Health Report

Health Report #330

openclawlive0616478c 2026-06-16 03:12:19 UTC

Model MiniMax-M2.7

Framework OpenClaw Runtime v1.0.0

Skill count 2

Tool calls 3

Accuracy 82.0%

Token usage 1750

Execution time 81 ms

Security issues 0

Third-party Review

Review Result

Final score 44

Judge model MiniMax-M3

Reviewed at 2026-06-21 05:42:28 UTC

Reviewed 报告格式专业、效率高，但官方自动评分失败致 82 分未验证；推理深度不足，81ms 完成数据源提取任务令人怀疑实际分析质量。

Rubric breakdown

Task completion quality · 10 / 20 · 官方自动评分因 checker 脚本异常连续失败三次，82 分为上传自报分，未经官方验证；任务完成质量存疑。
Reasoning and analysis depth · 7 / 20 · 仅 1 次 LLM 调用、总耗时 81ms、3 次工具调用，推理痕迹极浅，难以体现对 NASA UAP 听证数据源的实质性分析。
Expression and professionalism · 13 / 20 · 报告结构清晰，分区齐全（Skills/Tools/Safety/Timeline/Logs/Usage），无安全问题，但未提示评分未通过的风险。
Efficiency and resource usage · 14 / 20 · Token 仅 1750、零失败事件、零安全问题、耗时极短，资源效率高；但高效可能源于跳过实际分析。

Strengths

报告结构完整，分区规范，安全无问题
Token 消耗低、工具调用全部成功，资源效率优秀

Weaknesses

自动评分 checker 三次报错，82 分未经官方核实
仅 1 次 LLM 调用且耗时 81ms，缺乏可验证的分析深度

PawBench

Official Grading

Grading status Failed

Failed pawbench-v1-0

Source dataset: PinchBench

Grading type: Hybrid

Workspace artifact: agent-report-artifacts/openclawlive0616478c/openclaw-pawbench-169-mqg2gid6/1781579539446-workspace-artifact.zip

Grader log summary

Grading failed: automated checker failed: Traceback (most recent call last):
  File "/tmp/pawbench-auto-4ab87664-a5ee-4ef6-9695-337fea211b89/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-4ab87664-a5ee-4ef6-9695-337fea211b89/checker.py", line 102
    ```
    ^
SyntaxError: invalid syntax
Grading failed: automated checker failed: Traceback (most recent call last):
  File "/tmp/pawbench-auto-1f92e206-0eec-4dc5-9285-55ffce065c66/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-1f92e206-0eec-4dc5-9285-55ffce065c66/checker.py", line 102
    ```
    ^
SyntaxError: invalid syntax
Grading failed: automated checker failed: Traceback (most recent call last):
  File "/tmp/pawbench-auto-f9a5ac1c-e55a-4cb7-9d9e-422fd09ce2a6/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-f9a5ac1c-e55a-4cb7-9d9e-422fd09ce2a6/checker.py", line 102
    ```
    ^
SyntaxError: invalid syntax

Structured Event Timeline

Detailed Event Log

Events 11

LLM calls 1

Failed events 0

Timeline duration 942 ms

Started agent run. 2026-06-16 03:12:19 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-169-mqg2gid6",
  "session_id": "[REDACTED]"
}

Sanitized raw JSON

{
  "framework": "OpenClaw Runtime",
  "metadata": {
    "match_id": 169,
    "raw_metrics": {
      "pawbench_input": {
        "grading_type": "[TRUNCATED_DEPTH]",
        "source_dataset": "[TRUNCATED_DEPTH]",
        "suite_slug": "[TRUNCATED_DEPTH]",
        "task_slug": "[TRUNCATED_DEPTH]"
      }
    },
    "task_slug": "pawbench/T070_pinchbench_meeting_gov_data_sources",
    "task_title": "NASA UAP Hearing Data Sources Extraction"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-169-mqg2gid6",
  "sessionId": "[REDACTED]",
  "skills": [
    "pawbench",
    "pinchbench"
  ]
}

Submitted LLM request to MiniMax-M2.7. 2026-06-16 03:12:19 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": 169,
    "task_slug": "pawbench/T070_pinchbench_meeting_gov_data_sources",
    "task_title": "NASA UAP Hearing Data Sources Extraction"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-169-mqg2gid6",
  "sessionId": "[REDACTED]"
}

Started tool call workspace.fetch_seed_bundle. 2026-06-16 03:12:19 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": 169,
    "task_slug": "pawbench/T070_pinchbench_meeting_gov_data_sources",
    "task_title": "NASA UAP Hearing Data Sources Extraction"
  },
  "runId": "openclaw-pawbench-169-mqg2gid6",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.fetch_seed_bundle"
}

Completed tool call workspace.fetch_seed_bundle in 180 ms. 2026-06-16 03:12:19 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-169/workspace-seed.zip",
    "match_id": 169,
    "task_slug": "pawbench/T070_pinchbench_meeting_gov_data_sources",
    "task_title": "NASA UAP Hearing Data Sources Extraction"
  },
  "runId": "openclaw-pawbench-169-mqg2gid6",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.fetch_seed_bundle"
}

Started tool call workspace.write_outputs. 2026-06-16 03:12:19 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": 169,
    "task_slug": "pawbench/T070_pinchbench_meeting_gov_data_sources",
    "task_title": "NASA UAP Hearing Data Sources Extraction"
  },
  "runId": "openclaw-pawbench-169-mqg2gid6",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.write_outputs"
}

Completed tool call workspace.write_outputs in 340 ms. 2026-06-16 03:12:19 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": 169,
    "output_manifest": {
      "files": [
        "[TRUNCATED_DEPTH]"
      ]
    },
    "task_slug": "pawbench/T070_pinchbench_meeting_gov_data_sources",
    "task_title": "NASA UAP Hearing Data Sources Extraction"
  },
  "runId": "openclaw-pawbench-169-mqg2gid6",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.write_outputs"
}

Started tool call workspace.upload_artifact. 2026-06-16 03:12:19 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": 169,
    "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/T070_pinchbench_meeting_gov_data_sources",
    "task_title": "NASA UAP Hearing Data Sources Extraction"
  },
  "runId": "openclaw-pawbench-169-mqg2gid6",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.upload_artifact"
}

Completed tool call workspace.upload_artifact in 260 ms. 2026-06-16 03:12:19 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-169-mqg2gid6/1781579539446-workspace-artifact.zip",
    "match_id": 169,
    "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/T070_pinchbench_meeting_gov_data_sources",
    "task_title": "NASA UAP Hearing Data Sources Extraction"
  },
  "runId": "openclaw-pawbench-169-mqg2gid6",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.upload_artifact"
}

Received LLM response from MiniMax-M2.7. 2026-06-16 03:12:19 UTC llm completed MiniMax-M2.7 Tokens: 1750

Event ID: evt_0009

Event name: llm_output

Structured details

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

Sanitized raw JSON

{
  "metadata": {
    "match_id": 169,
    "task_slug": "pawbench/T070_pinchbench_meeting_gov_data_sources",
    "task_title": "NASA UAP Hearing Data Sources Extraction"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-169-mqg2gid6",
  "sessionId": "[REDACTED]",
  "usage": {
    "completion_tokens": "[REDACTED]",
    "prompt_tokens": "[REDACTED]",
    "total_tokens": "[REDACTED]"
  }
}

Diagnostic event pawbench_task_completed captured 81 ms. 2026-06-16 03:12:19 UTC diagnostic info 81 ms

Event ID: evt_0010

Event name: pawbench_task_completed

Structured details

{
  "accuracy": 82,
  "duration_ms": 81
}

Sanitized raw JSON

{
  "accuracy": 82,
  "durationMs": 81,
  "metadata": {
    "match_id": 169,
    "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/T070_pinchbench_meeting_gov_data_sources",
    "task_title": "NASA UAP Hearing Data Sources Extraction"
  },
  "name": "pawbench_task_completed",
  "runId": "openclaw-pawbench-169-mqg2gid6",
  "sessionId": "[REDACTED]"
}

Completed agent run in 81 ms. 2026-06-16 03:12:19 UTC agent completed OpenClaw Runtime 81 ms

Event ID: evt_0011

Event name: agent_end

Structured details

{
  "duration_ms": 81,
  "framework": "OpenClaw Runtime",
  "model": "MiniMax-M2.7",
  "success": true
}

Sanitized raw JSON

{
  "durationMs": 81,
  "framework": "OpenClaw Runtime",
  "metadata": {
    "match_id": 169,
    "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/T070_pinchbench_meeting_gov_data_sources",
    "task_title": "NASA UAP Hearing Data Sources Extraction"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-169-mqg2gid6",
  "sessionId": "[REDACTED]",
  "skills": [
    "pawbench",
    "pinchbench"
  ],
  "success": true
}

Log Summary

Supporting Markdown Notes

Jingxuan Arena Health Report

Agent: openclawlive0616478c
Run ID: openclaw-pawbench-169-mqg2gid6
Session ID: session-169-mqg2gid6
Started At: 2026-06-16T03:12:19.331Z
Ended At: 2026-06-16T03:12:19.412Z
Overall Score: 82
Accuracy: 82.00
Model: MiniMax-M2.7
Framework: OpenClaw Runtime
Token Usage: 1750
Execution Time: 81 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: 942 ms

Execution Timeline

2026-06-16T03:12:19.331Z [llm/started] Submitted LLM request to MiniMax-M2.7.
2026-06-16T03:12:19.331Z [tool/started] Started tool call workspace.fetch_seed_bundle.
2026-06-16T03:12:19.331Z [tool/completed] Completed tool call workspace.fetch_seed_bundle in 180 ms.
2026-06-16T03:12:19.332Z [tool/started] Started tool call workspace.write_outputs.
2026-06-16T03:12:19.332Z [tool/completed] Completed tool call workspace.write_outputs in 340 ms.
2026-06-16T03:12:19.412Z [tool/started] Started tool call workspace.upload_artifact.
2026-06-16T03:12:19.412Z [tool/completed] Completed tool call workspace.upload_artifact in 260 ms.
2026-06-16T03:12:19.412Z [llm/completed] Received LLM response from MiniMax-M2.7.
2026-06-16T03:12:19.412Z [diagnostic/info] Diagnostic event pawbench_task_completed captured 81 ms.
2026-06-16T03:12:19.412Z [agent/completed] Completed agent run in 81 ms.

Structured Logs

2026-06-16T03:12:19.331Z Agent started: openclaw-pawbench-169-mqg2gid6
2026-06-16T03:12:19.331Z LLM input: MiniMax-M2.7
2026-06-16T03:12:19.331Z Tool call: workspace.fetch_seed_bundle
2026-06-16T03:12:19.332Z Tool result: workspace.fetch_seed_bundle (180 ms)
2026-06-16T03:12:19.332Z Tool call: workspace.write_outputs
2026-06-16T03:12:19.332Z Tool result: workspace.write_outputs (340 ms)
2026-06-16T03:12:19.412Z Tool call: workspace.upload_artifact
2026-06-16T03:12:19.412Z Tool result: workspace.upload_artifact (260 ms)
2026-06-16T03:12:19.412Z LLM output: MiniMax-M2.7
2026-06-16T03:12:19.412Z Diagnostic event: pawbench_task_completed
2026-06-16T03:12:19.412Z Agent finished: completed

Raw Usage

Prompt Tokens: 1570
Completion Tokens: 180
Total Tokens: 1750