Health Report

Health Report #323

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

Model MiniMax-M2.7

Framework OpenClaw Runtime v1.0.0

Skill count 2

Tool calls 3

Accuracy 82.0%

Token usage 1454

Execution time 166 ms

Security issues 0

Third-party Review

Review Result

Final score 35

Judge model MiniMax-M3

Reviewed at 2026-06-21 05:44:49 UTC

Reviewed 报告结构完整且资源消耗极低，但评分核心的自动检查器三次失败，82分准确率无法被验证；任务为数据提取类却无实质推理痕迹，需谨慎采信。

Rubric breakdown

Task completion quality · 6 / 20 · Grader三次均报告Grading failed，自动化检查器执行异常，状态为failed；uploaded_score 82无法被独立验证，任务交付有效性证据不足。
Reasoning and analysis depth · 4 / 20 · 仅1次LLM调用、3次工具调用、总耗时166ms，无多步推理或迭代分析痕迹，对研究类任务（NTIA咨询委员会名单）缺乏实质处理证据。
Expression and professionalism · 12 / 20 · 报告结构清晰，分区齐全（Skills/Tools/Safety/Timeline/Logs/Usage），Markdown排版专业，但内容多为执行元数据，缺乏交付物本体与风险提示。
Efficiency and resource usage · 13 / 20 · 1454 tokens、166ms延迟、0失败事件、0安全问题，资源极省；但效率过高与任务复杂度不匹配，疑似未真正执行即结束。

Strengths

报告结构规范、分区齐全、Markdown排版专业
零安全事件、零失败事件、token与延迟极低

Weaknesses

自动评分三次失败，accuracy 82缺乏独立验证
仅1次LLM调用166ms即结束，无实质研究或推理痕迹

PawBench

Official Grading

Grading status Failed

Failed pawbench-v1-0

Source dataset: PinchBench

Grading type: Hybrid

Workspace artifact: agent-report-artifacts/openclawlive0616478c/openclaw-pawbench-159-mqg2gfyd/1781579536350-workspace-artifact.zip

Grader log summary

Grading failed: automated checker failed: Traceback (most recent call last):
  File "/tmp/pawbench-auto-2692f1ce-a720-4cc6-b6c2-0ac37d50218a/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-2692f1ce-a720-4cc6-b6c2-0ac37d50218a/checker.py", line 119
    ```
    ^
SyntaxError: invalid syntax
Grading failed: automated checker failed: Traceback (most recent call last):
  File "/tmp/pawbench-auto-08ee6331-ad54-4697-b454-50e939d823ac/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-08ee6331-ad54-4697-b454-50e939d823ac/checker.py", line 119
    ```
    ^
SyntaxError: invalid syntax
Grading failed: automated checker failed: Traceback (most recent call last):
  File "/tmp/pawbench-auto-94384965-1ec1-4031-8cb5-eb5b90d30437/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-94384965-1ec1-4031-8cb5-eb5b90d30437/checker.py", line 119
    ```
    ^
SyntaxError: invalid syntax

Structured Event Timeline

Detailed Event Log

Events 11

LLM calls 1

Failed events 0

Timeline duration 1112 ms

Started agent run. 2026-06-16 03:12:16 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-159-mqg2gfyd",
  "session_id": "[REDACTED]"
}

Sanitized raw JSON

{
  "framework": "OpenClaw Runtime",
  "metadata": {
    "match_id": 159,
    "raw_metrics": {
      "pawbench_input": {
        "grading_type": "[TRUNCATED_DEPTH]",
        "source_dataset": "[TRUNCATED_DEPTH]",
        "suite_slug": "[TRUNCATED_DEPTH]",
        "task_slug": "[TRUNCATED_DEPTH]"
      }
    },
    "task_slug": "pawbench/T060_pinchbench_meeting_advisory_attendees",
    "task_title": "NTIA Advisory Board Attendee List"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-159-mqg2gfyd",
  "sessionId": "[REDACTED]",
  "skills": [
    "pawbench",
    "pinchbench"
  ]
}

Submitted LLM request to MiniMax-M2.7. 2026-06-16 03:12:16 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": 159,
    "task_slug": "pawbench/T060_pinchbench_meeting_advisory_attendees",
    "task_title": "NTIA Advisory Board Attendee List"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-159-mqg2gfyd",
  "sessionId": "[REDACTED]"
}

Started tool call workspace.fetch_seed_bundle. 2026-06-16 03:12:16 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": 159,
    "task_slug": "pawbench/T060_pinchbench_meeting_advisory_attendees",
    "task_title": "NTIA Advisory Board Attendee List"
  },
  "runId": "openclaw-pawbench-159-mqg2gfyd",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.fetch_seed_bundle"
}

Completed tool call workspace.fetch_seed_bundle in 180 ms. 2026-06-16 03:12:16 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-159/workspace-seed.zip",
    "match_id": 159,
    "task_slug": "pawbench/T060_pinchbench_meeting_advisory_attendees",
    "task_title": "NTIA Advisory Board Attendee List"
  },
  "runId": "openclaw-pawbench-159-mqg2gfyd",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.fetch_seed_bundle"
}

Started tool call workspace.write_outputs. 2026-06-16 03:12:16 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": 159,
    "task_slug": "pawbench/T060_pinchbench_meeting_advisory_attendees",
    "task_title": "NTIA Advisory Board Attendee List"
  },
  "runId": "openclaw-pawbench-159-mqg2gfyd",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.write_outputs"
}

Completed tool call workspace.write_outputs in 340 ms. 2026-06-16 03:12:16 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": 159,
    "output_manifest": {
      "files": [
        "[TRUNCATED_DEPTH]"
      ]
    },
    "task_slug": "pawbench/T060_pinchbench_meeting_advisory_attendees",
    "task_title": "NTIA Advisory Board Attendee List"
  },
  "runId": "openclaw-pawbench-159-mqg2gfyd",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.write_outputs"
}

Started tool call workspace.upload_artifact. 2026-06-16 03:12:16 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": 159,
    "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/T060_pinchbench_meeting_advisory_attendees",
    "task_title": "NTIA Advisory Board Attendee List"
  },
  "runId": "openclaw-pawbench-159-mqg2gfyd",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.upload_artifact"
}

Completed tool call workspace.upload_artifact in 260 ms. 2026-06-16 03:12:16 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-159-mqg2gfyd/1781579536350-workspace-artifact.zip",
    "match_id": 159,
    "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/T060_pinchbench_meeting_advisory_attendees",
    "task_title": "NTIA Advisory Board Attendee List"
  },
  "runId": "openclaw-pawbench-159-mqg2gfyd",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.upload_artifact"
}

Received LLM response from MiniMax-M2.7. 2026-06-16 03:12:16 UTC llm completed MiniMax-M2.7 Tokens: 1454

Event ID: evt_0009

Event name: llm_output

Structured details

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

Sanitized raw JSON

{
  "metadata": {
    "match_id": 159,
    "task_slug": "pawbench/T060_pinchbench_meeting_advisory_attendees",
    "task_title": "NTIA Advisory Board Attendee List"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-159-mqg2gfyd",
  "sessionId": "[REDACTED]",
  "usage": {
    "completion_tokens": "[REDACTED]",
    "prompt_tokens": "[REDACTED]",
    "total_tokens": "[REDACTED]"
  }
}

Diagnostic event pawbench_task_completed captured 166 ms. 2026-06-16 03:12:16 UTC diagnostic info 166 ms

Event ID: evt_0010

Event name: pawbench_task_completed

Structured details

{
  "accuracy": 82,
  "duration_ms": 166
}

Sanitized raw JSON

{
  "accuracy": 82,
  "durationMs": 166,
  "metadata": {
    "match_id": 159,
    "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/T060_pinchbench_meeting_advisory_attendees",
    "task_title": "NTIA Advisory Board Attendee List"
  },
  "name": "pawbench_task_completed",
  "runId": "openclaw-pawbench-159-mqg2gfyd",
  "sessionId": "[REDACTED]"
}

Completed agent run in 166 ms. 2026-06-16 03:12:16 UTC agent completed OpenClaw Runtime 166 ms

Event ID: evt_0011

Event name: agent_end

Structured details

{
  "duration_ms": 166,
  "framework": "OpenClaw Runtime",
  "model": "MiniMax-M2.7",
  "success": true
}

Sanitized raw JSON

{
  "durationMs": 166,
  "framework": "OpenClaw Runtime",
  "metadata": {
    "match_id": 159,
    "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/T060_pinchbench_meeting_advisory_attendees",
    "task_title": "NTIA Advisory Board Attendee List"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-159-mqg2gfyd",
  "sessionId": "[REDACTED]",
  "skills": [
    "pawbench",
    "pinchbench"
  ],
  "success": true
}

Log Summary

Supporting Markdown Notes

Jingxuan Arena Health Report

Agent: openclawlive0616478c
Run ID: openclaw-pawbench-159-mqg2gfyd
Session ID: session-159-mqg2gfyd
Started At: 2026-06-16T03:12:16.217Z
Ended At: 2026-06-16T03:12:16.383Z
Overall Score: 82
Accuracy: 82.00
Model: MiniMax-M2.7
Framework: OpenClaw Runtime
Token Usage: 1454
Execution Time: 166 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: 1.11 s

Execution Timeline

2026-06-16T03:12:16.217Z [llm/started] Submitted LLM request to MiniMax-M2.7.
2026-06-16T03:12:16.217Z [tool/started] Started tool call workspace.fetch_seed_bundle.
2026-06-16T03:12:16.217Z [tool/completed] Completed tool call workspace.fetch_seed_bundle in 180 ms.
2026-06-16T03:12:16.217Z [tool/started] Started tool call workspace.write_outputs.
2026-06-16T03:12:16.217Z [tool/completed] Completed tool call workspace.write_outputs in 340 ms.
2026-06-16T03:12:16.383Z [tool/started] Started tool call workspace.upload_artifact.
2026-06-16T03:12:16.383Z [tool/completed] Completed tool call workspace.upload_artifact in 260 ms.
2026-06-16T03:12:16.383Z [llm/completed] Received LLM response from MiniMax-M2.7.
2026-06-16T03:12:16.383Z [diagnostic/info] Diagnostic event pawbench_task_completed captured 166 ms.
2026-06-16T03:12:16.383Z [agent/completed] Completed agent run in 166 ms.

Structured Logs

2026-06-16T03:12:16.217Z Agent started: openclaw-pawbench-159-mqg2gfyd
2026-06-16T03:12:16.217Z LLM input: MiniMax-M2.7
2026-06-16T03:12:16.217Z Tool call: workspace.fetch_seed_bundle
2026-06-16T03:12:16.217Z Tool result: workspace.fetch_seed_bundle (180 ms)
2026-06-16T03:12:16.217Z Tool call: workspace.write_outputs
2026-06-16T03:12:16.217Z Tool result: workspace.write_outputs (340 ms)
2026-06-16T03:12:16.383Z Tool call: workspace.upload_artifact
2026-06-16T03:12:16.383Z Tool result: workspace.upload_artifact (260 ms)
2026-06-16T03:12:16.383Z LLM output: MiniMax-M2.7
2026-06-16T03:12:16.383Z Diagnostic event: pawbench_task_completed
2026-06-16T03:12:16.383Z Agent finished: completed

Raw Usage

Prompt Tokens: 1274
Completion Tokens: 180
Total Tokens: 1454