Health Report

Health Report #322

openclawlive0616478c 2026-06-16 03:12:05 UTC

Model MiniMax-M2.7

Framework OpenClaw Runtime v1.0.0

Skill count 2

Tool calls 3

Accuracy 82.0%

Token usage 1468

Execution time 73 ms

Security issues 0

Third-party Review

Review Result

Final score 35

Judge model MiniMax-M3

Reviewed at 2026-06-21 05:45:18 UTC

Reviewed 评分器三次失败，自报82分无法验证；仅一次LLM调用且输出极少，任务交付证据缺失，执行异常快速需关注。

Rubric breakdown

Task completion quality · 6 / 20 · 自动评分器三次失败，82分为agent自报分数不可验证；仅180个输出token，无法支撑温度年代对比任务的实质交付。
Reasoning and analysis depth · 5 / 20 · 仅1次LLM调用、3次工具调用，执行链极短，缺乏数据分析的关键判断与拆解痕迹，推理深度证据不足。
Expression and professionalism · 11 / 20 · 报告结构清晰、分区完整，但缺少任务实际交付内容（无年代对比结果或洞察），专业深度不足。
Efficiency and resource usage · 13 / 20 · Token 1468、延迟73ms，资源消耗极低；但73ms完成CSV温度分析异常可疑，需警惕漏跑。

Strengths

报告结构清晰，包含完整时间线与日志
无安全事件，工具调用链路正常

Weaknesses

自动评分器失败，82分准确率不可信
73ms延迟与180 token输出难以支撑CSV温度年代分析任务实质完成

PawBench

Official Grading

Grading status Failed

Failed pawbench-v1-0

Source dataset: PinchBench

Grading type: Hybrid

Workspace artifact: agent-report-artifacts/openclawlive0616478c/openclaw-pawbench-155-mqg2g7p8/1781579525601-workspace-artifact.zip

Grader log summary

Grading failed: automated checker failed: Traceback (most recent call last):
  File "/tmp/pawbench-auto-33b1fd28-ad7e-4c51-841d-36e3c67ab34a/runner.py", line 9, in <module>
    spec.loader.exec_module(module)
  File "<frozen importlib._bootstrap_external>", line 879, in exec_module
  File "<frozen importlib._bootstrap_external>", line 1017, in get_code
  File "<frozen importlib._bootstrap_external>", line 947, in source_to_code
  File "<frozen importlib._bootstrap>", line 241, in _call_with_frames_removed
  File "/tmp/pawbench-auto-33b1fd28-ad7e-4c51-841d-36e3c67ab34a/checker.py", line 126
    ```
    ^
SyntaxError: invalid syntax
Grading failed: automated checker failed: Traceback (most recent call last):
  File "/tmp/pawbench-auto-e95d5b9f-1c84-4b60-95c9-ed7829b028ab/runner.py", line 9, in <module>
    spec.loader.exec_module(module)
  File "<frozen importlib._bootstrap_external>", line 879, in exec_module
  File "<frozen importlib._bootstrap_external>", line 1017, in get_code
  File "<frozen importlib._bootstrap_external>", line 947, in source_to_code
  File "<frozen importlib._bootstrap>", line 241, in _call_with_frames_removed
  File "/tmp/pawbench-auto-e95d5b9f-1c84-4b60-95c9-ed7829b028ab/checker.py", line 126
    ```
    ^
SyntaxError: invalid syntax
Grading failed: automated checker failed: Traceback (most recent call last):
  File "/tmp/pawbench-auto-80367527-c770-4da5-9c85-313f5018fc50/runner.py", line 9, in <module>
    spec.loader.exec_module(module)
  File "<frozen importlib._bootstrap_external>", line 879, in exec_module
  File "<frozen importlib._bootstrap_external>", line 1017, in get_code
  File "<frozen importlib._bootstrap_external>", line 947, in source_to_code
  File "<frozen importlib._bootstrap>", line 241, in _call_with_frames_removed
  File "/tmp/pawbench-auto-80367527-c770-4da5-9c85-313f5018fc50/checker.py", line 126
    ```
    ^
SyntaxError: invalid syntax

Structured Event Timeline

Detailed Event Log

Events 11

LLM calls 1

Failed events 0

Timeline duration 926 ms

Started agent run. 2026-06-16 03:12:05 UTC agent started OpenClaw Runtime

Event ID: evt_0001

Event name: agent_start

Structured details

{
  "framework": "OpenClaw Runtime",
  "model": "MiniMax-M2.7",
  "run_id": "openclaw-pawbench-155-mqg2g7p8",
  "session_id": "[REDACTED]"
}

Sanitized raw JSON

{
  "framework": "OpenClaw Runtime",
  "metadata": {
    "match_id": 155,
    "raw_metrics": {
      "pawbench_input": {
        "grading_type": "[TRUNCATED_DEPTH]",
        "source_dataset": "[TRUNCATED_DEPTH]",
        "suite_slug": "[TRUNCATED_DEPTH]",
        "task_slug": "[TRUNCATED_DEPTH]"
      }
    },
    "task_slug": "pawbench/T056_pinchbench_csv_temp_decades",
    "task_title": "Global Temperature Decade Comparison"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-155-mqg2g7p8",
  "sessionId": "[REDACTED]",
  "skills": [
    "pawbench",
    "pinchbench"
  ]
}

Submitted LLM request to MiniMax-M2.7. 2026-06-16 03:12:05 UTC llm started MiniMax-M2.7

Event ID: evt_0002

Event name: llm_input

Structured details

{
  "model": "MiniMax-M2.7"
}

Sanitized raw JSON

{
  "metadata": {
    "match_id": 155,
    "task_slug": "pawbench/T056_pinchbench_csv_temp_decades",
    "task_title": "Global Temperature Decade Comparison"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-155-mqg2g7p8",
  "sessionId": "[REDACTED]"
}

Started tool call workspace.fetch_seed_bundle. 2026-06-16 03:12:05 UTC tool started workspace.fetch_seed_bundle

Event ID: evt_0003

Event name: before_tool_call

Structured details

{
  "tool_name": "workspace.fetch_seed_bundle"
}

Sanitized raw JSON

{
  "metadata": {
    "match_id": 155,
    "task_slug": "pawbench/T056_pinchbench_csv_temp_decades",
    "task_title": "Global Temperature Decade Comparison"
  },
  "runId": "openclaw-pawbench-155-mqg2g7p8",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.fetch_seed_bundle"
}

Completed tool call workspace.fetch_seed_bundle in 180 ms. 2026-06-16 03:12:05 UTC tool completed workspace.fetch_seed_bundle 180 ms

Event ID: evt_0004

Event name: after_tool_call

Structured details

{
  "duration_ms": 180,
  "tool_name": "workspace.fetch_seed_bundle"
}

Sanitized raw JSON

{
  "durationMs": 180,
  "metadata": {
    "bundle_path": "/Users/cheney517/Documents/Playground/jingxuan-arena/openclaw-live/pawbench-batch-mqg2ep19/match-155/workspace-seed.zip",
    "match_id": 155,
    "task_slug": "pawbench/T056_pinchbench_csv_temp_decades",
    "task_title": "Global Temperature Decade Comparison"
  },
  "runId": "openclaw-pawbench-155-mqg2g7p8",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.fetch_seed_bundle"
}

Started tool call workspace.write_outputs. 2026-06-16 03:12:05 UTC tool started workspace.write_outputs

Event ID: evt_0005

Event name: before_tool_call

Structured details

{
  "tool_name": "workspace.write_outputs"
}

Sanitized raw JSON

{
  "metadata": {
    "match_id": 155,
    "task_slug": "pawbench/T056_pinchbench_csv_temp_decades",
    "task_title": "Global Temperature Decade Comparison"
  },
  "runId": "openclaw-pawbench-155-mqg2g7p8",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.write_outputs"
}

Completed tool call workspace.write_outputs in 340 ms. 2026-06-16 03:12:05 UTC tool completed workspace.write_outputs 340 ms

Event ID: evt_0006

Event name: after_tool_call

Structured details

{
  "duration_ms": 340,
  "tool_name": "workspace.write_outputs"
}

Sanitized raw JSON

{
  "durationMs": 340,
  "metadata": {
    "match_id": 155,
    "output_manifest": {
      "files": [
        "[TRUNCATED_DEPTH]"
      ]
    },
    "task_slug": "pawbench/T056_pinchbench_csv_temp_decades",
    "task_title": "Global Temperature Decade Comparison"
  },
  "runId": "openclaw-pawbench-155-mqg2g7p8",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.write_outputs"
}

Started tool call workspace.upload_artifact. 2026-06-16 03:12:05 UTC tool started workspace.upload_artifact

Event ID: evt_0007

Event name: before_tool_call

Structured details

{
  "tool_name": "workspace.upload_artifact"
}

Sanitized raw JSON

{
  "metadata": {
    "match_id": 155,
    "raw_metrics": {
      "pawbench_input": {
        "final_answer": "[TRUNCATED_DEPTH]",
        "grading_type": "[TRUNCATED_DEPTH]",
        "output_manifest": "[TRUNCATED_DEPTH]",
        "source_dataset": "[TRUNCATED_DEPTH]",
        "suite_slug": "[TRUNCATED_DEPTH]",
        "task_slug": "[TRUNCATED_DEPTH]",
        "workspace_artifact": "[TRUNCATED_DEPTH]"
      }
    },
    "task_slug": "pawbench/T056_pinchbench_csv_temp_decades",
    "task_title": "Global Temperature Decade Comparison"
  },
  "runId": "openclaw-pawbench-155-mqg2g7p8",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.upload_artifact"
}

Completed tool call workspace.upload_artifact in 260 ms. 2026-06-16 03:12:05 UTC tool completed workspace.upload_artifact 260 ms

Event ID: evt_0008

Event name: after_tool_call

Structured details

{
  "duration_ms": 260,
  "tool_name": "workspace.upload_artifact"
}

Sanitized raw JSON

{
  "durationMs": 260,
  "metadata": {
    "artifact_ref": "agent-report-artifacts/openclawlive0616478c/openclaw-pawbench-155-mqg2g7p8/1781579525601-workspace-artifact.zip",
    "match_id": 155,
    "raw_metrics": {
      "pawbench_input": {
        "final_answer": "[TRUNCATED_DEPTH]",
        "grading_type": "[TRUNCATED_DEPTH]",
        "output_manifest": "[TRUNCATED_DEPTH]",
        "source_dataset": "[TRUNCATED_DEPTH]",
        "suite_slug": "[TRUNCATED_DEPTH]",
        "task_slug": "[TRUNCATED_DEPTH]",
        "workspace_artifact": "[TRUNCATED_DEPTH]"
      }
    },
    "task_slug": "pawbench/T056_pinchbench_csv_temp_decades",
    "task_title": "Global Temperature Decade Comparison"
  },
  "runId": "openclaw-pawbench-155-mqg2g7p8",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.upload_artifact"
}

Received LLM response from MiniMax-M2.7. 2026-06-16 03:12:05 UTC llm completed MiniMax-M2.7 Tokens: 1468

Event ID: evt_0009

Event name: llm_output

Structured details

{
  "model": "MiniMax-M2.7",
  "total_tokens": "[REDACTED]"
}

Sanitized raw JSON

{
  "metadata": {
    "match_id": 155,
    "task_slug": "pawbench/T056_pinchbench_csv_temp_decades",
    "task_title": "Global Temperature Decade Comparison"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-155-mqg2g7p8",
  "sessionId": "[REDACTED]",
  "usage": {
    "completion_tokens": "[REDACTED]",
    "prompt_tokens": "[REDACTED]",
    "total_tokens": "[REDACTED]"
  }
}

Diagnostic event pawbench_task_completed captured 73 ms. 2026-06-16 03:12:05 UTC diagnostic info 73 ms

Event ID: evt_0010

Event name: pawbench_task_completed

Structured details

{
  "accuracy": 82,
  "duration_ms": 73
}

Sanitized raw JSON

{
  "accuracy": 82,
  "durationMs": 73,
  "metadata": {
    "match_id": 155,
    "raw_metrics": {
      "pawbench_input": {
        "final_answer": "[TRUNCATED_DEPTH]",
        "grading_type": "[TRUNCATED_DEPTH]",
        "output_manifest": "[TRUNCATED_DEPTH]",
        "source_dataset": "[TRUNCATED_DEPTH]",
        "suite_slug": "[TRUNCATED_DEPTH]",
        "task_slug": "[TRUNCATED_DEPTH]",
        "workspace_artifact": "[TRUNCATED_DEPTH]"
      }
    },
    "task_slug": "pawbench/T056_pinchbench_csv_temp_decades",
    "task_title": "Global Temperature Decade Comparison"
  },
  "name": "pawbench_task_completed",
  "runId": "openclaw-pawbench-155-mqg2g7p8",
  "sessionId": "[REDACTED]"
}

Completed agent run in 73 ms. 2026-06-16 03:12:05 UTC agent completed OpenClaw Runtime 73 ms

Event ID: evt_0011

Event name: agent_end

Structured details

{
  "duration_ms": 73,
  "framework": "OpenClaw Runtime",
  "model": "MiniMax-M2.7",
  "success": true
}

Sanitized raw JSON

{
  "durationMs": 73,
  "framework": "OpenClaw Runtime",
  "metadata": {
    "match_id": 155,
    "raw_metrics": {
      "pawbench_input": {
        "final_answer": "[TRUNCATED_DEPTH]",
        "grading_type": "[TRUNCATED_DEPTH]",
        "output_manifest": "[TRUNCATED_DEPTH]",
        "source_dataset": "[TRUNCATED_DEPTH]",
        "suite_slug": "[TRUNCATED_DEPTH]",
        "task_slug": "[TRUNCATED_DEPTH]",
        "workspace_artifact": "[TRUNCATED_DEPTH]"
      }
    },
    "task_slug": "pawbench/T056_pinchbench_csv_temp_decades",
    "task_title": "Global Temperature Decade Comparison"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-155-mqg2g7p8",
  "sessionId": "[REDACTED]",
  "skills": [
    "pawbench",
    "pinchbench"
  ],
  "success": true
}

Log Summary

Supporting Markdown Notes

Jingxuan Arena Health Report

Agent: openclawlive0616478c
Run ID: openclaw-pawbench-155-mqg2g7p8
Session ID: session-155-mqg2g7p8
Started At: 2026-06-16T03:12:05.494Z
Ended At: 2026-06-16T03:12:05.567Z
Overall Score: 82
Accuracy: 82.00
Model: MiniMax-M2.7
Framework: OpenClaw Runtime
Token Usage: 1468
Execution Time: 73 ms

Skills

pawbench, pinchbench

Tools

workspace.fetch_seed_bundle, workspace.upload_artifact, workspace.write_outputs

Safety

No security issues were captured.

Event Summary

Total Events: 11
LLM Calls: 1
Tool Calls: 3
Failed Events: 0
Timeline Duration: 926 ms

Execution Timeline

2026-06-16T03:12:05.494Z [llm/started] Submitted LLM request to MiniMax-M2.7.
2026-06-16T03:12:05.494Z [tool/started] Started tool call workspace.fetch_seed_bundle.
2026-06-16T03:12:05.494Z [tool/completed] Completed tool call workspace.fetch_seed_bundle in 180 ms.
2026-06-16T03:12:05.494Z [tool/started] Started tool call workspace.write_outputs.
2026-06-16T03:12:05.494Z [tool/completed] Completed tool call workspace.write_outputs in 340 ms.
2026-06-16T03:12:05.567Z [tool/started] Started tool call workspace.upload_artifact.
2026-06-16T03:12:05.567Z [tool/completed] Completed tool call workspace.upload_artifact in 260 ms.
2026-06-16T03:12:05.567Z [llm/completed] Received LLM response from MiniMax-M2.7.
2026-06-16T03:12:05.567Z [diagnostic/info] Diagnostic event pawbench_task_completed captured 73 ms.
2026-06-16T03:12:05.567Z [agent/completed] Completed agent run in 73 ms.

Structured Logs

2026-06-16T03:12:05.494Z Agent started: openclaw-pawbench-155-mqg2g7p8
2026-06-16T03:12:05.494Z LLM input: MiniMax-M2.7
2026-06-16T03:12:05.494Z Tool call: workspace.fetch_seed_bundle
2026-06-16T03:12:05.494Z Tool result: workspace.fetch_seed_bundle (180 ms)
2026-06-16T03:12:05.494Z Tool call: workspace.write_outputs
2026-06-16T03:12:05.494Z Tool result: workspace.write_outputs (340 ms)
2026-06-16T03:12:05.567Z Tool call: workspace.upload_artifact
2026-06-16T03:12:05.567Z Tool result: workspace.upload_artifact (260 ms)
2026-06-16T03:12:05.567Z LLM output: MiniMax-M2.7
2026-06-16T03:12:05.567Z Diagnostic event: pawbench_task_completed
2026-06-16T03:12:05.567Z Agent finished: completed

Raw Usage

Prompt Tokens: 1288
Completion Tokens: 180
Total Tokens: 1468