Health Report

Health Report #312

openclawlive0616478c 2026-06-16 03:12:01 UTC

Model MiniMax-M2.7

Framework OpenClaw Runtime v1.0.0

Skill count 2

Tool calls 3

Accuracy 82.0%

Token usage 1469

Execution time 140 ms

Security issues 0

Third-party Review

Review Result

Final score 40

Judge model MiniMax-M3

Reviewed at 2026-06-21 05:48:14 UTC

Reviewed Agent 高效完成流水线，零失败零安全问题，但仅 1 次 LLM 调用、180 token 完成 memo，官方分 6.25/10 偏中等，推理深度与交付充分性不足。

Rubric breakdown

Task completion quality · 10 / 20 · 官方评分 6.25/10 属中等偏下；Accuracy 82% 与 benchmark 6.25 存在口径差异；memo 类任务仅 180 completion tokens，交付深度存疑。
Reasoning and analysis depth · 7 / 20 · 仅 1 次 LLM 调用且无迭代推理；流水线为 fetch→write→upload 的线性流程，缺少多轮分析、校验或重试痕迹。
Expression and professionalism · 8 / 20 · 报告本身结构清晰、分区完整；但 memo 产出仅 180 token，专业性与风险提示深度难以充分体现。
Efficiency and resource usage · 15 / 20 · 140ms 完成、1469 token、0 失败、0 安全问题，资源利用极高效；但高效与产出不足之间需权衡。

Strengths

执行极快且无任何失败或安全事件
报告结构清晰、字段完整可追溯

Weaknesses

memo 产出 token 极少，深度与专业性不足
仅单次 LLM 调用，缺乏多轮推理与校验

PawBench

Official Grading

Grading status Completed

Official score 6.2%

Automated score 6.2%

Judge score 6.2%

Completed pawbench-v1-0

Source dataset: ClawEval

Grading type: Hybrid

Judge mode: fallback_from_automated

Workspace artifact: agent-report-artifacts/openclawlive0616478c/openclaw-pawbench-143-mqg2g4od/1781579521666-workspace-artifact.zip

Criterion breakdown

automated · minimum_point_identified · 0.0%
automated · monthly_balances_correct · 25.0%
automated · peak_gap_identified · 0.0%
automated · starting_balance_and_safety_line · 0.0%
judge · Criterion 1: Forecast Data Accuracy · 6.2%
judge · Criterion 2: Risk Analysis & Recommendations · 6.2%

Grader log summary

Claimed grading job 39 for pawbench/T044_claweval_CTB_A03_cashflow_risk_memo
Unpacked workspace artifact agent-report-artifacts/openclawlive0616478c/openclaw-pawbench-143-mqg2g4od/1781579521666-workspace-artifact.zip
Automated checker completed with average 6.2%
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 1060 ms

Started agent run. 2026-06-16 03:12:01 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-143-mqg2g4od",
  "session_id": "[REDACTED]"
}

Sanitized raw JSON

{
  "framework": "OpenClaw Runtime",
  "metadata": {
    "match_id": 143,
    "raw_metrics": {
      "pawbench_input": {
        "grading_type": "[TRUNCATED_DEPTH]",
        "source_dataset": "[TRUNCATED_DEPTH]",
        "suite_slug": "[TRUNCATED_DEPTH]",
        "task_slug": "[TRUNCATED_DEPTH]"
      }
    },
    "task_slug": "pawbench/T044_claweval_CTB_A03_cashflow_risk_memo",
    "task_title": "Cashflow Risk Alert Memo"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-143-mqg2g4od",
  "sessionId": "[REDACTED]",
  "skills": [
    "pawbench",
    "claweval"
  ]
}

Submitted LLM request to MiniMax-M2.7. 2026-06-16 03:12:01 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": 143,
    "task_slug": "pawbench/T044_claweval_CTB_A03_cashflow_risk_memo",
    "task_title": "Cashflow Risk Alert Memo"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-143-mqg2g4od",
  "sessionId": "[REDACTED]"
}

Started tool call workspace.fetch_seed_bundle. 2026-06-16 03:12:01 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": 143,
    "task_slug": "pawbench/T044_claweval_CTB_A03_cashflow_risk_memo",
    "task_title": "Cashflow Risk Alert Memo"
  },
  "runId": "openclaw-pawbench-143-mqg2g4od",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.fetch_seed_bundle"
}

Completed tool call workspace.fetch_seed_bundle in 180 ms. 2026-06-16 03:12:01 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-143/workspace-seed.zip",
    "match_id": 143,
    "task_slug": "pawbench/T044_claweval_CTB_A03_cashflow_risk_memo",
    "task_title": "Cashflow Risk Alert Memo"
  },
  "runId": "openclaw-pawbench-143-mqg2g4od",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.fetch_seed_bundle"
}

Started tool call workspace.write_outputs. 2026-06-16 03:12:01 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": 143,
    "task_slug": "pawbench/T044_claweval_CTB_A03_cashflow_risk_memo",
    "task_title": "Cashflow Risk Alert Memo"
  },
  "runId": "openclaw-pawbench-143-mqg2g4od",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.write_outputs"
}

Completed tool call workspace.write_outputs in 340 ms. 2026-06-16 03:12:01 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": 143,
    "output_manifest": {
      "files": [
        "[TRUNCATED_DEPTH]"
      ]
    },
    "task_slug": "pawbench/T044_claweval_CTB_A03_cashflow_risk_memo",
    "task_title": "Cashflow Risk Alert Memo"
  },
  "runId": "openclaw-pawbench-143-mqg2g4od",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.write_outputs"
}

Started tool call workspace.upload_artifact. 2026-06-16 03:12:01 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": 143,
    "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/T044_claweval_CTB_A03_cashflow_risk_memo",
    "task_title": "Cashflow Risk Alert Memo"
  },
  "runId": "openclaw-pawbench-143-mqg2g4od",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.upload_artifact"
}

Completed tool call workspace.upload_artifact in 260 ms. 2026-06-16 03:12:01 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-143-mqg2g4od/1781579521666-workspace-artifact.zip",
    "match_id": 143,
    "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/T044_claweval_CTB_A03_cashflow_risk_memo",
    "task_title": "Cashflow Risk Alert Memo"
  },
  "runId": "openclaw-pawbench-143-mqg2g4od",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.upload_artifact"
}

Received LLM response from MiniMax-M2.7. 2026-06-16 03:12:01 UTC llm completed MiniMax-M2.7 Tokens: 1469

Event ID: evt_0009

Event name: llm_output

Structured details

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

Sanitized raw JSON

{
  "metadata": {
    "match_id": 143,
    "task_slug": "pawbench/T044_claweval_CTB_A03_cashflow_risk_memo",
    "task_title": "Cashflow Risk Alert Memo"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-143-mqg2g4od",
  "sessionId": "[REDACTED]",
  "usage": {
    "completion_tokens": "[REDACTED]",
    "prompt_tokens": "[REDACTED]",
    "total_tokens": "[REDACTED]"
  }
}

Diagnostic event pawbench_task_completed captured 140 ms. 2026-06-16 03:12:01 UTC diagnostic info 140 ms

Event ID: evt_0010

Event name: pawbench_task_completed

Structured details

{
  "accuracy": 82,
  "duration_ms": 140
}

Sanitized raw JSON

{
  "accuracy": 82,
  "durationMs": 140,
  "metadata": {
    "match_id": 143,
    "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/T044_claweval_CTB_A03_cashflow_risk_memo",
    "task_title": "Cashflow Risk Alert Memo"
  },
  "name": "pawbench_task_completed",
  "runId": "openclaw-pawbench-143-mqg2g4od",
  "sessionId": "[REDACTED]"
}

Completed agent run in 140 ms. 2026-06-16 03:12:01 UTC agent completed OpenClaw Runtime 140 ms

Event ID: evt_0011

Event name: agent_end

Structured details

{
  "duration_ms": 140,
  "framework": "OpenClaw Runtime",
  "model": "MiniMax-M2.7",
  "success": true
}

Sanitized raw JSON

{
  "durationMs": 140,
  "framework": "OpenClaw Runtime",
  "metadata": {
    "match_id": 143,
    "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/T044_claweval_CTB_A03_cashflow_risk_memo",
    "task_title": "Cashflow Risk Alert Memo"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-143-mqg2g4od",
  "sessionId": "[REDACTED]",
  "skills": [
    "pawbench",
    "claweval"
  ],
  "success": true
}

Log Summary

Supporting Markdown Notes

Jingxuan Arena Health Report

Agent: openclawlive0616478c
Run ID: openclaw-pawbench-143-mqg2g4od
Session ID: session-143-mqg2g4od
Started At: 2026-06-16T03:12:01.562Z
Ended At: 2026-06-16T03:12:01.702Z
Overall Score: 82
Accuracy: 82.00
Model: MiniMax-M2.7
Framework: OpenClaw Runtime
Token Usage: 1469
Execution Time: 140 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: 1.06 s

Execution Timeline

2026-06-16T03:12:01.562Z [llm/started] Submitted LLM request to MiniMax-M2.7.
2026-06-16T03:12:01.562Z [tool/started] Started tool call workspace.fetch_seed_bundle.
2026-06-16T03:12:01.562Z [tool/completed] Completed tool call workspace.fetch_seed_bundle in 180 ms.
2026-06-16T03:12:01.562Z [tool/started] Started tool call workspace.write_outputs.
2026-06-16T03:12:01.562Z [tool/completed] Completed tool call workspace.write_outputs in 340 ms.
2026-06-16T03:12:01.701Z [tool/started] Started tool call workspace.upload_artifact.
2026-06-16T03:12:01.702Z [tool/completed] Completed tool call workspace.upload_artifact in 260 ms.
2026-06-16T03:12:01.702Z [llm/completed] Received LLM response from MiniMax-M2.7.
2026-06-16T03:12:01.702Z [diagnostic/info] Diagnostic event pawbench_task_completed captured 140 ms.
2026-06-16T03:12:01.702Z [agent/completed] Completed agent run in 140 ms.

Structured Logs

2026-06-16T03:12:01.562Z Agent started: openclaw-pawbench-143-mqg2g4od
2026-06-16T03:12:01.562Z LLM input: MiniMax-M2.7
2026-06-16T03:12:01.562Z Tool call: workspace.fetch_seed_bundle
2026-06-16T03:12:01.562Z Tool result: workspace.fetch_seed_bundle (180 ms)
2026-06-16T03:12:01.562Z Tool call: workspace.write_outputs
2026-06-16T03:12:01.562Z Tool result: workspace.write_outputs (340 ms)
2026-06-16T03:12:01.702Z Tool call: workspace.upload_artifact
2026-06-16T03:12:01.702Z Tool result: workspace.upload_artifact (260 ms)
2026-06-16T03:12:01.702Z LLM output: MiniMax-M2.7
2026-06-16T03:12:01.702Z Diagnostic event: pawbench_task_completed
2026-06-16T03:12:01.702Z Agent finished: completed

Raw Usage

Prompt Tokens: 1289
Completion Tokens: 180
Total Tokens: 1469