urgency_class": "soon"
  },
  "status": "collecting",
  "summary": "Aundh -> Baner | 2026-03-17 | morning",
  "superseded_by": null,
  "workflow_name": "transport"
}

[]

Conversation Before And After

{
  "active_state_machine": null,
  "active_workflow": {
    "last_question_key": "time_window",
    "missing_fields": [
      "time_window"
    ],
    "next_question": null,
    "stage": "route_defined",
    "started_at": "2026-03-16T22:14:16.254775+00:00",
    "state_payload": {
      "drop_area": "Baner",
      "pickup_area": "Aundh",
      "stage": "route_defined"
    },
    "status": "collecting",
    "summary": null,
    "superseded_by": null,
    "updated_at": "2026-03-16T22:14:16.254780+00:00",
    "version": 1,
    "workflow_name": "transport"
  },
  "current_state": null,
  "entities": {},
  "messages": [],
  "phone": "919900000403",
  "service_actions": [],
  "started_at": "2026-03-16T22:14:16.254804+00:00",
  "triage_state": null,
  "updated_at": "2026-03-16T22:14:16.254804+00:00"
}

{
  "active_state_machine": null,
  "active_workflow": {
    "last_question_key": "pet_count",
    "missing_fields": [
      "pet_count"
    ],
    "next_question": "Got it. I can help with transport. How many cats is this for?",
    "stage": "route_defined",
    "started_at": "2026-03-16T22:14:16.254775+00:00",
    "state_payload": {
      "drop_area": "Baner",
      "handling_requirements": [],
      "last_question_key": "pet_count",
      "pet_count": null,
      "pickup_area": "Aundh",
      "raw_date_text": "tomorrow",
      "raw_time_text": "morning",
      "request_kind": "booking",
      "return_trip_required": null,
      "stage": "route_defined",
      "time_window": "morning",
      "travel_date": "2026-03-17",
      "trip_kind": "unknown",
      "urgency_class": "soon"
    },
    "status": "collecting",
    "summary": "Aundh -> Baner | 2026-03-17 | morning",
    "superseded_by": null,
    "updated_at": "2026-03-16T22:14:16.264852+00:00",
    "version": 2,
    "workflow_name": "transport"
  },
  "current_state": "ROUTE_DEFINED",
  "entities": {
    "area": "Aundh",
    "date_phrase": "tomorrow",
    "drop_area": "Baner",
    "last_non_medical_domain": "transport",
    "pickup_area": "Aundh",
    "time_text": "morning",
    "time_window": "morning",
    "transport_urgency": "soon",
    "travel_date": "2026-03-17",
    "trip_kind": "unknown"
  },
  "messages": [
    {
      "role": "user",
      "source": null,
      "text": "Tomorrow morning",
      "timestamp": "2026-03-16T22:14:16.264880+00:00"
    },
    {
      "role": "assistant",
      "source": "B",
      "text": "Got it. I can help with transport. How many cats is this for?",
      "timestamp": "2026-03-16T22:14:16.264882+00:00"
    }
  ],
  "phone": "919900000403",
  "service_actions": [],
  "started_at": "2026-03-16T22:14:16.264874+00:00",
  "triage_state": null,
  "updated_at": "2026-03-16T22:14:16.264900+00:00"
}

Memory And Trace

{
  "active_state_machine": null,
  "backend": "inmemory",
  "conversation_key_used": "919900000403",
  "conversation_keys": [
    "919900000403",
    "9900000403"
  ],
  "current_state": null,
  "loaded": true,
  "ping_ok": null,
  "redis_enabled": false,
  "thread_message_count": 0,
  "ttl_seconds_remaining": null
}

{
  "active_state_machine": null,
  "backend": "inmemory",
  "conversation_key_used": "919900000403",
  "conversation_keys": [
    "919900000403",
    "9900000403"
  ],
  "current_state": "ROUTE_DEFINED",
  "loaded": true,
  "ping_ok": null,
  "redis_enabled": false,
  "thread_message_count": 2,
  "ttl_seconds_remaining": null
}

[
  {
    "component": "brain",
    "payload": {
      "channel": "scenario_harness",
      "conversation_key": "919900000403",
      "message_text": "Tomorrow morning",
      "normalized_phone": "919900000403",
      "phone": "919900000403"
    },
    "stage": "input",
    "summary": "Received normalized message envelope",
    "timestamp": "2026-03-16T22:14:16.264222+00:00"
  },
  {
    "component": "memory_store",
    "payload": {
      "active_state_machine": null,
      "backend": "inmemory",
      "current_state": null,
      "loaded": true,
      "message_count": 0,
      "storage_key": "919900000403"
    },
    "stage": "memory",
    "summary": "Loaded conversation memory",
    "timestamp": "2026-03-16T22:14:16.264229+00:00"
  },
  {
    "component": "brain",
    "payload": {
      "has_prior_triage_state": false,
      "prior_state_error": null
    },
    "stage": "state",
    "summary": "Parsed prior working state",
    "timestamp": "2026-03-16T22:14:16.264231+00:00"
  },
  {
    "component": "brain",
    "payload": {
      "compact_payload_keys": [
        "incoming_message"
      ],
      "has_conversation": true,
      "has_customer": false,
      "has_icp": false,
      "has_profile": false,
      "recent_import_count": 0,
      "storage_key": "919900000403"
    },
    "stage": "context",
    "summary": "Assembled SessionContext for the turn",
    "timestamp": "2026-03-16T22:14:16.264235+00:00"
  },
  {
    "component": "contact_resolver",
    "payload": {
      "confidence": 0.0,
      "customer_id": null,
      "display_name": null,
      "matched_phone": null,
      "status": "UNKNOWN"
    },
    "stage": "decision",
    "summary": "Resolved sender contact status",
    "timestamp": "2026-03-16T22:14:16.264241+00:00"
  },
  {
    "component": "turn_interpretation",
    "payload": {
      "confidence": 0.89,
      "contact_status": "UNKNOWN",
      "entities": {
        "date_phrase": "tomorrow",
        "time_text": "morning"
      },
      "is_vague": false,
      "primary_domain": "transport",
      "reason": "slot-like follow-up matches active workflow",
      "secondary_domains": [],
      "should_continue_active_workflow": true,
      "should_preempt_active_workflow": false,
      "urgency_signal": "none"
    },
    "stage": "decision",
    "summary": "Resolved turn interpretation deterministically",
    "timestamp": "2026-03-16T22:14:16.264454+00:00"
  },
  {
    "component": "profile_context",
    "payload": {
      "phone": "919900000403"
    },
    "stage": "context",
    "summary": "No customer matched provided phone",
    "timestamp": "2026-03-16T22:14:16.264460+00:00"
  },
  {
    "component": "entry_policy",
    "payload": {
      "allow_identity_question": false,
      "bypass_onboarding": true,
      "defer_existing_workflow": false,
      "preempt_active_workflow": false,
      "reason": "existing active workflow should continue unless urgency preempts it",
      "run_welcome_orientation": false,
      "selected_posture": "continue_active"
    },
    "stage": "decision",
    "summary": "Determined entry posture for this turn",
    "timestamp": "2026-03-16T22:14:16.264462+00:00"
  },
  {
    "component": "intent_parser",
    "payload": {
      "continue_active_workflow": true,
      "primary_intent": "transport_request",
      "reason": "continue_active_workflow_snapshot_from_follow_up",
      "resolved_state_machine": "transport",
      "workflow_source": "active_workflow"
    },
    "stage": "decision",
    "summary": "Resolved primary intent and state machine",
    "timestamp": "2026-03-16T22:14:16.264526+00:00"
  },
  {
    "component": "context_builder",
    "payload": {
      "active_workflow": "transport",
      "background_fact_count": 0,
      "current_step": "route_defined",
      "foreground_fact_count": 4,
      "prompt_family": "general",
      "purpose": "workflow_response"
    },
    "stage": "context",
    "summary": "Built workflow-response context slice for prompt assembly",
    "timestamp": "2026-03-16T22:14:16.264589+00:00"
  },
  {
    "component": "workflow",
    "payload": {
      "action_intents": [],
      "missing_fields": [
        "pet_count"
      ],
      "next_question": "Got it. I can help with transport. How many cats is this for?",
      "stage": "route_defined",
      "status": "collecting",
      "summary": "Aundh -> Baner | 2026-03-17 | morning",
      "workflow_name": "transport"
    },
    "stage": "decision",
    "summary": "Executed deterministic workflow handler",
    "timestamp": "2026-03-16T22:14:16.264864+00:00"
  },
  {
    "component": "memory_store",
    "payload": {
      "active_state_machine": null,
      "current_state": "ROUTE_DEFINED",
      "message_count_after": 2,
      "storage_key": "919900000403"
    },
    "stage": "mutation",
    "summary": "Persisted updated conversation memory",
    "timestamp": "2026-03-16T22:14:16.265209+00:00"
  }
]

Turn 2

concierge concierge completed turn_interpretation_domain

Stage advanced New slots filled Memory updated Route changed Expectation failure Heuristic warning

LIKELY BUG LIKELY BUG

User

Return trip also needed

Assistant

I can help with boarding, transport, clinic guidance, and general cat-care planning. Tell me which part you need help with and I’ll route it properly.

What Changed This Turn

Workflow changed transport -> concierge.
Stage advanced route_defined -> completed.
Route changed to concierge.
New slot filled: topic=service_discovery.
New slot filled: user_goal=information.
Memory updated with last_non_medical_domain.
Snapshot version incremented to 3.

Expectation And Heuristic Results

Expectations

LIKELY BUG: workflow_name expected 'transport' but got 'concierge'

Heuristics

LIKELY BUG: Terse follow-up may have broken workflow stickiness

Routing And Interpretation

{
  "confidence": 0.35,
  "reason_codes": [
    "turn_interpretation_domain"
  ],
  "route_type": "concierge",
  "workflow_name": "concierge"
}

{
  "confidence": 0.35,
  "entities": {},
  "is_vague": false,
  "primary_domain": "general",
  "reason": "deterministic interpretation is ambiguous; llm fallback unavailable: Error code: 401 - {'error': {'message': 'Incorrect API key provided: sk-proj-**************************************************************************************************************************************************************hhwA. You can find your API key at https://platform.openai.com/account/api-keys.', 'type': 'invalid_request_error', 'code': 'invalid_api_key', 'param': None}, 'status': 401}",
  "secondary_domains": [],
  "should_continue_active_workflow": false,
  "should_preempt_active_workflow": false,
  "urgency_signal": "none"
}

Workflow Progress And Intents

{
  "missing_fields": [],
  "next_question": null,
  "notes": [],
  "stage": "completed",
  "state_payload": {
    "conversion_target_workflow": null,
    "last_question_key": null,
    "location": null,
    "service_interest": null,
    "stage": "completed",
    "subtopic": null,
    "topic": "service_discovery",
    "user_goal": "information"
  },
  "status": "completed",
  "summary": "I can help with boarding, transport, clinic guidance, and general cat-care planning. Tell me which part you need help with and I’ll route it properly.",
  "superseded_by": null,
  "workflow_name": "concierge"
}

[
  {
    "action_type": "recommend_service",
    "idempotency_key": "2af935ce0e5404d0",
    "metadata": {
      "missing_fields": [],
      "normalized_slots": {
        "location": null,
        "service_interest": null,
        "topic": "service_discovery",
        "user_goal": "information"
      },
      "snapshot_version": null,
      "workflow_name": "concierge",
      "workflow_stage": "completed"
    },
    "payload": {
      "location": null,
      "service_interest": null,
      "topic": "service_discovery",
      "user_goal": "information"
    },
    "priority": "normal",
    "reason": "concierge answered a service discovery or informational request",
    "requires_admin_review": false,
    "source_workflow": "concierge",
    "status": "proposed",
    "user_visible": true
  }
]

Conversation Before And After

{
  "active_state_machine": null,
  "active_workflow": {
    "last_question_key": "pet_count",
    "missing_fields": [
      "pet_count"
    ],
    "next_question": "Got it. I can help with transport. How many cats is this for?",
    "stage": "route_defined",
    "started_at": "2026-03-16T22:14:16.254775+00:00",
    "state_payload": {
      "drop_area": "Baner",
      "handling_requirements": [],
      "last_question_key": "pet_count",
      "pet_count": null,
      "pickup_area": "Aundh",
      "raw_date_text": "tomorrow",
      "raw_time_text": "morning",
      "request_kind": "booking",
      "return_trip_required": null,
      "stage": "route_defined",
      "time_window": "morning",
      "travel_date": "2026-03-17",
      "trip_kind": "unknown",
      "urgency_class": "soon"
    },
    "status": "collecting",
    "summary": "Aundh -> Baner | 2026-03-17 | morning",
    "superseded_by": null,
    "updated_at": "2026-03-16T22:14:16.264852+00:00",
    "version": 2,
    "workflow_name": "transport"
  },
  "current_state": "ROUTE_DEFINED",
  "entities": {
    "area": "Aundh",
    "date_phrase": "tomorrow",
    "drop_area": "Baner",
    "last_non_medical_domain": "transport",
    "pickup_area": "Aundh",
    "time_text": "morning",
    "time_window": "morning",
    "transport_urgency": "soon",
    "travel_date": "2026-03-17",
    "trip_kind": "unknown"
  },
  "messages": [
    {
      "role": "user",
      "source": null,
      "text": "Tomorrow morning",
      "timestamp": "2026-03-16T22:14:16.264880+00:00"
    },
    {
      "role": "assistant",
      "source": "B",
      "text": "Got it. I can help with transport. How many cats is this for?",
      "timestamp": "2026-03-16T22:14:16.264882+00:00"
    }
  ],
  "phone": "919900000403",
  "service_actions": [],
  "started_at": "2026-03-16T22:14:16.264874+00:00",
  "triage_state": null,
  "updated_at": "2026-03-16T22:14:16.264900+00:00"
}

{
  "active_state_machine": null,
  "active_workflow": {
    "last_question_key": null,
    "missing_fields": [],
    "next_question": null,
    "stage": "completed",
    "started_at": "2026-03-16T22:14:16.254775+00:00",
    "state_payload": {
      "conversion_target_workflow": null,
      "last_question_key": null,
      "location": null,
      "service_interest": null,
      "stage": "completed",
      "subtopic": null,
      "topic": "service_discovery",
      "user_goal": "information"
    },
    "status": "completed",
    "summary": "I can help with boarding, transport, clinic guidance, and general cat-care planning. Tell me which part you need help with and I’ll route it properly.",
    "superseded_by": null,
    "updated_at": "2026-03-16T22:14:16.555923+00:00",
    "version": 3,
    "workflow_name": "concierge"
  },
  "current_state": "COMPLETED",
  "entities": {
    "area": "Aundh",
    "date_phrase": "tomorrow",
    "drop_area": "Baner",
    "last_non_medical_domain": "general",
    "pickup_area": "Aundh",
    "time_text": "morning",
    "time_window": "morning",
    "transport_urgency": "soon",
    "travel_date": "2026-03-17",
    "trip_kind": "unknown"
  },
  "messages": [
    {
      "role": "user",
      "source": null,
      "text": "Tomorrow morning",
      "timestamp": "2026-03-16T22:14:16.264880+00:00"
    },
    {
      "role": "assistant",
      "source": "B",
      "text": "Got it. I can help with transport. How many cats is this for?",
      "timestamp": "2026-03-16T22:14:16.264882+00:00"
    },
    {
      "role": "user",
      "source": null,
      "text": "Return trip also needed",
      "timestamp": "2026-03-16T22:14:16.555958+00:00"
    },
    {
      "role": "assistant",
      "source": "B",
      "text": "I can help with boarding, transport, clinic guidance, and general cat-care planning. Tell me which part you need help with and I’ll route it properly.",
      "timestamp": "2026-03-16T22:14:16.555960+00:00"
    }
  ],
  "phone": "919900000403",
  "service_actions": [],
  "started_at": "2026-03-16T22:14:16.264874+00:00",
  "triage_state": null,
  "updated_at": "2026-03-16T22:14:16.555977+00:00"
}

Memory And Trace

{
  "active_state_machine": null,
  "backend": "inmemory",
  "conversation_key_used": "919900000403",
  "conversation_keys": [
    "919900000403",
    "9900000403"
  ],
  "current_state": "ROUTE_DEFINED",
  "loaded": true,
  "ping_ok": null,
  "redis_enabled": false,
  "thread_message_count": 2,
  "ttl_seconds_remaining": null
}

{
  "active_state_machine": null,
  "backend": "inmemory",
  "conversation_key_used": "919900000403",
  "conversation_keys": [
    "919900000403",
    "9900000403"
  ],
  "current_state": "COMPLETED",
  "loaded": true,
  "ping_ok": null,
  "redis_enabled": false,
  "thread_message_count": 4,
  "ttl_seconds_remaining": null
}

[
  {
    "component": "brain",
    "payload": {
      "channel": "scenario_harness",
      "conversation_key": "919900000403",
      "message_text": "Return trip also needed",
      "normalized_phone": "919900000403",
      "phone": "919900000403"
    },
    "stage": "input",
    "summary": "Received normalized message envelope",
    "timestamp": "2026-03-16T22:14:16.267669+00:00"
  },
  {
    "component": "memory_store",
    "payload": {
      "active_state_machine": null,
      "backend": "inmemory",
      "current_state": "ROUTE_DEFINED",
      "loaded": true,
      "message_count": 2,
      "storage_key": "919900000403"
    },
    "stage": "memory",
    "summary": "Loaded conversation memory",
    "timestamp": "2026-03-16T22:14:16.267673+00:00"
  },
  {
    "component": "brain",
    "payload": {
      "has_prior_triage_state": false,
      "prior_state_error": null
    },
    "stage": "state",
    "summary": "Parsed prior working state",
    "timestamp": "2026-03-16T22:14:16.267674+00:00"
  },
  {
    "component": "brain",
    "payload": {
      "compact_payload_keys": [
        "incoming_message"
      ],
      "has_conversation": true,
      "has_customer": false,
      "has_icp": false,
      "has_profile": false,
      "recent_import_count": 0,
      "storage_key": "919900000403"
    },
    "stage": "context",
    "summary": "Assembled SessionContext for the turn",
    "timestamp": "2026-03-16T22:14:16.267677+00:00"
  },
  {
    "component": "contact_resolver",
    "payload": {
      "confidence": 0.0,
      "customer_id": null,
      "display_name": null,
      "matched_phone": null,
      "status": "UNKNOWN"
    },
    "stage": "decision",
    "summary": "Resolved sender contact status",
    "timestamp": "2026-03-16T22:14:16.267681+00:00"
  },
  {
    "component": "turn_interpretation",
    "payload": {
      "active_workflow": null,
      "deterministic_interpretation": {
        "confidence": 0.35,
        "is_vague": false,
        "primary_domain": "general",
        "reason": "deterministic interpretation is ambiguous",
        "urgency_signal": "none"
      },
      "message": "Return trip also needed",
      "model": "gpt-5.4"
    },
    "stage": "llm_request",
    "summary": "Calling small interpretation model because deterministic interpretation was ambiguous",
    "timestamp": "2026-03-16T22:14:16.267885+00:00"
  },
  {
    "component": "turn_interpretation",
    "payload": {
      "confidence": 0.35,
      "contact_status": "UNKNOWN",
      "entities": {},
      "is_vague": false,
      "primary_domain": "general",
      "reason": "deterministic interpretation is ambiguous; llm fallback unavailable: Error code: 401 - {'error': {'message': 'Incorrect API key provided: sk-proj-**************************************************************************************************************************************************************hhwA. You can find your API key at https://platform.openai.com/account/api-keys.', 'type': 'invalid_request_error', 'code': 'invalid_api_key', 'param': None}, 'status': 401}",
      "secondary_domains": [],
      "should_continue_active_workflow": false,
      "should_preempt_active_workflow": false,
      "urgency_signal": "none"
    },
    "stage": "decision",
    "summary": "Fell back to deterministic interpretation because LLM-assisted interpretation was unavailable",
    "timestamp": "2026-03-16T22:14:16.555594+00:00"
  },
  {
    "component": "profile_context",
    "payload": {
      "phone": "919900000403"
    },
    "stage": "context",
    "summary": "No customer matched provided phone",
    "timestamp": "2026-03-16T22:14:16.555614+00:00"
  },
  {
    "component": "entry_policy",
    "payload": {
      "allow_identity_question": true,
      "bypass_onboarding": false,
      "defer_existing_workflow": false,
      "preempt_active_workflow": false,
      "reason": "unknown contact with a clear non-urgent request can allow one light identity question later",
      "run_welcome_orientation": false,
      "selected_posture": "light_onboarding"
    },
    "stage": "decision",
    "summary": "Determined entry posture for this turn",
    "timestamp": "2026-03-16T22:14:16.555617+00:00"
  },
  {
    "component": "intent_parser",
    "payload": {
      "continue_active_workflow": false,
      "primary_intent": "general_inquiry",
      "reason": "turn_interpretation_domain_route",
      "resolved_state_machine": "concierge",
      "workflow_source": "intent_match"
    },
    "stage": "decision",
    "summary": "Resolved primary intent and state machine",
    "timestamp": "2026-03-16T22:14:16.555694+00:00"
  },
  {
    "component": "context_builder",
    "payload": {
      "active_workflow": "concierge",
      "background_fact_count": 0,
      "current_step": "ROUTE_DEFINED",
      "foreground_fact_count": 2,
      "prompt_family": "general",
      "purpose": "workflow_response"
    },
    "stage": "context",
    "summary": "Built workflow-response context slice for prompt assembly",
    "timestamp": "2026-03-16T22:14:16.555730+00:00"
  },
  {
    "component": "workflow",
    "payload": {
      "action_intents": [
        {
          "action_type": "recommend_service",
          "idempotency_key": "2af935ce0e5404d0",
          "metadata": {
            "missing_fields": [],
            "normalized_slots": {
              "location": null,
              "service_interest": null,
              "topic": "service_discovery",
              "user_goal": "information"
            },
            "snapshot_version": null,
            "workflow_name": "concierge",
            "workflow_stage": "completed"
          },
          "payload": {
            "location": null,
            "service_interest": null,
            "topic": "service_discovery",
            "user_goal": "information"
          },
          "priority": "normal",
          "reason": "concierge answered a service discovery or informational request",
          "requires_admin_review": false,
          "source_workflow": "concierge",
          "status": "proposed",
          "user_visible": true
        }
      ],
      "missing_fields": [],
      "next_question": null,
      "stage": "completed",
      "status": "completed",
      "summary": "I can help with boarding, transport, clinic guidance, and general cat-care planning. Tell me which part you need help with and I’ll route it properly.",
      "workflow_name": "concierge"
    },
    "stage": "decision",
    "summary": "Executed deterministic workflow handler",
    "timestamp": "2026-03-16T22:14:16.555943+00:00"
  },
  {
    "component": "memory_store",
    "payload": {
      "active_state_machine": null,
      "current_state": "COMPLETED",
      "message_count_after": 4,
      "storage_key": "919900000403"
    },
    "stage": "mutation",
    "summary": "Persisted updated conversation memory",
    "timestamp": "2026-03-16T22:14:16.556395+00:00"
  }
]

Raahat Scenario Harness

Resume Active Workflow

Scenario Summary

Seed State

Current Runtime State

Checks And Lifecycle

Final Outcome

Final Route

Final Workflow / State

Final Stage

Expectation Totals

Heuristic Totals

Missing Fields

Lifecycle Events Seen

What Changed This Turn

Expectation And Heuristic Results

Expectations

What Changed This Turn

Expectation And Heuristic Results

Expectations

Heuristics