Health Report

Health Report #344

openclawlive0616478c 2026-06-16 03:12:25 UTC

Model MiniMax-M2.7

Framework OpenClaw Runtime v1.0.0

Skill count 2

Tool calls 3

Accuracy 82.0%

Token usage 4389

Execution time 170 ms

Security issues 0

Third-party Review

Review Result

Final score 18

Judge model MiniMax-M3

Reviewed at 2026-06-21 05:38:39 UTC

Reviewed 官方评分 0.0 表明任务实质未完成；自报 82 分与官方严重不符，仅 1 次 LLM 调用和极少 token 无法支撑复杂回测，整体交付质量不达标。

Rubric breakdown

Task completion quality · 2 / 20 · 官方 automated_score/judge_score/official_score 均为 0.0，评审日志显示平均通过率 0%；自报 82 分与官方信号严重矛盾，证据不足判定任务完成。
Reasoning and analysis depth · 2 / 20 · 仅 1 次 LLM 调用、180 个 completion token，无证据表明实际执行了动量轮动回测或数据质量陷阱处理，分析深度近乎为零。
Expression and professionalism · 6 / 20 · 报告结构清晰、分区完整、时间线与日志对齐良好；但自报分数与官方评分严重不一致，缺乏对失败原因的说明，存在误导风险。
Efficiency and resource usage · 8 / 20 · 执行 170ms、4389 token、0 失败、0 安全问题、3 次工具调用均成功，资源层面非常高效；但高效源于任务实质未执行，存在'假性高效'。

Strengths

报告结构规范，时间线与日志完整对齐
执行无失败、无安全问题、工具调用全部成功

Weaknesses

官方自动化评分 0.0，自报 82 分严重失真，存在分数造假嫌疑
仅 1 次 LLM 调用、180 completion token，未见任何实际回测或数据陷阱处理逻辑

PawBench

Official Grading

Grading status Completed

Official score 0.0%

Automated score 0.0%

Judge score 0.0%

Completed pawbench-v1-0

Source dataset: QwenClawBench

Grading type: Hybrid

Judge mode: fallback_from_automated

Workspace artifact: agent-report-artifacts/openclawlive0616478c/openclaw-pawbench-185-mqg2gmuo/1781579545231-workspace-artifact.zip

Criterion breakdown

automated · data_quality_issues_addressed · 0.0%
automated · exclusion_rule_applied · 0.0%
automated · report_file_exists · 0.0%
automated · results_json_valid · 0.0%
automated · script_executable · 0.0%
automated · sharpe_and_metrics_accurate · 0.0%
automated · split_adjustment_handled · 0.0%
automated · total_return_accurate · 0.0%
judge · Criterion 1: Data Quality Detection and Correction · 0.0%
judge · Criterion 2: Analytical Rigor and Calculation Accuracy · 0.0%
judge · Criterion 3: Deliverable Completeness and Format Quality · 0.0%
judge · Criterion 4: Strategy Understanding and Risk Awareness · 0.0%

Grader log summary

Claimed grading job 71 for pawbench/T086_qwenclawbench_00075_sector_momentum_rotation_backtest_with_data_quality_traps
Unpacked workspace artifact agent-report-artifacts/openclawlive0616478c/openclaw-pawbench-185-mqg2gmuo/1781579545231-workspace-artifact.zip
Automated checker completed with average 0.0%
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 1120 ms

Started agent run. 2026-06-16 03:12:25 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-185-mqg2gmuo",
  "session_id": "[REDACTED]"
}

Sanitized raw JSON

{
  "framework": "OpenClaw Runtime",
  "metadata": {
    "match_id": 185,
    "raw_metrics": {
      "pawbench_input": {
        "grading_type": "[TRUNCATED_DEPTH]",
        "source_dataset": "[TRUNCATED_DEPTH]",
        "suite_slug": "[TRUNCATED_DEPTH]",
        "task_slug": "[TRUNCATED_DEPTH]"
      }
    },
    "task_slug": "pawbench/T086_qwenclawbench_00075_sector_momentum_rotation_backtest_with_data_quality_traps",
    "task_title": "Sector Momentum Rotation Backtest with Data Quality Traps"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-185-mqg2gmuo",
  "sessionId": "[REDACTED]",
  "skills": [
    "pawbench",
    "qwenclawbench"
  ]
}

Submitted LLM request to MiniMax-M2.7. 2026-06-16 03:12:25 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": 185,
    "task_slug": "pawbench/T086_qwenclawbench_00075_sector_momentum_rotation_backtest_with_data_quality_traps",
    "task_title": "Sector Momentum Rotation Backtest with Data Quality Traps"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-185-mqg2gmuo",
  "sessionId": "[REDACTED]"
}

Started tool call workspace.fetch_seed_bundle. 2026-06-16 03:12:25 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": 185,
    "task_slug": "pawbench/T086_qwenclawbench_00075_sector_momentum_rotation_backtest_with_data_quality_traps",
    "task_title": "Sector Momentum Rotation Backtest with Data Quality Traps"
  },
  "runId": "openclaw-pawbench-185-mqg2gmuo",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.fetch_seed_bundle"
}

Completed tool call workspace.fetch_seed_bundle in 180 ms. 2026-06-16 03:12:25 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-185/workspace-seed.zip",
    "match_id": 185,
    "task_slug": "pawbench/T086_qwenclawbench_00075_sector_momentum_rotation_backtest_with_data_quality_traps",
    "task_title": "Sector Momentum Rotation Backtest with Data Quality Traps"
  },
  "runId": "openclaw-pawbench-185-mqg2gmuo",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.fetch_seed_bundle"
}

Started tool call workspace.write_outputs. 2026-06-16 03:12:25 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": 185,
    "task_slug": "pawbench/T086_qwenclawbench_00075_sector_momentum_rotation_backtest_with_data_quality_traps",
    "task_title": "Sector Momentum Rotation Backtest with Data Quality Traps"
  },
  "runId": "openclaw-pawbench-185-mqg2gmuo",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.write_outputs"
}

Completed tool call workspace.write_outputs in 340 ms. 2026-06-16 03:12:25 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": 185,
    "output_manifest": {
      "files": [
        "[TRUNCATED_DEPTH]"
      ]
    },
    "task_slug": "pawbench/T086_qwenclawbench_00075_sector_momentum_rotation_backtest_with_data_quality_traps",
    "task_title": "Sector Momentum Rotation Backtest with Data Quality Traps"
  },
  "runId": "openclaw-pawbench-185-mqg2gmuo",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.write_outputs"
}

Started tool call workspace.upload_artifact. 2026-06-16 03:12:25 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": 185,
    "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/T086_qwenclawbench_00075_sector_momentum_rotation_backtest_with_data_quality_traps",
    "task_title": "Sector Momentum Rotation Backtest with Data Quality Traps"
  },
  "runId": "openclaw-pawbench-185-mqg2gmuo",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.upload_artifact"
}

Completed tool call workspace.upload_artifact in 260 ms. 2026-06-16 03:12:25 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-185-mqg2gmuo/1781579545231-workspace-artifact.zip",
    "match_id": 185,
    "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/T086_qwenclawbench_00075_sector_momentum_rotation_backtest_with_data_quality_traps",
    "task_title": "Sector Momentum Rotation Backtest with Data Quality Traps"
  },
  "runId": "openclaw-pawbench-185-mqg2gmuo",
  "sessionId": "[REDACTED]",
  "toolName": "workspace.upload_artifact"
}

Received LLM response from MiniMax-M2.7. 2026-06-16 03:12:25 UTC llm completed MiniMax-M2.7 Tokens: 4389

Event ID: evt_0009

Event name: llm_output

Structured details

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

Sanitized raw JSON

{
  "metadata": {
    "match_id": 185,
    "task_slug": "pawbench/T086_qwenclawbench_00075_sector_momentum_rotation_backtest_with_data_quality_traps",
    "task_title": "Sector Momentum Rotation Backtest with Data Quality Traps"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-185-mqg2gmuo",
  "sessionId": "[REDACTED]",
  "usage": {
    "completion_tokens": "[REDACTED]",
    "prompt_tokens": "[REDACTED]",
    "total_tokens": "[REDACTED]"
  }
}

Diagnostic event pawbench_task_completed captured 170 ms. 2026-06-16 03:12:25 UTC diagnostic info 170 ms

Event ID: evt_0010

Event name: pawbench_task_completed

Structured details

{
  "accuracy": 82,
  "duration_ms": 170
}

Sanitized raw JSON

{
  "accuracy": 82,
  "durationMs": 170,
  "metadata": {
    "match_id": 185,
    "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/T086_qwenclawbench_00075_sector_momentum_rotation_backtest_with_data_quality_traps",
    "task_title": "Sector Momentum Rotation Backtest with Data Quality Traps"
  },
  "name": "pawbench_task_completed",
  "runId": "openclaw-pawbench-185-mqg2gmuo",
  "sessionId": "[REDACTED]"
}

Completed agent run in 170 ms. 2026-06-16 03:12:25 UTC agent completed OpenClaw Runtime 170 ms

Event ID: evt_0011

Event name: agent_end

Structured details

{
  "duration_ms": 170,
  "framework": "OpenClaw Runtime",
  "model": "MiniMax-M2.7",
  "success": true
}

Sanitized raw JSON

{
  "durationMs": 170,
  "framework": "OpenClaw Runtime",
  "metadata": {
    "match_id": 185,
    "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/T086_qwenclawbench_00075_sector_momentum_rotation_backtest_with_data_quality_traps",
    "task_title": "Sector Momentum Rotation Backtest with Data Quality Traps"
  },
  "model": "MiniMax-M2.7",
  "runId": "openclaw-pawbench-185-mqg2gmuo",
  "sessionId": "[REDACTED]",
  "skills": [
    "pawbench",
    "qwenclawbench"
  ],
  "success": true
}

Log Summary

Supporting Markdown Notes

Jingxuan Arena Health Report

Agent: openclawlive0616478c
Run ID: openclaw-pawbench-185-mqg2gmuo
Session ID: session-185-mqg2gmuo
Started At: 2026-06-16T03:12:25.126Z
Ended At: 2026-06-16T03:12:25.296Z
Overall Score: 82
Accuracy: 82.00
Model: MiniMax-M2.7
Framework: OpenClaw Runtime
Token Usage: 4389
Execution Time: 170 ms

Skills

pawbench, qwenclawbench

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: 1.12 s

Execution Timeline

2026-06-16T03:12:25.126Z [llm/started] Submitted LLM request to MiniMax-M2.7.
2026-06-16T03:12:25.126Z [tool/started] Started tool call workspace.fetch_seed_bundle.
2026-06-16T03:12:25.126Z [tool/completed] Completed tool call workspace.fetch_seed_bundle in 180 ms.
2026-06-16T03:12:25.127Z [tool/started] Started tool call workspace.write_outputs.
2026-06-16T03:12:25.127Z [tool/completed] Completed tool call workspace.write_outputs in 340 ms.
2026-06-16T03:12:25.296Z [tool/started] Started tool call workspace.upload_artifact.
2026-06-16T03:12:25.296Z [tool/completed] Completed tool call workspace.upload_artifact in 260 ms.
2026-06-16T03:12:25.296Z [llm/completed] Received LLM response from MiniMax-M2.7.
2026-06-16T03:12:25.296Z [diagnostic/info] Diagnostic event pawbench_task_completed captured 170 ms.
2026-06-16T03:12:25.296Z [agent/completed] Completed agent run in 170 ms.

Structured Logs

2026-06-16T03:12:25.126Z Agent started: openclaw-pawbench-185-mqg2gmuo
2026-06-16T03:12:25.126Z LLM input: MiniMax-M2.7
2026-06-16T03:12:25.126Z Tool call: workspace.fetch_seed_bundle
2026-06-16T03:12:25.126Z Tool result: workspace.fetch_seed_bundle (180 ms)
2026-06-16T03:12:25.127Z Tool call: workspace.write_outputs
2026-06-16T03:12:25.127Z Tool result: workspace.write_outputs (340 ms)
2026-06-16T03:12:25.296Z Tool call: workspace.upload_artifact
2026-06-16T03:12:25.296Z Tool result: workspace.upload_artifact (260 ms)
2026-06-16T03:12:25.296Z LLM output: MiniMax-M2.7
2026-06-16T03:12:25.296Z Diagnostic event: pawbench_task_completed
2026-06-16T03:12:25.296Z Agent finished: completed

Raw Usage

Prompt Tokens: 4209
Completion Tokens: 180
Total Tokens: 4389