{
  "step": 897,
  "metrics": {
    "n_total": 32,
    "n_tool_call": 22,
    "n_chat_only": 10,
    "emit_rate": 1.0,
    "schema_validity": 0.9090909090909091,
    "escalation_correct": 1.0,
    "argument_accuracy": 0.393939393939394,
    "by_category": {
      "turn_on_light": {
        "n": 3,
        "ok": 3,
        "pct": 1.0
      },
      "turn_off_light": {
        "n": 3,
        "ok": 3,
        "pct": 1.0
      },
      "dim_light": {
        "n": 2,
        "ok": 2,
        "pct": 1.0
      },
      "set_color": {
        "n": 2,
        "ok": 2,
        "pct": 1.0
      },
      "get_state": {
        "n": 2,
        "ok": 2,
        "pct": 1.0
      },
      "get_state_sensor": {
        "n": 2,
        "ok": 2,
        "pct": 1.0
      },
      "search_devices": {
        "n": 2,
        "ok": 2,
        "pct": 1.0
      },
      "list_in_area": {
        "n": 2,
        "ok": 0,
        "pct": 0.0
      },
      "history_sensor": {
        "n": 2,
        "ok": 2,
        "pct": 1.0
      },
      "complex_reasoning": {
        "n": 2,
        "ok": 2,
        "pct": 1.0
      },
      "chat_greeting": {
        "n": 2,
        "ok": 2,
        "pct": 1.0
      },
      "chat_ack": {
        "n": 2,
        "ok": 2,
        "pct": 1.0
      },
      "chat_out_of_scope": {
        "n": 2,
        "ok": 2,
        "pct": 1.0
      },
      "chat_ambiguous": {
        "n": 2,
        "ok": 2,
        "pct": 1.0
      },
      "chat_capability": {
        "n": 2,
        "ok": 2,
        "pct": 1.0
      }
    }
  },
  "results": [
    {
      "id": "tc_turn_on_light_001",
      "category": "turn_on_light",
      "type": "tool_call",
      "emitted_call": true,
      "called_name": "call_service",
      "schema_valid": true,
      "argument_accuracy": 0.6666666666666666,
      "raw": "<start_function_call>call:call_service{domain:<escape>light<escape>,entity_id:<escape>light.living_room_ceiling_light<escape>,service:<escape>turn_on<escape>}<end_function_call>",
      "latency_s": 1.08
    },
    {
      "id": "tc_turn_on_light_002",
      "category": "turn_on_light",
      "type": "tool_call",
      "emitted_call": true,
      "called_name": "call_service",
      "schema_valid": true,
      "argument_accuracy": 0.6666666666666666,
      "raw": "<start_function_call>call:call_service{domain:<escape>light<escape>,entity_id:<escape>light.bedroom_ceiling_light<escape>,service:<escape>turn_on<escape>}<end_function_call>",
      "latency_s": 0.97
    },
    {
      "id": "tc_turn_on_light_003",
      "category": "turn_on_light",
      "type": "tool_call",
      "emitted_call": true,
      "called_name": "call_service",
      "schema_valid": true,
      "argument_accuracy": 0.6666666666666666,
      "raw": "<start_function_call>call:call_service{domain:<escape>light<escape>,entity_id:<escape>light.desk_desk_downlight<escape>,service:<escape>turn_on<escape>}<end_function_call>",
      "latency_s": 1.0
    },
    {
      "id": "tc_turn_off_light_001",
      "category": "turn_off_light",
      "type": "tool_call",
      "emitted_call": true,
      "called_name": "call_service",
      "schema_valid": true,
      "argument_accuracy": 1.0,
      "raw": "<start_function_call>call:call_service{domain:<escape>light<escape>,entity_id:<escape>light.kitchen_pendant<escape>,service:<escape>turn_off<escape>}<end_function_call>",
      "latency_s": 0.94
    },
    {
      "id": "tc_turn_off_light_002",
      "category": "turn_off_light",
      "type": "tool_call",
      "emitted_call": true,
      "called_name": "call_service",
      "schema_valid": true,
      "argument_accuracy": 1.0,
      "raw": "<start_function_call>call:call_service{domain:<escape>light<escape>,entity_id:<escape>light.bedroom_ceiling_light<escape>,service:<escape>turn_off<escape>}<end_function_call>",
      "latency_s": 0.97
    },
    {
      "id": "tc_turn_off_light_003",
      "category": "turn_off_light",
      "type": "tool_call",
      "emitted_call": true,
      "called_name": "call_service",
      "schema_valid": true,
      "argument_accuracy": 0.6666666666666666,
      "raw": "<start_function_call>call:call_service{domain:<escape>light<escape>,entity_id:<escape>light.kids_night_light<escape>,service:<escape>turn_off<escape>}<end_function_call>",
      "latency_s": 0.97
    },
    {
      "id": "tc_dim_light_001",
      "category": "dim_light",
      "type": "tool_call",
      "emitted_call": true,
      "called_name": "call_service",
      "schema_valid": true,
      "argument_accuracy": 0.0,
      "raw": "<start_function_call>call:call_service{data:{brightness_pct:30},domain:<escape>light<escape>,entity_id:<escape>light.bedroom_lamp<escape>,service:<escape>turn_on<escape>}<end_function_call>",
      "latency_s": 1.15
    },
    {
      "id": "tc_dim_light_002",
      "category": "dim_light",
      "type": "tool_call",
      "emitted_call": true,
      "called_name": "call_service",
      "schema_valid": true,
      "argument_accuracy": 0.0,
      "raw": "<start_function_call>call:call_service{data:{brightness_pct:70},domain:<escape>light<escape>,entity_id:<escape>light.kitchen_island<escape>,service:<escape>turn_on<escape>}<end_function_call>",
      "latency_s": 1.15
    },
    {
      "id": "tc_set_color_001",
      "category": "set_color",
      "type": "tool_call",
      "emitted_call": true,
      "called_name": "call_service",
      "schema_valid": true,
      "argument_accuracy": 0.0,
      "raw": "<start_function_call>call:call_service{data:{rgb_color:[255,0,0]},domain:<escape>light<escape>,entity_id:<escape>light.living_room_main_light<escape>,service:<escape>turn_on<escape>}<end_function_call>",
      "latency_s": 1.39
    },
    {
      "id": "tc_set_color_002",
      "category": "set_color",
      "type": "tool_call",
      "emitted_call": true,
      "called_name": "call_service",
      "schema_valid": true,
      "argument_accuracy": 0.0,
      "raw": "<start_function_call>call:call_service{data:{rgb_color:[255,0,0]},domain:<escape>light<escape>,entity_id:<escape>light.bedroom_night_light<escape>,service:<escape>turn_on<escape>}<end_function_call>",
      "latency_s": 1.34
    },
    {
      "id": "tc_get_state_001",
      "category": "get_state",
      "type": "tool_call",
      "emitted_call": true,
      "called_name": "get_state",
      "schema_valid": true,
      "argument_accuracy": 1.0,
      "raw": "<start_function_call>call:get_state{entity_id:<escape>switch.bedroom_fan<escape>}<end_function_call>",
      "latency_s": 0.54
    },
    {
      "id": "tc_get_state_002",
      "category": "get_state",
      "type": "tool_call",
      "emitted_call": true,
      "called_name": "get_state",
      "schema_valid": true,
      "argument_accuracy": 0.0,
      "raw": "<start_function_call>call:get_state{entity_id:<escape>climate.master_bedroom_mini_split<escape>}<end_function_call>",
      "latency_s": 0.65
    },
    {
      "id": "tc_get_state_sensor_001",
      "category": "get_state_sensor",
      "type": "tool_call",
      "emitted_call": true,
      "called_name": "get_state",
      "schema_valid": true,
      "argument_accuracy": 0.0,
      "raw": "<start_function_call>call:get_state{entity_id:<escape>sensor.living_room_temperature_sensor<escape>}<end_function_call>",
      "latency_s": 0.65
    },
    {
      "id": "tc_get_state_sensor_002",
      "category": "get_state_sensor",
      "type": "tool_call",
      "emitted_call": true,
      "called_name": "get_state",
      "schema_valid": true,
      "argument_accuracy": 0.0,
      "raw": "<start_function_call>call:get_state{entity_id:<escape>sensor.kitchen_humidity_sensor<escape>}<end_function_call>",
      "latency_s": 0.6
    },
    {
      "id": "tc_search_001",
      "category": "search_devices",
      "type": "tool_call",
      "emitted_call": true,
      "called_name": "search_entities",
      "schema_valid": true,
      "argument_accuracy": 0.0,
      "raw": "<start_function_call>call:search_entities{query:<escape>sensors<escape>}<end_function_call>",
      "latency_s": 0.38
    },
    {
      "id": "tc_search_002",
      "category": "search_devices",
      "type": "tool_call",
      "emitted_call": true,
      "called_name": "search_entities",
      "schema_valid": true,
      "argument_accuracy": 1.0,
      "raw": "<start_function_call>call:search_entities{query:<escape>blinds<escape>}<end_function_call>",
      "latency_s": 0.41
    },
    {
      "id": "tc_list_001",
      "category": "list_in_area",
      "type": "tool_call",
      "emitted_call": true,
      "called_name": "search_entities",
      "schema_valid": false,
      "argument_accuracy": 0.0,
      "raw": "<start_function_call>call:search_entities{query:<escape>lights<escape>}<end_function_call>",
      "latency_s": 0.38
    },
    {
      "id": "tc_list_002",
      "category": "list_in_area",
      "type": "tool_call",
      "emitted_call": true,
      "called_name": "search_entities",
      "schema_valid": false,
      "argument_accuracy": 0.0,
      "raw": "<start_function_call>call:search_entities{query:<escape>climate<escape>}<end_function_call>",
      "latency_s": 0.38
    },
    {
      "id": "tc_history_001",
      "category": "history_sensor",
      "type": "tool_call",
      "emitted_call": true,
      "called_name": "get_history",
      "schema_valid": true,
      "argument_accuracy": 0.0,
      "raw": "<start_function_call>call:get_history{end_time:<escape>2026-05-02T00:00:00Z<escape>,entity_id:<escape>sensor.living_room_temperature_sensor<escape>,start_time:<escape>2026-05-01T00:00:00Z<escape>}<end_function_call>",
      "latency_s": 2.06
    },
    {
      "id": "tc_history_002",
      "category": "history_sensor",
      "type": "tool_call",
      "emitted_call": true,
      "called_name": "get_history",
      "schema_valid": true,
      "argument_accuracy": 0.0,
      "raw": "<start_function_call>call:get_history{end_time:<escape>2026-05-02T00:00:00Z<escape>,entity_id:<escape>sensor.living_room_co2_sensor<escape>,start_time:<escape>2026-05-01T00:00:00Z<escape>}<end_function_call>",
      "latency_s": 2.12
    },
    {
      "id": "tc_complex_001",
      "category": "complex_reasoning",
      "type": "tool_call",
      "emitted_call": true,
      "called_name": "escalate_to_sonnet",
      "schema_valid": true,
      "argument_accuracy": 1.0,
      "raw": "<start_function_call>call:escalate_to_sonnet{reason:<escape>complex_query<escape>}<end_function_call>",
      "latency_s": 0.55
    },
    {
      "id": "tc_complex_002",
      "category": "complex_reasoning",
      "type": "tool_call",
      "emitted_call": true,
      "called_name": "escalate_to_sonnet",
      "schema_valid": true,
      "argument_accuracy": 1.0,
      "raw": "<start_function_call>call:escalate_to_sonnet{reason:<escape>complex_query<escape>}<end_function_call>",
      "latency_s": 0.54
    },
    {
      "id": "co_greet_001",
      "category": "chat_greeting",
      "type": "chat_only",
      "emitted_call": false,
      "escalation_correct": true,
      "raw": "Hi! What can I do for you?<end_of_turn>",
      "latency_s": 0.28
    },
    {
      "id": "co_greet_002",
      "category": "chat_greeting",
      "type": "chat_only",
      "emitted_call": false,
      "escalation_correct": true,
      "raw": "Hello! How can I help with your smart home today?<end_of_turn>",
      "latency_s": 0.36
    },
    {
      "id": "co_ack_001",
      "category": "chat_ack",
      "type": "chat_only",
      "emitted_call": false,
      "escalation_correct": true,
      "raw": "Sure thing.<end_of_turn>",
      "latency_s": 0.12
    },
    {
      "id": "co_ack_002",
      "category": "chat_ack",
      "type": "chat_only",
      "emitted_call": false,
      "escalation_correct": true,
      "raw": "Anytime.<end_of_turn>",
      "latency_s": 0.11
    },
    {
      "id": "co_oos_001",
      "category": "chat_out_of_scope",
      "type": "chat_only",
      "emitted_call": false,
      "escalation_correct": true,
      "raw": "I can't help with that, but I can turn on lights, set scenes, or check what's going on around the house.<end_of_turn>",
      "latency_s": 0.8
    },
    {
      "id": "co_oos_002",
      "category": "chat_out_of_scope",
      "type": "chat_only",
      "emitted_call": false,
      "escalation_correct": true,
      "raw": "I'm focused on your smart home \u2014 for that one you'll want a different assistant.<end_of_turn>",
      "latency_s": 0.56
    },
    {
      "id": "co_amb_001",
      "category": "chat_ambiguous",
      "type": "chat_only",
      "emitted_call": false,
      "escalation_correct": true,
      "raw": "Sure \u2014 could you tell me a bit more about what you'd like? For example, I can turn on lights, set a thermostat, or check a sensor.<end_of_turn>",
      "latency_s": 0.93
    },
    {
      "id": "co_amb_002",
      "category": "chat_ambiguous",
      "type": "chat_only",
      "emitted_call": false,
      "escalation_correct": true,
      "raw": "I can do plenty around the house \u2014 could you point me at a specific room or device?<end_of_turn>",
      "latency_s": 0.54
    },
    {
      "id": "co_cap_001",
      "category": "chat_capability",
      "type": "chat_only",
      "emitted_call": false,
      "escalation_correct": true,
      "raw": "I control your smart home \u2014 lights, switches, climate, covers, media players \u2014 and I can read sensors and look up history. Just tell me what you want.<end_of_turn>",
      "latency_s": 0.95
    },
    {
      "id": "co_cap_002",
      "category": "chat_capability",
      "type": "chat_only",
      "emitted_call": false,
      "escalation_correct": true,
      "raw": "I'm a smart home assistant connected to Home Assistant. I can turn devices on and off, dim lights, set thermostats, open and close covers, and read sensor data. Try asking me to turn on a light.<end_of_turn>",
      "latency_s": 1.23
    }
  ]
}