kid0317/crewai_mas_demo/self-retrospective

# 整体统计
python3 tools/log_query.py stats --agent-id {agent_id} --days 7
 
# 任务列表（可排序）
python3 tools/log_query.py tasks --agent-id {agent_id} --days 7 --sort quality_asc --limit 5
 
# 某任务的 ReAct 步骤回放
python3 tools/log_query.py steps --task-id <TASK_ID> --sessions-dir workspace/{agent_id}/sessions [--only-failed]
 
# 人类纠正记录
python3 tools/log_query.py l1 --days 7 [--keyword "关键词"]

{
  "retrospective_report": {
    "agent_id": "{agent_id}",
    "period": "2026-04-07 ~ 2026-04-13",
    "summary": "一句话总结本周主要问题",
    "findings": [
      {
        "pattern": "描述发现的模式",
        "evidence_task_ids": ["t001", "t003", "t006"],
        "l1_corroboration": "人类纠正记录是否验证了这个发现"
      }
    ]
  },
  "improvement_proposals": [
    {
      "root_cause": "sop_gap",
      "target_file": "skills/product_design/SKILL.md",
      "current_behavior": "当前行为描述",
      "proposed_change": "具体改动描述（自然语言）",
      "before_text": "定位锚点：要改的那段原文",
      "after_text": "改后的完整文本",
      "expected_improvement": "预期指标变化",
      "evidence": ["t001", "t003"]
    }
  ]
}