[0] 🧠 tool_use (4.8s): 💬 我来开始感知真实数据。首先并行调用 SKU 健康数据和竞品需求数据，同时检查历史记忆。 · 🔧 read_sku_metrics{"asin":"B0DJSBW3DJ"} · 🔧 query_competitor_demand{"keyword":"helmet"} · 🔧 recall_memory{"entity":"B0DJSBW3DJ"} · 🔧 scan_wasting_campaigns{}
[0] 🛠 read_sku_metrics
[0] 🛠 query_competitor_demand
[0] 🛠 recall_memory
[0] 🛠 scan_wasting_campaigns
[1] 🧠 tool_use (3.2s): 💬 再尝试用更精准的关键词查询竞品需求： · 🔧 query_competitor_demand{"keyword":"motorcycle helmet modular"}
[1] 🛠 query_competitor_demand
[2] 🧠 tool_use (18.3s): 💬 好，所有数据已感知完毕。下面是完整的全盘分析和决策。
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## 📊 B0DJSBW3DJ 全面诊断报告
**产品：** Adult Modular Motorcycle · 🔧 propose_bid_adjustment{"ad_group_id":"sid-11470","bid_delta_pct":-15,"reasoning":"
[2] ✅ within envelope
[3] 🧠 end_turn (undefineds): 💬 ---
## ✅ 最终执行结果
### 已执行动作：广告组 `sid-11470` 竞价下调 -15%
| 项目 | 变化前 | 变化后（模拟） |
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