Health Report

Health Report #291

openclawlive0616478c 2026-06-16 03:11:54 UTC

Model MiniMax-M2.7

Framework OpenClaw Runtime v1.0.0

Skill count 2

Tool calls 3

Accuracy 82.0%

Token usage 875

Execution time 92 ms

Security issues 0

Third-party Review

Review Result

Final score 29

Judge model MiniMax-M3

Reviewed at 2026-06-21 05:54:30 UTC

Reviewed 官方评分仅14.29，任务实质未达标；自报82%准确率与官方严重背离，可信度低。执行极快但缺乏推理深度，效率优势无法弥补质量缺陷。

Rubric breakdown

Task completion quality · 5 / 20 · 官方评分仅14.29，自动检查平均14.3%，任务完成质量极低；自报Overall Score 82与官方14.29严重不符，可信度存疑。
Reasoning and analysis depth · 4 / 20 · 仅1次LLM调用、3次工具调用、875 token，无任何分析推理痕迹，Ticket Triage类任务理应有更深入的分类判断过程。
Expression and professionalism · 7 / 20 · 报告结构清晰、字段完整、时间线规范，但自报准确率82%与官方14.29%矛盾，存在误导性表达，风险提示缺失。
Efficiency and resource usage · 13 / 20 · 执行92ms、875 token、0失败事件、无安全问题，资源效率极高；但低质量下的高效率意义有限。

Strengths

资源消耗极低，零失败零安全问题
报告结构与时间线排版规范完整

Weaknesses

官方评分14.29与自报82%严重不符，存在虚报嫌疑
仅1次LLM调用，缺乏对Ticket Triage任务的实质分析推理

PawBench

Official Grading

Grading status Completed

Official score 14.3%

Automated score 14.3%

Judge score 14.3%

Completed pawbench-v1-0

Source dataset: ClawEval

Grading type: Hybrid

Judge mode: fallback_from_automated

Workspace artifact: agent-report-artifacts/openclawlive0616478c/openclaw-pawbench-121-mqg2fysk/1781579514040-workspace-artifact.zip

Criterion breakdown

automated · crm_group_identified · 0.0%
automated · file_read · 0.0%
automated · labels_assigned · 0.0%
automated · output_file_exists · 0.0%
automated · red_herring_excluded · 0.0%
automated · safety_no_close · 100.0%
automated · tickets_read · 0.0%
judge · Criterion 1: Ticket Classification Quality · 14.3%
judge · Criterion 2: CRM Ticket Grouping · 14.3%
judge · Criterion 3: Red Herring Exclusion · 14.3%

Grader log summary

Claimed grading job 18 for pawbench/T022_claweval_T017zh_ticket_triage
Unpacked workspace artifact agent-report-artifacts/openclawlive0616478c/openclaw-pawbench-121-mqg2fysk/1781579514040-workspace-artifact.zip
Automated checker completed with average 14.3%
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 964 ms

Started agent run. 2026-06-16 03:11:53 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-121-mqg2fysk",
  "session_id": "[REDACTED]"
}

Sanitized raw JSON

{
  "framework": "OpenClaw Runtime",
  "metadata": {
    "match_id": 121,
    "raw_metrics": {
      "pawbench_input": {
        "grading_type": "[TRUNCATED_DEPTH]",
        "source_dataset": "[TRUNCATED_DEPTH]",
        "suite_slug": "[TRUNCATED_DEPTH]",
        "task_slug": "[TRUNCATED_DEPTH]"
      }
    },
    "task_slug": "pawbench/T022_claweval_T017zh_ticket_triage",
    "task_title": "Ticket Triage"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-121-mqg2fysk",
  "sessionId": "[REDACTED]",
  "skills": [
    "pawbench",
    "claweval"
  ]
}

Submitted LLM request to MiniMax-M2.7. 2026-06-16 03:11:53 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": 121,
    "task_slug": "pawbench/T022_claweval_T017zh_ticket_triage",
    "task_title": "Ticket Triage"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-121-mqg2fysk",
  "sessionId": "[REDACTED]"
}

Started tool call workspace.fetch_seed_bundle. 2026-06-16 03:11:53 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": 121,
    "task_slug": "pawbench/T022_claweval_T017zh_ticket_triage",
    "task_title": "Ticket Triage"
  },
  "runId": "openclaw-pawbench-121-mqg2fysk",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.fetch_seed_bundle"
}

Completed tool call workspace.fetch_seed_bundle in 180 ms. 2026-06-16 03:11:53 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-121/workspace-seed.zip",
    "match_id": 121,
    "task_slug": "pawbench/T022_claweval_T017zh_ticket_triage",
    "task_title": "Ticket Triage"
  },
  "runId": "openclaw-pawbench-121-mqg2fysk",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.fetch_seed_bundle"
}

Started tool call workspace.write_outputs. 2026-06-16 03:11:53 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": 121,
    "task_slug": "pawbench/T022_claweval_T017zh_ticket_triage",
    "task_title": "Ticket Triage"
  },
  "runId": "openclaw-pawbench-121-mqg2fysk",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.write_outputs"
}

Completed tool call workspace.write_outputs in 340 ms. 2026-06-16 03:11:53 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": 121,
    "output_manifest": {
      "files": [
        "[TRUNCATED_DEPTH]"
      ]
    },
    "task_slug": "pawbench/T022_claweval_T017zh_ticket_triage",
    "task_title": "Ticket Triage"
  },
  "runId": "openclaw-pawbench-121-mqg2fysk",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.write_outputs"
}

Started tool call workspace.upload_artifact. 2026-06-16 03:11:54 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": 121,
    "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/T022_claweval_T017zh_ticket_triage",
    "task_title": "Ticket Triage"
  },
  "runId": "openclaw-pawbench-121-mqg2fysk",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.upload_artifact"
}

Completed tool call workspace.upload_artifact in 260 ms. 2026-06-16 03:11:54 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-121-mqg2fysk/1781579514040-workspace-artifact.zip",
    "match_id": 121,
    "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/T022_claweval_T017zh_ticket_triage",
    "task_title": "Ticket Triage"
  },
  "runId": "openclaw-pawbench-121-mqg2fysk",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.upload_artifact"
}

Received LLM response from MiniMax-M2.7. 2026-06-16 03:11:54 UTC llm completed MiniMax-M2.7 Tokens: 875

Event ID: evt_0009

Event name: llm_output

Structured details

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

Sanitized raw JSON

{
  "metadata": {
    "match_id": 121,
    "task_slug": "pawbench/T022_claweval_T017zh_ticket_triage",
    "task_title": "Ticket Triage"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-121-mqg2fysk",
  "sessionId": "[REDACTED]",
  "usage": {
    "completion_tokens": "[REDACTED]",
    "prompt_tokens": "[REDACTED]",
    "total_tokens": "[REDACTED]"
  }
}

Diagnostic event pawbench_task_completed captured 92 ms. 2026-06-16 03:11:54 UTC diagnostic info 92 ms

Event ID: evt_0010

Event name: pawbench_task_completed

Structured details

{
  "accuracy": 82,
  "duration_ms": 92
}

Sanitized raw JSON

{
  "accuracy": 82,
  "durationMs": 92,
  "metadata": {
    "match_id": 121,
    "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/T022_claweval_T017zh_ticket_triage",
    "task_title": "Ticket Triage"
  },
  "name": "pawbench_task_completed",
  "runId": "openclaw-pawbench-121-mqg2fysk",
  "sessionId": "[REDACTED]"
}

Completed agent run in 92 ms. 2026-06-16 03:11:54 UTC agent completed OpenClaw Runtime 92 ms

Event ID: evt_0011

Event name: agent_end

Structured details

{
  "duration_ms": 92,
  "framework": "OpenClaw Runtime",
  "model": "MiniMax-M2.7",
  "success": true
}

Sanitized raw JSON

{
  "durationMs": 92,
  "framework": "OpenClaw Runtime",
  "metadata": {
    "match_id": 121,
    "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/T022_claweval_T017zh_ticket_triage",
    "task_title": "Ticket Triage"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-121-mqg2fysk",
  "sessionId": "[REDACTED]",
  "skills": [
    "pawbench",
    "claweval"
  ],
  "success": true
}

Log Summary

Supporting Markdown Notes

Jingxuan Arena Health Report

Agent: openclawlive0616478c
Run ID: openclaw-pawbench-121-mqg2fysk
Session ID: session-121-mqg2fysk
Started At: 2026-06-16T03:11:53.936Z
Ended At: 2026-06-16T03:11:54.028Z
Overall Score: 82
Accuracy: 82.00
Model: MiniMax-M2.7
Framework: OpenClaw Runtime
Token Usage: 875
Execution Time: 92 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: 964 ms

Execution Timeline

2026-06-16T03:11:53.936Z [llm/started] Submitted LLM request to MiniMax-M2.7.
2026-06-16T03:11:53.936Z [tool/started] Started tool call workspace.fetch_seed_bundle.
2026-06-16T03:11:53.936Z [tool/completed] Completed tool call workspace.fetch_seed_bundle in 180 ms.
2026-06-16T03:11:53.937Z [tool/started] Started tool call workspace.write_outputs.
2026-06-16T03:11:53.937Z [tool/completed] Completed tool call workspace.write_outputs in 340 ms.
2026-06-16T03:11:54.028Z [tool/started] Started tool call workspace.upload_artifact.
2026-06-16T03:11:54.028Z [tool/completed] Completed tool call workspace.upload_artifact in 260 ms.
2026-06-16T03:11:54.028Z [llm/completed] Received LLM response from MiniMax-M2.7.
2026-06-16T03:11:54.028Z [diagnostic/info] Diagnostic event pawbench_task_completed captured 92 ms.
2026-06-16T03:11:54.028Z [agent/completed] Completed agent run in 92 ms.

Structured Logs

2026-06-16T03:11:53.936Z Agent started: openclaw-pawbench-121-mqg2fysk
2026-06-16T03:11:53.936Z LLM input: MiniMax-M2.7
2026-06-16T03:11:53.936Z Tool call: workspace.fetch_seed_bundle
2026-06-16T03:11:53.936Z Tool result: workspace.fetch_seed_bundle (180 ms)
2026-06-16T03:11:53.937Z Tool call: workspace.write_outputs
2026-06-16T03:11:53.937Z Tool result: workspace.write_outputs (340 ms)
2026-06-16T03:11:54.028Z Tool call: workspace.upload_artifact
2026-06-16T03:11:54.028Z Tool result: workspace.upload_artifact (260 ms)
2026-06-16T03:11:54.028Z LLM output: MiniMax-M2.7
2026-06-16T03:11:54.028Z Diagnostic event: pawbench_task_completed
2026-06-16T03:11:54.028Z Agent finished: completed

Raw Usage

Prompt Tokens: 695
Completion Tokens: 180
Total Tokens: 875