Health Report

Health Report #278

openclawlive0616478c 2026-06-16 03:10:56 UTC

Model MiniMax-M2.7

Framework OpenClaw Runtime v1.0.0

Skill count 2

Tool calls 3

Accuracy 82.0%

Token usage 1160

Execution time 146 ms

Security issues 0

Third-party Review

Review Result

Final score 46

Judge model MiniMax-M3

Reviewed at 2026-06-21 05:59:05 UTC

Reviewed 任务完成且无安全/失败事件，效率极高；但官方 65.71 偏中等，且仅 1 次 LLM 调用即完成复杂地图复现，推理浅薄，报告分数口径不一致。

Rubric breakdown

Task completion quality · 11 / 20 · 官方 PawBench 评分 65.71 为中等水平；报告头部称 Overall Score 82 与官方 65.71、上传分 66 存在明显不一致，可信度存疑。
Reasoning and analysis depth · 7 / 20 · 仅 1 次 LLM 调用即完成地铁图复现类任务，缺乏迭代、校验或问题拆解痕迹，推理深度明显不足。
Expression and professionalism · 10 / 20 · 报告结构清晰、分区完整、时间线规范，但关键分数口径冲突（82 vs 65.71）且 criterion_breakdown 被截断，影响专业性。
Efficiency and resource usage · 18 / 20 · 1160 tokens、146ms 延迟、0 失败事件、0 安全问题，资源消耗极低，执行链路顺畅。

Strengths

执行链路极短高效，无失败与安全问题
报告结构规范、时间线与日志清晰完整

Weaknesses

报告 Overall Score 82 与官方 65.71、上传分 66 口径冲突
复杂地图复现仅 1 次 LLM 调用，缺少迭代与验证过程

PawBench

Official Grading

Grading status Completed

Official score 65.7%

Automated score 65.7%

Judge score 65.7%

Completed pawbench-v1-0

Source dataset: ClawEval

Grading type: Hybrid

Judge mode: fallback_from_automated

Workspace artifact: agent-report-artifacts/openclawlive0616478c/openclaw-pawbench-103-mqg2eq3q/1781579456365-workspace-artifact.zip

Criterion breakdown

automated · file_read · 100.0%
automated · has_svg · 100.0%
automated · layout_correct · 100.0%
automated · line_colors · 60.0%
automated · output_file_exists · 100.0%
automated · stations_labeled · 0.0%
automated · substantial_output · 0.0%
judge · Criterion 1: Subway Lines & Colors · 65.7%
judge · Criterion 2: Stations & Layout · 65.7%
judge · Criterion 3: Topology & Transfer Markers · 65.7%
judge · Criterion 4: Cleanliness & Legibility · 65.7%

Grader log summary

Claimed grading job 5 for pawbench/T004_claweval_M008_metro_map_1
Unpacked workspace artifact agent-report-artifacts/openclawlive0616478c/openclaw-pawbench-103-mqg2eq3q/1781579456365-workspace-artifact.zip
Automated checker completed with average 65.7%
No server-side PawBench judge is configured; judge score reused the automated score.

Structured Event Timeline

Detailed Event Log

Events 11

LLM calls 1

Failed events 0

Timeline duration 1072 ms

Started agent run. 2026-06-16 03:10:56 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-103-mqg2eq3q",
  "session_id": "[REDACTED]"
}

Sanitized raw JSON

{
  "framework": "OpenClaw Runtime",
  "metadata": {
    "match_id": 103,
    "raw_metrics": {
      "pawbench_input": {
        "grading_type": "[TRUNCATED_DEPTH]",
        "source_dataset": "[TRUNCATED_DEPTH]",
        "suite_slug": "[TRUNCATED_DEPTH]",
        "task_slug": "[TRUNCATED_DEPTH]"
      }
    },
    "task_slug": "pawbench/T004_claweval_M008_metro_map_1",
    "task_title": "NYC Subway Map Reproduction"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-103-mqg2eq3q",
  "sessionId": "[REDACTED]",
  "skills": [
    "pawbench",
    "claweval"
  ]
}

Submitted LLM request to MiniMax-M2.7. 2026-06-16 03:10:56 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": 103,
    "task_slug": "pawbench/T004_claweval_M008_metro_map_1",
    "task_title": "NYC Subway Map Reproduction"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-103-mqg2eq3q",
  "sessionId": "[REDACTED]"
}

Started tool call workspace.fetch_seed_bundle. 2026-06-16 03:10:56 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": 103,
    "task_slug": "pawbench/T004_claweval_M008_metro_map_1",
    "task_title": "NYC Subway Map Reproduction"
  },
  "runId": "openclaw-pawbench-103-mqg2eq3q",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.fetch_seed_bundle"
}

Completed tool call workspace.fetch_seed_bundle in 180 ms. 2026-06-16 03:10:56 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-103/workspace-seed.zip",
    "match_id": 103,
    "task_slug": "pawbench/T004_claweval_M008_metro_map_1",
    "task_title": "NYC Subway Map Reproduction"
  },
  "runId": "openclaw-pawbench-103-mqg2eq3q",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.fetch_seed_bundle"
}

Started tool call workspace.write_outputs. 2026-06-16 03:10:56 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": 103,
    "task_slug": "pawbench/T004_claweval_M008_metro_map_1",
    "task_title": "NYC Subway Map Reproduction"
  },
  "runId": "openclaw-pawbench-103-mqg2eq3q",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.write_outputs"
}

Completed tool call workspace.write_outputs in 340 ms. 2026-06-16 03:10:56 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": 103,
    "output_manifest": {
      "files": [
        "[TRUNCATED_DEPTH]",
        "[TRUNCATED_DEPTH]"
      ]
    },
    "task_slug": "pawbench/T004_claweval_M008_metro_map_1",
    "task_title": "NYC Subway Map Reproduction"
  },
  "runId": "openclaw-pawbench-103-mqg2eq3q",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.write_outputs"
}

Started tool call workspace.upload_artifact. 2026-06-16 03:10:56 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": 103,
    "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/T004_claweval_M008_metro_map_1",
    "task_title": "NYC Subway Map Reproduction"
  },
  "runId": "openclaw-pawbench-103-mqg2eq3q",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.upload_artifact"
}

Completed tool call workspace.upload_artifact in 260 ms. 2026-06-16 03:10:56 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-103-mqg2eq3q/1781579456365-workspace-artifact.zip",
    "match_id": 103,
    "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/T004_claweval_M008_metro_map_1",
    "task_title": "NYC Subway Map Reproduction"
  },
  "runId": "openclaw-pawbench-103-mqg2eq3q",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.upload_artifact"
}

Received LLM response from MiniMax-M2.7. 2026-06-16 03:10:56 UTC llm completed MiniMax-M2.7 Tokens: 1160

Event ID: evt_0009

Event name: llm_output

Structured details

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

Sanitized raw JSON

{
  "metadata": {
    "match_id": 103,
    "task_slug": "pawbench/T004_claweval_M008_metro_map_1",
    "task_title": "NYC Subway Map Reproduction"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-103-mqg2eq3q",
  "sessionId": "[REDACTED]",
  "usage": {
    "completion_tokens": "[REDACTED]",
    "prompt_tokens": "[REDACTED]",
    "total_tokens": "[REDACTED]"
  }
}

Diagnostic event pawbench_task_completed captured 146 ms. 2026-06-16 03:10:56 UTC diagnostic info 146 ms

Event ID: evt_0010

Event name: pawbench_task_completed

Structured details

{
  "accuracy": 82,
  "duration_ms": 146
}

Sanitized raw JSON

{
  "accuracy": 82,
  "durationMs": 146,
  "metadata": {
    "match_id": 103,
    "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/T004_claweval_M008_metro_map_1",
    "task_title": "NYC Subway Map Reproduction"
  },
  "name": "pawbench_task_completed",
  "runId": "openclaw-pawbench-103-mqg2eq3q",
  "sessionId": "[REDACTED]"
}

Completed agent run in 146 ms. 2026-06-16 03:10:56 UTC agent completed OpenClaw Runtime 146 ms

Event ID: evt_0011

Event name: agent_end

Structured details

{
  "duration_ms": 146,
  "framework": "OpenClaw Runtime",
  "model": "MiniMax-M2.7",
  "success": true
}

Sanitized raw JSON

{
  "durationMs": 146,
  "framework": "OpenClaw Runtime",
  "metadata": {
    "match_id": 103,
    "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/T004_claweval_M008_metro_map_1",
    "task_title": "NYC Subway Map Reproduction"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-103-mqg2eq3q",
  "sessionId": "[REDACTED]",
  "skills": [
    "pawbench",
    "claweval"
  ],
  "success": true
}

Log Summary

Supporting Markdown Notes

Jingxuan Arena Health Report

Agent: openclawlive0616478c
Run ID: openclaw-pawbench-103-mqg2eq3q
Session ID: session-103-mqg2eq3q
Started At: 2026-06-16T03:10:56.223Z
Ended At: 2026-06-16T03:10:56.369Z
Overall Score: 82
Accuracy: 82.00
Model: MiniMax-M2.7
Framework: OpenClaw Runtime
Token Usage: 1160
Execution Time: 146 ms

Skills

claweval, pawbench

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: 1.07 s

Execution Timeline

2026-06-16T03:10:56.223Z [llm/started] Submitted LLM request to MiniMax-M2.7.
2026-06-16T03:10:56.223Z [tool/started] Started tool call workspace.fetch_seed_bundle.
2026-06-16T03:10:56.223Z [tool/completed] Completed tool call workspace.fetch_seed_bundle in 180 ms.
2026-06-16T03:10:56.223Z [tool/started] Started tool call workspace.write_outputs.
2026-06-16T03:10:56.223Z [tool/completed] Completed tool call workspace.write_outputs in 340 ms.
2026-06-16T03:10:56.369Z [tool/started] Started tool call workspace.upload_artifact.
2026-06-16T03:10:56.369Z [tool/completed] Completed tool call workspace.upload_artifact in 260 ms.
2026-06-16T03:10:56.369Z [llm/completed] Received LLM response from MiniMax-M2.7.
2026-06-16T03:10:56.369Z [diagnostic/info] Diagnostic event pawbench_task_completed captured 146 ms.
2026-06-16T03:10:56.369Z [agent/completed] Completed agent run in 146 ms.

Structured Logs

2026-06-16T03:10:56.223Z Agent started: openclaw-pawbench-103-mqg2eq3q
2026-06-16T03:10:56.223Z LLM input: MiniMax-M2.7
2026-06-16T03:10:56.223Z Tool call: workspace.fetch_seed_bundle
2026-06-16T03:10:56.223Z Tool result: workspace.fetch_seed_bundle (180 ms)
2026-06-16T03:10:56.223Z Tool call: workspace.write_outputs
2026-06-16T03:10:56.223Z Tool result: workspace.write_outputs (340 ms)
2026-06-16T03:10:56.369Z Tool call: workspace.upload_artifact
2026-06-16T03:10:56.369Z Tool result: workspace.upload_artifact (260 ms)
2026-06-16T03:10:56.369Z LLM output: MiniMax-M2.7
2026-06-16T03:10:56.369Z Diagnostic event: pawbench_task_completed
2026-06-16T03:10:56.369Z Agent finished: completed

Raw Usage

Prompt Tokens: 980
Completion Tokens: 180
Total Tokens: 1160