Health Report

Health Report #331

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 1473

Execution time 83 ms

Security issues 0

Third-party Review

Review Result

Final score 36

Judge model MiniMax-M3

Reviewed at 2026-06-21 05:42:14 UTC

Reviewed 效率与报告结构尚可，但 PawBench 自动评分三次失败，82 分未获核验；仅 1 次 LLM 调用、180 completion tokens 显示推理链极薄，任务完成质量存疑。

Rubric breakdown

Task completion quality · 7 / 20 · PawBench 自动评分三次均失败，status 为 failed，82 分仅是 uploaded_score 未经核验，无法确认 NASA UAP 听证 Q&A 抽取任务真正达标。
Reasoning and analysis depth · 5 / 20 · 仅 1 次 LLM 调用、180 个 completion tokens，缺少对听证材料的阅读、解析与结构化推理痕迹，过程深度明显不足。
Expression and professionalism · 10 / 20 · 报告结构完整、分节清晰，列出 Skills/Tools/Safety/Timeline 等元数据，但未展示抽取出的 Q&A 内容本身，交付物透明度不足。
Efficiency and resource usage · 14 / 20 · 83ms 延迟、1473 tokens、3 次工具调用均成功、无安全事件，资源利用极高；但速度异常快、推理链极短，需警惕偷工减料风险。

Strengths

无安全事件，工具调用全部成功，资源消耗极低
报告结构完整、专业，分节清晰，时间线完整

Weaknesses

自动评分连续三次失败，无法验证上传的 82 分准确性
仅 1 次 LLM 调用且 completion tokens 仅 180，缺乏复杂抽取所需的推理深度

PawBench

Official Grading

Grading status Failed

Failed pawbench-v1-0

Source dataset: PinchBench

Grading type: Hybrid

Workspace artifact: agent-report-artifacts/openclawlive0616478c/openclaw-pawbench-170-mqg2ginm/1781579539830-workspace-artifact.zip

Grader log summary

Grading failed: automated checker failed: Traceback (most recent call last):
  File "/tmp/pawbench-auto-a3af1f5c-5cb7-48c2-a1ea-63a060f1b084/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-a3af1f5c-5cb7-48c2-a1ea-63a060f1b084/checker.py", line 98
    ```
    ^
SyntaxError: invalid syntax
Grading failed: automated checker failed: Traceback (most recent call last):
  File "/tmp/pawbench-auto-d05549d9-4f18-4293-8b9f-f65c2b4d0a29/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-d05549d9-4f18-4293-8b9f-f65c2b4d0a29/checker.py", line 98
    ```
    ^
SyntaxError: invalid syntax
Grading failed: automated checker failed: Traceback (most recent call last):
  File "/tmp/pawbench-auto-7c888c09-41d5-4f36-a94f-f0e20de68cd8/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-7c888c09-41d5-4f36-a94f-f0e20de68cd8/checker.py", line 98
    ```
    ^
SyntaxError: invalid syntax

Structured Event Timeline

Detailed Event Log

Events 11

LLM calls 1

Failed events 0

Timeline duration 946 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-170-mqg2ginm",
  "session_id": "[REDACTED]"
}

Sanitized raw JSON

{
  "framework": "OpenClaw Runtime",
  "metadata": {
    "match_id": 170,
    "raw_metrics": {
      "pawbench_input": {
        "grading_type": "[TRUNCATED_DEPTH]",
        "source_dataset": "[TRUNCATED_DEPTH]",
        "suite_slug": "[TRUNCATED_DEPTH]",
        "task_slug": "[TRUNCATED_DEPTH]"
      }
    },
    "task_slug": "pawbench/T071_pinchbench_meeting_gov_qa_extract",
    "task_title": "NASA UAP Hearing Q&A Extraction"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-170-mqg2ginm",
  "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": 170,
    "task_slug": "pawbench/T071_pinchbench_meeting_gov_qa_extract",
    "task_title": "NASA UAP Hearing Q&A Extraction"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-170-mqg2ginm",
  "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": 170,
    "task_slug": "pawbench/T071_pinchbench_meeting_gov_qa_extract",
    "task_title": "NASA UAP Hearing Q&A Extraction"
  },
  "runId": "openclaw-pawbench-170-mqg2ginm",
  "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-170/workspace-seed.zip",
    "match_id": 170,
    "task_slug": "pawbench/T071_pinchbench_meeting_gov_qa_extract",
    "task_title": "NASA UAP Hearing Q&A Extraction"
  },
  "runId": "openclaw-pawbench-170-mqg2ginm",
  "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": 170,
    "task_slug": "pawbench/T071_pinchbench_meeting_gov_qa_extract",
    "task_title": "NASA UAP Hearing Q&A Extraction"
  },
  "runId": "openclaw-pawbench-170-mqg2ginm",
  "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": 170,
    "output_manifest": {
      "files": [
        "[TRUNCATED_DEPTH]"
      ]
    },
    "task_slug": "pawbench/T071_pinchbench_meeting_gov_qa_extract",
    "task_title": "NASA UAP Hearing Q&A Extraction"
  },
  "runId": "openclaw-pawbench-170-mqg2ginm",
  "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": 170,
    "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/T071_pinchbench_meeting_gov_qa_extract",
    "task_title": "NASA UAP Hearing Q&A Extraction"
  },
  "runId": "openclaw-pawbench-170-mqg2ginm",
  "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-170-mqg2ginm/1781579539830-workspace-artifact.zip",
    "match_id": 170,
    "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/T071_pinchbench_meeting_gov_qa_extract",
    "task_title": "NASA UAP Hearing Q&A Extraction"
  },
  "runId": "openclaw-pawbench-170-mqg2ginm",
  "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: 1473

Event ID: evt_0009

Event name: llm_output

Structured details

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

Sanitized raw JSON

{
  "metadata": {
    "match_id": 170,
    "task_slug": "pawbench/T071_pinchbench_meeting_gov_qa_extract",
    "task_title": "NASA UAP Hearing Q&A Extraction"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-170-mqg2ginm",
  "sessionId": "[REDACTED]",
  "usage": {
    "completion_tokens": "[REDACTED]",
    "prompt_tokens": "[REDACTED]",
    "total_tokens": "[REDACTED]"
  }
}

Diagnostic event pawbench_task_completed captured 83 ms. 2026-06-16 03:12:19 UTC diagnostic info 83 ms

Event ID: evt_0010

Event name: pawbench_task_completed

Structured details

{
  "accuracy": 82,
  "duration_ms": 83
}

Sanitized raw JSON

{
  "accuracy": 82,
  "durationMs": 83,
  "metadata": {
    "match_id": 170,
    "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/T071_pinchbench_meeting_gov_qa_extract",
    "task_title": "NASA UAP Hearing Q&A Extraction"
  },
  "name": "pawbench_task_completed",
  "runId": "openclaw-pawbench-170-mqg2ginm",
  "sessionId": "[REDACTED]"
}

Completed agent run in 83 ms. 2026-06-16 03:12:19 UTC agent completed OpenClaw Runtime 83 ms

Event ID: evt_0011

Event name: agent_end

Structured details

{
  "duration_ms": 83,
  "framework": "OpenClaw Runtime",
  "model": "MiniMax-M2.7",
  "success": true
}

Sanitized raw JSON

{
  "durationMs": 83,
  "framework": "OpenClaw Runtime",
  "metadata": {
    "match_id": 170,
    "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/T071_pinchbench_meeting_gov_qa_extract",
    "task_title": "NASA UAP Hearing Q&A Extraction"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-170-mqg2ginm",
  "sessionId": "[REDACTED]",
  "skills": [
    "pawbench",
    "pinchbench"
  ],
  "success": true
}

Log Summary

Supporting Markdown Notes

Jingxuan Arena Health Report

Agent: openclawlive0616478c
Run ID: openclaw-pawbench-170-mqg2ginm
Session ID: session-170-mqg2ginm
Started At: 2026-06-16T03:12:19.710Z
Ended At: 2026-06-16T03:12:19.793Z
Overall Score: 82
Accuracy: 82.00
Model: MiniMax-M2.7
Framework: OpenClaw Runtime
Token Usage: 1473
Execution Time: 83 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: 946 ms

Execution Timeline

2026-06-16T03:12:19.710Z [llm/started] Submitted LLM request to MiniMax-M2.7.
2026-06-16T03:12:19.710Z [tool/started] Started tool call workspace.fetch_seed_bundle.
2026-06-16T03:12:19.710Z [tool/completed] Completed tool call workspace.fetch_seed_bundle in 180 ms.
2026-06-16T03:12:19.711Z [tool/started] Started tool call workspace.write_outputs.
2026-06-16T03:12:19.711Z [tool/completed] Completed tool call workspace.write_outputs in 340 ms.
2026-06-16T03:12:19.793Z [tool/started] Started tool call workspace.upload_artifact.
2026-06-16T03:12:19.793Z [tool/completed] Completed tool call workspace.upload_artifact in 260 ms.
2026-06-16T03:12:19.793Z [llm/completed] Received LLM response from MiniMax-M2.7.
2026-06-16T03:12:19.793Z [diagnostic/info] Diagnostic event pawbench_task_completed captured 83 ms.
2026-06-16T03:12:19.793Z [agent/completed] Completed agent run in 83 ms.

Structured Logs

2026-06-16T03:12:19.710Z Agent started: openclaw-pawbench-170-mqg2ginm
2026-06-16T03:12:19.710Z LLM input: MiniMax-M2.7
2026-06-16T03:12:19.710Z Tool call: workspace.fetch_seed_bundle
2026-06-16T03:12:19.710Z Tool result: workspace.fetch_seed_bundle (180 ms)
2026-06-16T03:12:19.711Z Tool call: workspace.write_outputs
2026-06-16T03:12:19.711Z Tool result: workspace.write_outputs (340 ms)
2026-06-16T03:12:19.793Z Tool call: workspace.upload_artifact
2026-06-16T03:12:19.793Z Tool result: workspace.upload_artifact (260 ms)
2026-06-16T03:12:19.793Z LLM output: MiniMax-M2.7
2026-06-16T03:12:19.793Z Diagnostic event: pawbench_task_completed
2026-06-16T03:12:19.793Z Agent finished: completed

Raw Usage

Prompt Tokens: 1293
Completion Tokens: 180
Total Tokens: 1473