{
  "label": "glm-reap-23b-strix_lean",
  "endpoint": "http://node-b:18082",
  "timestamp": "2026-06-27T18:12:30.765358+00:00",
  "scenarios": [
    {
      "scenario": "single",
      "description": "Single tool call \u2014 model must call get_weather for Tokyo",
      "status": "PASS",
      "tool_match": true,
      "tools_called": [
        "get_weather"
      ],
      "expected_tool": "get_weather",
      "all_args_valid": true,
      "final_answer_correct": true,
      "final_answer_preview": "The current weather in Tokyo is:\n\n- **Temperature**: 22\u00b0C (72\u00b0F)\n- **Condition**: Partly cloudy\n- **Humidity**: 65%",
      "turns_used": 2,
      "max_turns": 3,
      "efficiency": "OPTIMAL",
      "total_time_s": 1.59,
      "avg_tps": 38.5,
      "turns": [
        {
          "turn": 1,
          "elapsed_s": 0.92,
          "tps": 25.1,
          "finish_reason": "tool_calls",
          "content_preview": "I'll check the current weather in Tokyo for you.",
          "tool_calls": [
            {
              "name": "get_weather",
              "args": {
                "location": "Tokyo"
              },
              "args_valid": true
            }
          ]
        },
        {
          "turn": 2,
          "elapsed_s": 0.67,
          "tps": 51.9,
          "finish_reason": "stop",
          "content_preview": "The current weather in Tokyo is:\n\n- **Temperature**: 22\u00b0C (72\u00b0F)\n- **Condition**: Partly cloudy\n- **Humidity**: 65%",
          "tool_calls": [],
          "final": true
        }
      ]
    },
    {
      "scenario": "chained",
      "description": "Chained tool calls \u2014 calculate then use result",
      "status": "PASS",
      "tool_match": true,
      "tools_called": [
        "calculate"
      ],
      "expected_tool": "calculate",
      "all_args_valid": true,
      "final_answer_correct": true,
      "final_answer_preview": "15 * 37 = 555",
      "turns_used": 2,
      "max_turns": 3,
      "efficiency": "OPTIMAL",
      "total_time_s": 0.61,
      "avg_tps": 35.8,
      "turns": [
        {
          "turn": 1,
          "elapsed_s": 0.31,
          "tps": 42.2,
          "finish_reason": "tool_calls",
          "content_preview": "",
          "tool_calls": [
            {
              "name": "calculate",
              "args": {
                "expression": "15 * 37"
              },
              "args_valid": true
            }
          ]
        },
        {
          "turn": 2,
          "elapsed_s": 0.31,
          "tps": 29.3,
          "finish_reason": "stop",
          "content_preview": "15 * 37 = 555",
          "tool_calls": [],
          "final": true
        }
      ]
    },
    {
      "scenario": "multi_step",
      "description": "Multi-step \u2014 compare weather in two cities",
      "status": "PASS",
      "tool_match": true,
      "tools_called": [
        "get_weather",
        "get_weather"
      ],
      "expected_tool": [
        "get_weather",
        "get_weather"
      ],
      "all_args_valid": true,
      "final_answer_correct": true,
      "final_answer_preview": "Based on the current weather data:\n\n**Tokyo:** 22\u00b0C (partly cloudy, 65% humidity)\n**London:** 15\u00b0C (rainy, 80% humidity)\n\n**Tokyo is warmer** - it's 7 degrees hotter than London (22\u00b0C vs 15\u00b0C).",
      "turns_used": 2,
      "max_turns": 5,
      "efficiency": "OPTIMAL",
      "total_time_s": 1.94,
      "avg_tps": 50.8,
      "turns": [
        {
          "turn": 1,
          "elapsed_s": 0.72,
          "tps": 50.2,
          "finish_reason": "tool_calls",
          "content_preview": "I'll get the current weather for both cities and then compare them.",
          "tool_calls": [
            {
              "name": "get_weather",
              "args": {
                "location": "Tokyo"
              },
              "args_valid": true
            },
            {
              "name": "get_weather",
              "args": {
                "location": "London"
              },
              "args_valid": true
            }
          ]
        },
        {
          "turn": 2,
          "elapsed_s": 1.23,
          "tps": 51.3,
          "finish_reason": "stop",
          "content_preview": "Based on the current weather data:\n\n**Tokyo:** 22\u00b0C (partly cloudy, 65% humidity)\n**London:** 15\u00b0C (rainy, 80% humidity)\n\n**Tokyo is warmer** - it's 7 degrees hotter than London (22\u00b0C vs 15\u00b0C).",
          "tool_calls": [],
          "final": true
        }
      ]
    },
    {
      "scenario": "search",
      "description": "Search + extract \u2014 find info and report it",
      "status": "PASS",
      "tool_match": true,
      "tools_called": [
        "search_web"
      ],
      "expected_tool": "search_web",
      "all_args_valid": true,
      "final_answer_correct": true,
      "final_answer_preview": "According to the search results, the Eiffel Tower is **330 meters tall**.",
      "turns_used": 2,
      "max_turns": 3,
      "efficiency": "OPTIMAL",
      "total_time_s": 1.02,
      "avg_tps": 46.8,
      "turns": [
        {
          "turn": 1,
          "elapsed_s": 0.61,
          "tps": 47.2,
          "finish_reason": "tool_calls",
          "content_preview": "I'll search for information about the Eiffel Tower's height.",
          "tool_calls": [
            {
              "name": "search_web",
              "args": {
                "query": "Eiffel Tower height"
              },
              "args_valid": true
            }
          ]
        },
        {
          "turn": 2,
          "elapsed_s": 0.41,
          "tps": 46.4,
          "finish_reason": "stop",
          "content_preview": "According to the search results, the Eiffel Tower is **330 meters tall**.",
          "tool_calls": [],
          "final": true
        }
      ]
    },
    {
      "scenario": "error_recovery",
      "description": "Error recovery \u2014 file doesn't exist, model should report it",
      "status": "PASS",
      "tool_match": true,
      "tools_called": [
        "read_file"
      ],
      "expected_tool": "read_file",
      "all_args_valid": true,
      "final_answer_correct": true,
      "final_answer_preview": "The file `/nonexistent/path.txt` does not exist. The system returned an error indicating that the file wasn't found.",
      "turns_used": 2,
      "max_turns": 3,
      "efficiency": "OPTIMAL",
      "total_time_s": 1.02,
      "avg_tps": 48.9,
      "turns": [
        {
          "turn": 1,
          "elapsed_s": 0.51,
          "tps": 47.0,
          "finish_reason": "tool_calls",
          "content_preview": "I'll attempt to read the file for you.",
          "tool_calls": [
            {
              "name": "read_file",
              "args": {
                "path": "/nonexistent/path.txt"
              },
              "args_valid": true
            }
          ]
        },
        {
          "turn": 2,
          "elapsed_s": 0.51,
          "tps": 50.8,
          "finish_reason": "stop",
          "content_preview": "The file `/nonexistent/path.txt` does not exist. The system returned an error indicating that the file wasn't found.",
          "tool_calls": [],
          "final": true
        }
      ]
    }
  ],
  "overall_status": "PASS",
  "pass_count": "5/5",
  "framework": "hermes_loop_eval.py v1.0"
}