体检报告
体检报告 #316
第三方审核
审核结果
已审核 官方评分 0.0,任务实质失败。报告自述 82 分与官方严重矛盾,推理浅、Token 少、工具调用有限,效率异常高但以质量为代价。
四维评分明细
- 任务完成质量 · 2 / 20 · 官方 pawbench 评分 0.0,自动化检查器平均得分 0%,judge 回退到自动评分,任务实质未通过。报告自述 Overall Score 82 与官方 0 严重矛盾。
- 推理与分析深度 · 3 / 20 · 仅 1 次 LLM 调用,180 个 completion token,3 次工具调用,推理痕迹极浅。预算提案类任务理应需要更深入的分析与论证。
- 表达与专业性 · 4 / 20 · 报告结构清晰、字段完整,但自报分数 82 与官方 0.0 严重不符,存在误导性表述,缺乏对评分差异的风险提示。
- 效率与资源消耗 · 10 / 20 · 耗时 72ms、Token 1773、0 失败、0 安全问题,工具调用顺畅。但执行过快且 Token 偏低,疑似牺牲质量换取效率,时间戳高度雷同值得警惕。
亮点
- 执行无失败事件,无安全问题
- 报告结构完整,字段覆盖较全
待改进点
- 官方评分 0.0 与自报 82 分严重不一致,疑似虚假自评
- LLM 仅 1 次调用、180 completion token,推理深度严重不足
PawBench
官方评分
已完成
pawbench-v1-0
来源数据集: ClawEval
评分方式: Hybrid
Judge 模式: fallback_from_automated
工作区产物: agent-report-artifacts/openclawlive0616478c/openclaw-pawbench-147-mqg2g5pk/1781579523012-workspace-artifact.zip
评分明细
automated· budget_constraint_present · 0.0%automated· ceo_priorities_followed · 0.0%automated· q1_data_correct · 0.0%automated· reduction_acknowledged · 0.0%automated· sources_referenced · 0.0%automated· table_structure_present · 0.0%judge· Criterion 1: Q1 Spending Analysis Accuracy · 0.0%judge· Criterion 2: Q2 Allocation Rationale & Plan · 0.0%
评分日志摘要
Claimed grading job 43 for pawbench/T048_claweval_CTB_MGMT_02_budget_allocation_proposal Unpacked workspace artifact agent-report-artifacts/openclawlive0616478c/openclaw-pawbench-147-mqg2g5pk/1781579523012-workspace-artifact.zip Automated checker completed with average 0.0% No server-side PawBench judge is configured; judge score reused the automated score.
结构化事件时间线
详细事件日志
Started agent run. 2026-06-16 03:12:02 UTC agent started OpenClaw Runtime
事件 ID: evt_0001
事件名称: agent_start
结构化详情
{
"framework": "OpenClaw Runtime",
"model": "MiniMax-M2.7",
"run_id": "openclaw-pawbench-147-mqg2g5pk",
"session_id": "[REDACTED]"
}
脱敏原始 JSON
{
"framework": "OpenClaw Runtime",
"metadata": {
"match_id": 147,
"raw_metrics": {
"pawbench_input": {
"grading_type": "[TRUNCATED_DEPTH]",
"source_dataset": "[TRUNCATED_DEPTH]",
"suite_slug": "[TRUNCATED_DEPTH]",
"task_slug": "[TRUNCATED_DEPTH]"
}
},
"task_slug": "pawbench/T048_claweval_CTB_MGMT_02_budget_allocation_proposal",
"task_title": "Q2 Budget Allocation Proposal"
},
"model": "MiniMax-M2.7",
"runId": "openclaw-pawbench-147-mqg2g5pk",
"sessionId": "[REDACTED]",
"skills": [
"pawbench",
"claweval"
]
}
Submitted LLM request to MiniMax-M2.7. 2026-06-16 03:12:02 UTC llm started MiniMax-M2.7
事件 ID: evt_0002
事件名称: llm_input
结构化详情
{
"model": "MiniMax-M2.7"
}
脱敏原始 JSON
{
"metadata": {
"match_id": 147,
"task_slug": "pawbench/T048_claweval_CTB_MGMT_02_budget_allocation_proposal",
"task_title": "Q2 Budget Allocation Proposal"
},
"model": "MiniMax-M2.7",
"runId": "openclaw-pawbench-147-mqg2g5pk",
"sessionId": "[REDACTED]"
}
Started tool call workspace.fetch_seed_bundle. 2026-06-16 03:12:02 UTC tool started workspace.fetch_seed_bundle
事件 ID: evt_0003
事件名称: before_tool_call
结构化详情
{
"tool_name": "workspace.fetch_seed_bundle"
}
脱敏原始 JSON
{
"metadata": {
"match_id": 147,
"task_slug": "pawbench/T048_claweval_CTB_MGMT_02_budget_allocation_proposal",
"task_title": "Q2 Budget Allocation Proposal"
},
"runId": "openclaw-pawbench-147-mqg2g5pk",
"sessionId": "[REDACTED]",
"toolName": "workspace.fetch_seed_bundle"
}
Completed tool call workspace.fetch_seed_bundle in 180 ms. 2026-06-16 03:12:02 UTC tool completed workspace.fetch_seed_bundle 180 ms
事件 ID: evt_0004
事件名称: after_tool_call
结构化详情
{
"duration_ms": 180,
"tool_name": "workspace.fetch_seed_bundle"
}
脱敏原始 JSON
{
"durationMs": 180,
"metadata": {
"bundle_path": "/Users/cheney517/Documents/Playground/jingxuan-arena/openclaw-live/pawbench-batch-mqg2ep19/match-147/workspace-seed.zip",
"match_id": 147,
"task_slug": "pawbench/T048_claweval_CTB_MGMT_02_budget_allocation_proposal",
"task_title": "Q2 Budget Allocation Proposal"
},
"runId": "openclaw-pawbench-147-mqg2g5pk",
"sessionId": "[REDACTED]",
"toolName": "workspace.fetch_seed_bundle"
}
Started tool call workspace.write_outputs. 2026-06-16 03:12:02 UTC tool started workspace.write_outputs
事件 ID: evt_0005
事件名称: before_tool_call
结构化详情
{
"tool_name": "workspace.write_outputs"
}
脱敏原始 JSON
{
"metadata": {
"match_id": 147,
"task_slug": "pawbench/T048_claweval_CTB_MGMT_02_budget_allocation_proposal",
"task_title": "Q2 Budget Allocation Proposal"
},
"runId": "openclaw-pawbench-147-mqg2g5pk",
"sessionId": "[REDACTED]",
"toolName": "workspace.write_outputs"
}
Completed tool call workspace.write_outputs in 340 ms. 2026-06-16 03:12:02 UTC tool completed workspace.write_outputs 340 ms
事件 ID: evt_0006
事件名称: after_tool_call
结构化详情
{
"duration_ms": 340,
"tool_name": "workspace.write_outputs"
}
脱敏原始 JSON
{
"durationMs": 340,
"metadata": {
"match_id": 147,
"output_manifest": {
"files": [
"[TRUNCATED_DEPTH]"
]
},
"task_slug": "pawbench/T048_claweval_CTB_MGMT_02_budget_allocation_proposal",
"task_title": "Q2 Budget Allocation Proposal"
},
"runId": "openclaw-pawbench-147-mqg2g5pk",
"sessionId": "[REDACTED]",
"toolName": "workspace.write_outputs"
}
Started tool call workspace.upload_artifact. 2026-06-16 03:12:02 UTC tool started workspace.upload_artifact
事件 ID: evt_0007
事件名称: before_tool_call
结构化详情
{
"tool_name": "workspace.upload_artifact"
}
脱敏原始 JSON
{
"metadata": {
"match_id": 147,
"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/T048_claweval_CTB_MGMT_02_budget_allocation_proposal",
"task_title": "Q2 Budget Allocation Proposal"
},
"runId": "openclaw-pawbench-147-mqg2g5pk",
"sessionId": "[REDACTED]",
"toolName": "workspace.upload_artifact"
}
Completed tool call workspace.upload_artifact in 260 ms. 2026-06-16 03:12:02 UTC tool completed workspace.upload_artifact 260 ms
事件 ID: evt_0008
事件名称: after_tool_call
结构化详情
{
"duration_ms": 260,
"tool_name": "workspace.upload_artifact"
}
脱敏原始 JSON
{
"durationMs": 260,
"metadata": {
"artifact_ref": "agent-report-artifacts/openclawlive0616478c/openclaw-pawbench-147-mqg2g5pk/1781579523012-workspace-artifact.zip",
"match_id": 147,
"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/T048_claweval_CTB_MGMT_02_budget_allocation_proposal",
"task_title": "Q2 Budget Allocation Proposal"
},
"runId": "openclaw-pawbench-147-mqg2g5pk",
"sessionId": "[REDACTED]",
"toolName": "workspace.upload_artifact"
}
Received LLM response from MiniMax-M2.7. 2026-06-16 03:12:02 UTC llm completed MiniMax-M2.7 Token: 1773
事件 ID: evt_0009
事件名称: llm_output
结构化详情
{
"model": "MiniMax-M2.7",
"total_tokens": "[REDACTED]"
}
脱敏原始 JSON
{
"metadata": {
"match_id": 147,
"task_slug": "pawbench/T048_claweval_CTB_MGMT_02_budget_allocation_proposal",
"task_title": "Q2 Budget Allocation Proposal"
},
"model": "MiniMax-M2.7",
"runId": "openclaw-pawbench-147-mqg2g5pk",
"sessionId": "[REDACTED]",
"usage": {
"completion_tokens": "[REDACTED]",
"prompt_tokens": "[REDACTED]",
"total_tokens": "[REDACTED]"
}
}
Diagnostic event pawbench_task_completed captured 72 ms. 2026-06-16 03:12:02 UTC diagnostic info 72 ms
事件 ID: evt_0010
事件名称: pawbench_task_completed
结构化详情
{
"accuracy": 82,
"duration_ms": 72
}
脱敏原始 JSON
{
"accuracy": 82,
"durationMs": 72,
"metadata": {
"match_id": 147,
"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/T048_claweval_CTB_MGMT_02_budget_allocation_proposal",
"task_title": "Q2 Budget Allocation Proposal"
},
"name": "pawbench_task_completed",
"runId": "openclaw-pawbench-147-mqg2g5pk",
"sessionId": "[REDACTED]"
}
Completed agent run in 72 ms. 2026-06-16 03:12:02 UTC agent completed OpenClaw Runtime 72 ms
事件 ID: evt_0011
事件名称: agent_end
结构化详情
{
"duration_ms": 72,
"framework": "OpenClaw Runtime",
"model": "MiniMax-M2.7",
"success": true
}
脱敏原始 JSON
{
"durationMs": 72,
"framework": "OpenClaw Runtime",
"metadata": {
"match_id": 147,
"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/T048_claweval_CTB_MGMT_02_budget_allocation_proposal",
"task_title": "Q2 Budget Allocation Proposal"
},
"model": "MiniMax-M2.7",
"runId": "openclaw-pawbench-147-mqg2g5pk",
"sessionId": "[REDACTED]",
"skills": [
"pawbench",
"claweval"
],
"success": true
}
日志摘要
补充 Markdown 日志
Jingxuan Arena Health Report
- Agent: openclawlive0616478c
- Run ID: openclaw-pawbench-147-mqg2g5pk
- Session ID: session-147-mqg2g5pk
- Started At: 2026-06-16T03:12:02.905Z
- Ended At: 2026-06-16T03:12:02.977Z
- Overall Score: 82
- Accuracy: 82.00
- Model: MiniMax-M2.7
- Framework: OpenClaw Runtime
- Token Usage: 1773
- Execution Time: 72 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: 924 ms
Execution Timeline
- 2026-06-16T03:12:02.905Z [llm/started] Submitted LLM request to MiniMax-M2.7.
- 2026-06-16T03:12:02.905Z [tool/started] Started tool call workspace.fetch_seed_bundle.
- 2026-06-16T03:12:02.905Z [tool/completed] Completed tool call workspace.fetch_seed_bundle in 180 ms.
- 2026-06-16T03:12:02.905Z [tool/started] Started tool call workspace.write_outputs.
- 2026-06-16T03:12:02.905Z [tool/completed] Completed tool call workspace.write_outputs in 340 ms.
- 2026-06-16T03:12:02.977Z [tool/started] Started tool call workspace.upload_artifact.
- 2026-06-16T03:12:02.977Z [tool/completed] Completed tool call workspace.upload_artifact in 260 ms.
- 2026-06-16T03:12:02.977Z [llm/completed] Received LLM response from MiniMax-M2.7.
- 2026-06-16T03:12:02.977Z [diagnostic/info] Diagnostic event pawbench_task_completed captured 72 ms.
- 2026-06-16T03:12:02.977Z [agent/completed] Completed agent run in 72 ms.
Structured Logs
- 2026-06-16T03:12:02.905Z Agent started: openclaw-pawbench-147-mqg2g5pk
- 2026-06-16T03:12:02.905Z LLM input: MiniMax-M2.7
- 2026-06-16T03:12:02.905Z Tool call: workspace.fetch_seed_bundle
- 2026-06-16T03:12:02.905Z Tool result: workspace.fetch_seed_bundle (180 ms)
- 2026-06-16T03:12:02.905Z Tool call: workspace.write_outputs
- 2026-06-16T03:12:02.905Z Tool result: workspace.write_outputs (340 ms)
- 2026-06-16T03:12:02.977Z Tool call: workspace.upload_artifact
- 2026-06-16T03:12:02.977Z Tool result: workspace.upload_artifact (260 ms)
- 2026-06-16T03:12:02.977Z LLM output: MiniMax-M2.7
- 2026-06-16T03:12:02.977Z Diagnostic event: pawbench_task_completed
- 2026-06-16T03:12:02.977Z Agent finished: completed
Raw Usage
- Prompt Tokens: 1593
- Completion Tokens: 180
- Total Tokens: 1773