Raahat Scenario Harness

Curated conversation replay against the real runtime with stepwise diagnostics, readable deltas, and deterministic checks.

Fall From Height

medical_fall_from_height · medical · 1/2 turns executed

Scenario Summary

IDmedical_fall_from_height
TitleFall From Height
Categorymedical
Turns1/2
Run Statepartial
emergency trauma multi_turn

Seed State

UserUnknown user
Phone919900000002
Seed Workflow
Seed State Machine

Current Runtime State

Routemedical_triage
Workflowmedical_triage
State Machinemedical_triage
Stage

Checks And Lifecycle

Expectations Passed1
Expectations Failed0
Heuristic Warnings0
Final assessmentPartial replay only; continue stepping for a full assessment.

Final Outcome

Partial

Completed vs partial run state.

Final Route

medical_triage

Current route at the end of the replay.

Final Workflow / State

medical_triage

Workflow preferred; state machine shown if no workflow is active.

Final Stage

Resolved from workflow progress or active snapshot.

Expectation Totals

Pass 1 Fail 0

Heuristic Totals

Warnings 0

Missing Fields

No unresolved workflow fields.

Lifecycle Events Seen

No notable lifecycle events yet.
Turn 1
medical_triage medical_triage intent_match
PASS
User
My cat fell from the third floor and is breathing fast
Assistant

What Changed This Turn

  • No material state change.

Expectation And Heuristic Results

Expectations
PASS: route_type matched expected value 'medical_triage'
Routing And Interpretation
{
  "confidence": 0.9,
  "reason_codes": [
    "intent_match"
  ],
  "route_type": "medical_triage",
  "workflow_name": "medical_triage"
}
{
  "confidence": 0.9,
  "entities": {
    "symptom_phrases": [
      "breathing"
    ]
  },
  "is_vague": false,
  "primary_domain": "medical",
  "reason": "clear medical request",
  "secondary_domains": [],
  "should_continue_active_workflow": false,
  "should_preempt_active_workflow": false,
  "urgency_signal": "low"
}
Workflow Progress And Intents
null
[]
Conversation Before And After
{
  "active_state_machine": null,
  "active_workflow": null,
  "current_state": null,
  "entities": {},
  "messages": [],
  "phone": "919900000002",
  "service_actions": [],
  "started_at": "2026-03-16T22:31:10.579405+00:00",
  "triage_state": null,
  "updated_at": "2026-03-16T22:31:10.579407+00:00"
}
{
  "active_state_machine": "medical_triage",
  "active_workflow": null,
  "current_state": null,
  "entities": {},
  "messages": [
    {
      "role": "user",
      "source": null,
      "text": "My cat fell from the third floor and is breathing fast",
      "timestamp": "2026-03-16T22:31:10.934153+00:00"
    }
  ],
  "phone": "919900000002",
  "service_actions": [],
  "started_at": "2026-03-16T22:31:10.934149+00:00",
  "triage_state": null,
  "updated_at": "2026-03-16T22:31:10.934158+00:00"
}
Memory And Trace
{
  "active_state_machine": null,
  "backend": "inmemory",
  "conversation_key_used": "919900000002",
  "conversation_keys": [
    "919900000002",
    "9900000002"
  ],
  "current_state": null,
  "loaded": true,
  "ping_ok": null,
  "redis_enabled": false,
  "thread_message_count": 0,
  "ttl_seconds_remaining": null
}
{
  "active_state_machine": "medical_triage",
  "backend": "inmemory",
  "conversation_key_used": "919900000002",
  "conversation_keys": [
    "919900000002",
    "9900000002"
  ],
  "current_state": null,
  "loaded": true,
  "ping_ok": null,
  "redis_enabled": false,
  "thread_message_count": 1,
  "ttl_seconds_remaining": null
}
[
  {
    "component": "brain",
    "payload": {
      "channel": "scenario_harness",
      "conversation_key": "919900000002",
      "message_text": "My cat fell from the third floor and is breathing fast",
      "normalized_phone": "919900000002",
      "phone": "919900000002"
    },
    "stage": "input",
    "summary": "Received normalized message envelope",
    "timestamp": "2026-03-16T22:31:10.583488+00:00"
  },
  {
    "component": "memory_store",
    "payload": {
      "active_state_machine": null,
      "backend": "inmemory",
      "current_state": null,
      "loaded": true,
      "message_count": 0,
      "storage_key": "919900000002"
    },
    "stage": "memory",
    "summary": "Loaded conversation memory",
    "timestamp": "2026-03-16T22:31:10.583493+00:00"
  },
  {
    "component": "brain",
    "payload": {
      "has_prior_triage_state": false,
      "prior_state_error": null
    },
    "stage": "state",
    "summary": "Parsed prior working state",
    "timestamp": "2026-03-16T22:31:10.583495+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": "919900000002"
    },
    "stage": "context",
    "summary": "Assembled SessionContext for the turn",
    "timestamp": "2026-03-16T22:31:10.583498+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": "2026-03-16T22:31:10.583503+00:00"
  },
  {
    "component": "turn_interpretation",
    "payload": {
      "confidence": 0.9,
      "contact_status": "UNKNOWN",
      "entities": {
        "symptom_phrases": [
          "breathing"
        ]
      },
      "is_vague": false,
      "primary_domain": "medical",
      "reason": "clear medical request",
      "secondary_domains": [],
      "should_continue_active_workflow": false,
      "should_preempt_active_workflow": false,
      "urgency_signal": "low"
    },
    "stage": "decision",
    "summary": "Resolved turn interpretation deterministically",
    "timestamp": "2026-03-16T22:31:10.583700+00:00"
  },
  {
    "component": "profile_context",
    "payload": {
      "phone": "919900000002"
    },
    "stage": "context",
    "summary": "No customer matched provided phone",
    "timestamp": "2026-03-16T22:31:10.583706+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": "2026-03-16T22:31:10.583708+00:00"
  },
  {
    "component": "intent_parser",
    "payload": {
      "continue_active_workflow": false,
      "primary_intent": "medical_issue",
      "reason": "matched_keyword_rules",
      "resolved_state_machine": "medical_triage",
      "workflow_source": "intent_match"
    },
    "stage": "decision",
    "summary": "Resolved primary intent and state machine",
    "timestamp": "2026-03-16T22:31:10.583753+00:00"
  },
  {
    "component": "context_builder",
    "payload": {
      "active_workflow": "medical_triage",
      "background_fact_count": 0,
      "current_step": null,
      "foreground_fact_count": 2,
      "prompt_family": "medical",
      "purpose": "workflow_response"
    },
    "stage": "context",
    "summary": "Built workflow-response context slice for prompt assembly",
    "timestamp": "2026-03-16T22:31:10.583783+00:00"
  },
  {
    "component": "brain",
    "payload": {
      "current_state_before": null,
      "reason": "intent matched a registered state machine",
      "state_machine": "medical_triage"
    },
    "stage": "decision",
    "summary": "Executing state machine path",
    "timestamp": "2026-03-16T22:31:10.583821+00:00"
  },
  {
    "component": "medical_triage",
    "payload": {
      "compact_payload": {
        "incoming_message": "My cat fell from the third floor and is breathing fast",
        "prompt_family": "medical",
        "workflow_response_context": {
          "active_workflow": "medical_triage",
          "background_facts": [],
          "current_step": null,
          "entities": {
            "symptom_phrases": [
              "breathing"
            ]
          },
          "foreground_facts": [
            {
              "confidence": 1.0,
              "freshness": "current_turn",
              "key": "active_workflow",
              "source": "routing",
              "use_mode": "direct",
              "value": "medical_triage"
            },
            {
              "confidence": 0.9,
              "freshness": "current_turn",
              "key": "symptom_phrases",
              "source": "turn_interpretation.entities",
              "use_mode": "direct",
              "value": [
                "breathing"
              ]
            }
          ],
          "icp_guidance": {},
          "instruction_hints": [
            "Continue medical_triage at the current triage step. Prioritize the current symptom report, urgency, and recent thread details before any older profile history.",
            "Use direct facts from the active workflow and recent thread confidently.",
            "Treat confirm facts as historical references that must be verified before you assert them."
          ],
          "llm_required": true,
          "prompt_family": "medical",
          "purpose": "workflow_response",
          "recent_turns": [],
          "relationship_context": {},
          "service_history_context": {},
          "task_hint": "Continue medical_triage at the current triage step. Prioritize the current symptom report, urgency, and recent thread details before any older profile history."
        }
      },
      "current_state_before": null,
      "model": "gpt-5.4",
      "prior_triage_state": null,
      "prompt_family": "medical"
    },
    "stage": "llm_request",
    "summary": "Prepared medical triage prompt using current machine state, prior triage state, and compact customer context",
    "timestamp": "2026-03-16T22:31:10.934076+00:00"
  },
  {
    "component": "state_machine",
    "payload": {
      "clinic_routing_triggered": false,
      "current_state": null,
      "next_state": null,
      "service_action_count": 0
    },
    "stage": "response",
    "summary": "State machine produced response",
    "timestamp": "2026-03-16T22:31:10.934135+00:00"
  },
  {
    "component": "memory_store",
    "payload": {
      "active_state_machine": "medical_triage",
      "current_state": null,
      "message_count_after": 1,
      "storage_key": "919900000002"
    },
    "stage": "mutation",
    "summary": "Persisted updated conversation memory",
    "timestamp": "2026-03-16T22:31:10.934341+00:00"
  }
]