diff --git a/frontend/src/run/EvidenceAnalysis.tsx b/frontend/src/run/EvidenceAnalysis.tsx
index 7eec12f5..7b322241 100644
--- a/frontend/src/run/EvidenceAnalysis.tsx
+++ b/frontend/src/run/EvidenceAnalysis.tsx
@@ -191,7 +191,8 @@ function MethodPart({ step }: { step: EvidenceAnalysisStep }) {
   )
 }
 
-/** 计算：关键数的代入式、具名的数（被引用的那个描出来）、结果表（被引用的那一格高亮，遮罩的列写「已遮罩」） */
+/** 计算：关键数的代入式、具名的数（被引用的那个描出来）、结果表（被引用的那一格高亮，遮罩的列写「已遮罩」）。
+ *  数与格都是服务端按结论记的格式写好的字（占比、变化率是百分数，空格是「—」），这里照原样显示 */
 function CalcPart({ step }: { step: EvidenceAnalysisStep }) {
   const table = step.table && Array.isArray(step.table.columns) && Array.isArray(step.table.rows) ? step.table : null
   const labels = table?.labels ?? {}
diff --git a/frontend/src/run/__tests__/evidence-analysis.json b/frontend/src/run/__tests__/evidence-analysis.json
index 0131364f..fe1734b2 100644
--- a/frontend/src/run/__tests__/evidence-analysis.json
+++ b/frontend/src/run/__tests__/evidence-analysis.json
@@ -1,9 +1,9 @@
 {
  "_comment": "分析能力一轮（W2-c）证据面板、正文的前端夹具：/tmp/agentlab-fix/w2c/test_zz_w2c_capture.py 生成（照 backend/tests/test_analysis_e2e_claims.py 的虚构零售库 shop，数据目录标了地区、渠道是属性；Agent、写作模型都换成脚本）。agent：Agent 查两次库、写错一次变化拆解、做变化拆解（A1 主要来自华东）、波动基线（A2 两周历史不够，算不了）、可比性检查（A3），报告引用 A1 的判定语、结果表的一格、具名的数，另有三句说法违规（主要来自华南、异常、由于），文档末尾系统写的分析范围；card：分析卡两项（A1 波动基线算不了、A2 按地区拆解），报告里有一张表引用结果表的格；metric：口径卡的环比用到两份同形查询，指标上挂着可比性。片段接口、证据图、审计、分析范围里每个编号的出处链（GET …/evidence/analyses/{alias}）都是真后端答的。只用通用名",
  "agent": {
-  "run_id": "ed3de345aac143089fb3d0777d9056ec",
+  "run_id": "6d4d8c841a7d4900a3495f24bc932afa",
   "run_class": "exploratory",
-  "doc_artifact": "d115c361e8ae4f6d06bd4f839c6f6f6c62c0721575b048da7350834f8ce41389",
+  "doc_artifact": "32cc0cc3a309ef588a619cbf69d277710b6c0505b9c36ca880b50feaebca63dc",
   "doc": {
    "analysis_claims": {
     "lexicon": 1,
@@ -109,7 +109,7 @@
        "see": [
         {
          "alias": "A1",
-         "eid": "ev:analysis:10fb652eb3e403a8",
+         "eid": "ev:analysis:a7edbc13c92c31a0",
          "kind": "analysis",
          "locator": {},
          "ref": "A1",
@@ -131,7 +131,7 @@
         {
          "cite": {
           "alias": "A1",
-          "eid": "ev:analysis:10fb652eb3e403a8",
+          "eid": "ev:analysis:a7edbc13c92c31a0",
           "kind": "analysis",
           "locator": {},
           "ref": "A1",
@@ -202,7 +202,7 @@
         {
          "cite": {
           "alias": "A1",
-          "eid": "ev:cell:164abd36aeac4c3b",
+          "eid": "ev:cell:a7deaec3f4ed6ab6",
           "kind": "cell",
           "locator": {
            "column": "delta",
@@ -238,7 +238,7 @@
          "cite": {
           "alias": "A1",
           "conv": "pct",
-          "eid": "ev:analysis:efc6267321553bc3",
+          "eid": "ev:analysis:5517f6de3df56204",
           "kind": "analysis",
           "locator": {
            "key": "top_share"
@@ -290,7 +290,7 @@
        "see": [
         {
          "alias": "A1",
-         "eid": "ev:analysis:10fb652eb3e403a8",
+         "eid": "ev:analysis:a7edbc13c92c31a0",
          "kind": "analysis",
          "locator": {},
          "ref": "A1",
@@ -402,18 +402,753 @@
        ]
       }
      ]
+    },
+    {
+     "id": "b6",
+     "type": "paragraph",
+     "units": [
+      {
+       "cites": [
+        "A1"
+       ],
+       "id": "u6",
+       "kind": "claim",
+       "see": [],
+       "segments": [
+        {
+         "id": "s17",
+         "kind": "structural",
+         "span": [
+          115,
+          117
+         ],
+         "state": "neutral",
+         "text": "\n\n"
+        },
+        {
+         "id": "s18",
+         "kind": "text",
+         "span": [
+          117,
+          121
+         ],
+         "state": "neutral",
+         "text": "变化率 "
+        },
+        {
+         "cite": {
+          "alias": "A1",
+          "conv": "pct",
+          "eid": "ev:cell:32d18640349e7717",
+          "kind": "cell",
+          "locator": {
+           "column": "pct",
+           "row": 0
+          },
+          "ref": "A1.r0.pct",
+          "rendered": "-30.0%",
+          "role": "value",
+          "status": "resolved",
+          "value": -0.3
+         },
+         "id": "s19",
+         "kind": "number",
+         "ref": "v:A1.r0.pct",
+         "span": [
+          121,
+          127
+         ],
+         "state": "deterministic",
+         "text": "-30.0%"
+        },
+        {
+         "id": "s20",
+         "kind": "text",
+         "span": [
+          127,
+          131
+         ],
+         "state": "neutral",
+         "text": "、比重 "
+        },
+        {
+         "cite": {
+          "alias": "A1",
+          "conv": "pct",
+          "eid": "ev:cell:b36848a6055a5628",
+          "kind": "cell",
+          "locator": {
+           "column": "share",
+           "row": 0
+          },
+          "ref": "A1.r0.share",
+          "rendered": "88.2%",
+          "role": "value",
+          "status": "resolved",
+          "value": 0.882352941176
+         },
+         "id": "s21",
+         "kind": "number",
+         "ref": "v:A1.r0.share",
+         "span": [
+          131,
+          136
+         ],
+         "state": "deterministic",
+         "text": "88.2%"
+        },
+        {
+         "id": "s22",
+         "kind": "text",
+         "span": [
+          136,
+          140
+         ],
+         "state": "neutral",
+         "text": "、占比 "
+        },
+        {
+         "cite": {
+          "alias": "A1",
+          "conv": "pct",
+          "eid": "ev:analysis:5517f6de3df56204",
+          "kind": "analysis",
+          "locator": {
+           "key": "top_share"
+          },
+          "ref": "A1.top_share",
+          "rendered": "88.2%",
+          "role": "value",
+          "status": "resolved",
+          "value": 0.882352941176
+         },
+         "id": "s23",
+         "kind": "number",
+         "ref": "a:A1.top_share",
+         "span": [
+          140,
+          145
+         ],
+         "state": "deterministic",
+         "text": "88.2%"
+        },
+        {
+         "id": "s24",
+         "kind": "text",
+         "span": [
+          145,
+          146
+         ],
+         "state": "neutral",
+         "text": "。"
+        }
+       ],
+       "span": [
+        117,
+        146
+       ]
+      }
+     ]
+    },
+    {
+     "id": "b7",
+     "type": "table",
+     "units": [
+      {
+       "cites": [],
+       "id": "u7",
+       "kind": "connective",
+       "loc": {
+        "col": 0,
+        "row": -1
+       },
+       "see": [],
+       "segments": [
+        {
+         "id": "s25",
+         "kind": "structural",
+         "span": [
+          146,
+          150
+         ],
+         "state": "neutral",
+         "text": "\n\n| "
+        },
+        {
+         "id": "s26",
+         "kind": "text",
+         "span": [
+          150,
+          152
+         ],
+         "state": "neutral",
+         "text": "地区"
+        }
+       ],
+       "span": [
+        150,
+        152
+       ]
+      },
+      {
+       "cites": [],
+       "id": "u8",
+       "kind": "connective",
+       "loc": {
+        "col": 1,
+        "row": -1
+       },
+       "see": [],
+       "segments": [
+        {
+         "id": "s27",
+         "kind": "structural",
+         "span": [
+          152,
+          155
+         ],
+         "state": "neutral",
+         "text": " | "
+        },
+        {
+         "id": "s28",
+         "kind": "text",
+         "span": [
+          155,
+          157
+         ],
+         "state": "neutral",
+         "text": "变化"
+        }
+       ],
+       "span": [
+        155,
+        157
+       ]
+      },
+      {
+       "cites": [],
+       "id": "u9",
+       "kind": "connective",
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+        "row": -1
+       },
+       "see": [],
+       "segments": [
+        {
+         "id": "s29",
+         "kind": "structural",
+         "span": [
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+         "state": "neutral",
+         "text": " | "
+        },
+        {
+         "id": "s30",
+         "kind": "text",
+         "span": [
+          160,
+          163
+         ],
+         "state": "neutral",
+         "text": "变化率"
+        }
+       ],
+       "span": [
+        160,
+        163
+       ]
+      },
+      {
+       "cites": [],
+       "id": "u10",
+       "kind": "connective",
+       "loc": {
+        "col": 3,
+        "row": -1
+       },
+       "see": [],
+       "segments": [
+        {
+         "id": "s31",
+         "kind": "structural",
+         "span": [
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+          166
+         ],
+         "state": "neutral",
+         "text": " | "
+        },
+        {
+         "id": "s32",
+         "kind": "text",
+         "span": [
+          166,
+          172
+         ],
+         "state": "neutral",
+         "text": "占变化的比重"
+        }
+       ],
+       "span": [
+        166,
+        172
+       ]
+      },
+      {
+       "cites": [
+        "A1"
+       ],
+       "id": "u11",
+       "kind": "claim",
+       "loc": {
+        "col": 0,
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+       },
+       "see": [],
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+         "id": "s33",
+         "kind": "structural",
+         "span": [
+          172,
+          203
+         ],
+         "state": "neutral",
+         "text": " |\n| --- | --- | --- | --- |\n| "
+        },
+        {
+         "cite": {
+          "alias": "A1",
+          "eid": "ev:cell:cf44ef048f0ff6cf",
+          "kind": "cell",
+          "locator": {
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+          },
+          "ref": "A1.r0.region",
+          "rendered": "华东",
+          "role": "value",
+          "status": "resolved",
+          "value": "华东"
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+         "ref": "v:A1.r0.region",
+         "span": [
+          203,
+          205
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+         "state": "deterministic",
+         "text": "华东"
+        }
+       ],
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+       ]
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+      {
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+        "A1"
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+         "state": "neutral",
+         "text": " | "
+        },
+        {
+         "cite": {
+          "alias": "A1",
+          "eid": "ev:cell:a7deaec3f4ed6ab6",
+          "kind": "cell",
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+         "kind": "structural",
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+         "state": "neutral",
+         "text": " | "
+        },
+        {
+         "cite": {
+          "alias": "A1",
+          "conv": "pct",
+          "eid": "ev:cell:32d18640349e7717",
+          "kind": "cell",
+          "locator": {
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+          "rendered": "-30.0%",
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+         "state": "deterministic",
+         "text": "-30.0%"
+        }
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+         "state": "neutral",
+         "text": " | "
+        },
+        {
+         "cite": {
+          "alias": "A1",
+          "conv": "pct",
+          "eid": "ev:cell:b36848a6055a5628",
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+         "text": "88.2%"
+        }
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+        "A1"
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+         "state": "neutral",
+         "text": " |\n| "
+        },
+        {
+         "cite": {
+          "alias": "A1",
+          "eid": "ev:cell:15977323c7fb25b1",
+          "kind": "cell",
+          "locator": {
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+          },
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+         "ref": "v:A1.r1.region",
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+         "text": "华南"
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+         "state": "neutral",
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+        },
+        {
+         "cite": {
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+          "eid": "ev:cell:50fa5438a057327a",
+          "kind": "cell",
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+          "eid": "ev:cell:1bb9cb78a05f83a2",
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+         "state": "neutral",
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+        {
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+          "conv": "pct",
+          "eid": "ev:cell:379dcf4b1b6947b1",
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+          "ref": "A1.r1.share",
+          "rendered": "5.9%",
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+         "text": "5.9%"
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+         "state": "neutral",
+         "text": " |"
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    "catalog": {
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-     "artifact": "6d06b2913312497d982d4e36e0c94a57c377b990110bac960d72d64979d7c12d",
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      "call_id": "call_3",
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      "exec": 1,
      "inputs": [
-      "8fa60a625e4a072804462dd66dde6b1634f9fbd8244183e626a6fdcd8acb87fc",
-      "94f47ca377dfd4fddc3e4bdba0466cbefdd6c4b66beaf4468332a9dd51be7901"
+      "4660b212dfdeb2fc6ce8ffe74562f14ebe48bbdbe4152e987e43482a343a47f3",
+      "8322aa7cc7c2ad7d63887acb8d88d34ef6b1a9ed948afdb3acc9f7bd5328f460"
      ],
      "kind": "analysis",
      "label": "变化拆解（可加） · 销售额下降 340（-12.6%），主要来自华东（-300，占 88.2%）",
@@ -427,12 +1162,12 @@
     },
     "A2": {
      "alias": "A2",
-     "artifact": "2e4139852d4ca46f8ee328ce44cb2ddde14f79e54c1371b3a77e15bf232b0122",
+     "artifact": "edaa673d3f04f17f8968ef35209c2ad6b281a9d54de71e383bed7df318ec5d99",
      "call_id": "call_4",
-     "eid": "ev:analysis:436f6b967aa1414c",
+     "eid": "ev:analysis:d89ecaae59a168f0",
      "exec": 1,
      "inputs": [
-      "8fa60a625e4a072804462dd66dde6b1634f9fbd8244183e626a6fdcd8acb87fc"
+      "4660b212dfdeb2fc6ce8ffe74562f14ebe48bbdbe4152e987e43482a343a47f3"
      ],
      "kind": "analysis",
      "label": "波动基线 · 波动基线没有做成：只有 0 期历史，至少要 8 期",
@@ -445,12 +1180,12 @@
     },
     "A3": {
      "alias": "A3",
-     "artifact": "afa2ea2ba75e5eb20e7f3372e3a9dea164eddb0338fa51c6b2fd9a808c09072a",
+     "artifact": "df87e1917658e653f79ccac7e43e2cf70210b04dc2194bb849eb099303b66f23",
      "call_id": "call_5",
-     "eid": "ev:analysis:bb168f2c30497439",
+     "eid": "ev:analysis:066e85d56f331b63",
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      "inputs": [
-      "94f47ca377dfd4fddc3e4bdba0466cbefdd6c4b66beaf4468332a9dd51be7901"
+      "8322aa7cc7c2ad7d63887acb8d88d34ef6b1a9ed948afdb3acc9f7bd5328f460"
      ],
      "kind": "analysis",
      "label": "可比性检查 · 两期可比，窗口长度、整期、星期构成核对不了",
@@ -464,13 +1199,13 @@
     },
     "Q1": {
      "alias": "Q1",
-     "artifact": "8fa60a625e4a072804462dd66dde6b1634f9fbd8244183e626a6fdcd8acb87fc",
+     "artifact": "4660b212dfdeb2fc6ce8ffe74562f14ebe48bbdbe4152e987e43482a343a47f3",
      "call_id": "call_0",
      "columns": [
       "week",
       "gmv"
      ],
-     "eid": "ev:query:ad723c3d0c0ae28c",
+     "eid": "ev:query:9c920fc7352dde33",
      "exec": 1,
      "kind": "query",
      "label": "db_query__shop · 2 行",
@@ -480,18 +1215,18 @@
      "source": "shop",
      "tool": "db_query__shop",
      "truncated": false,
-     "via": "6c603c020e74d0ad9022eb472d9a8cb4e1c3fc95b60f276a53e0ebfce9ba16d8"
+     "via": "47b58ee48f462b179b07112a04e036570be292673abc8ed9886d93141d0ef2d3"
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     "Q2": {
      "alias": "Q2",
-     "artifact": "94f47ca377dfd4fddc3e4bdba0466cbefdd6c4b66beaf4468332a9dd51be7901",
+     "artifact": "8322aa7cc7c2ad7d63887acb8d88d34ef6b1a9ed948afdb3acc9f7bd5328f460",
      "call_id": "call_1",
      "columns": [
       "region",
       "week",
       "gmv"
      ],
-     "eid": "ev:query:c390b8b187033425",
+     "eid": "ev:query:42ab65ce25770550",
      "exec": 1,
      "kind": "query",
      "label": "db_query__shop · 8 行",
@@ -501,34 +1236,35 @@
      "source": "shop",
      "tool": "db_query__shop",
      "truncated": false,
-     "via": "6f9f2696d27966294fc257843c079ff745509f15bdfe64ef6ee23ca24318ddc5"
+     "via": "59b5ceca23fcd9ff344ce565b29b9d877af673dafbe98782b7b37aeaf1a9a665"
     }
    },
+   "cell_display": 4,
    "entity_syntax": 2,
-   "markdown": "## 本周销售\n\n销售额下降 340（-12.6%），主要来自华东（-300，占 88.2%）。\n\n华东的变化为 -300，占总变化的 88.2%。\n\n其中下降主要来自华南。\n\n销售额出现异常下降。\n\n由于促销结束，订单有所减少。",
+   "markdown": "## 本周销售\n\n销售额下降 340（-12.6%），主要来自华东（-300，占 88.2%）。\n\n华东的变化为 -300，占总变化的 88.2%。\n\n其中下降主要来自华南。\n\n销售额出现异常下降。\n\n由于促销结束，订单有所减少。\n\n变化率 -30.0%、比重 88.2%、占比 88.2%。\n\n| 地区 | 变化 | 变化率 | 占变化的比重 |\n| --- | --- | --- | --- |\n| 华东 | -300 | -30.0% | 88.2% |\n| 华南 | -20 | -2.5% | 5.9% |",
    "node_id": "write",
    "provenance": 1,
-   "run_id": "ed3de345aac143089fb3d0777d9056ec",
+   "run_id": "6d4d8c841a7d4900a3495f24bc932afa",
    "schema": "agentlab.report/1",
-   "source": "## 本周销售\n\n[[a:A1]]。[[see:A1]]\n\n华东的变化为 [[v:A1.r0.delta]]，占总变化的 [[a:A1.top_share|pct]]。\n\n其中下降主要来自华南。[[see:A1]]\n\n销售额出现异常下降。\n\n由于促销结束，订单有所减少。",
+   "source": "## 本周销售\n\n[[a:A1]]。[[see:A1]]\n\n华东的变化为 [[v:A1.r0.delta]]，占总变化的 [[a:A1.top_share|pct]]。\n\n其中下降主要来自华南。[[see:A1]]\n\n销售额出现异常下降。\n\n由于促销结束，订单有所减少。\n\n变化率 [[v:A1.r0.pct]]、比重 [[v:A1.r0.share]]、占比 [[a:A1.top_share]]。\n\n[[table:A1 cols=region,delta,pct,share rows=0-1]]",
    "stats": {
     "analysis_claims": 3,
-    "claims": 5,
-    "connective": 0,
+    "claims": 14,
+    "connective": 4,
     "entities": 0,
     "headings": 1,
-    "numbers": 2,
-    "numbers_cited": 2,
+    "numbers": 11,
+    "numbers_cited": 11,
     "quotes": 0,
     "see": 2,
-    "segments": 17,
+    "segments": 50,
     "uncited_claims": 2,
     "uncited_numbers": 0,
-    "units": 6,
+    "units": 19,
     "unknown_entities": 0,
     "unresolved": 0,
     "unverified_entities": 0,
-    "values": 1,
+    "values": 3,
     "violations": 3
    },
    "violations": [
@@ -587,7 +1323,7 @@
    "s3": {
     "report": {
      "node_id": "write",
-     "doc_artifact": "d115c361e8ae4f6d06bd4f839c6f6f6c62c0721575b048da7350834f8ce41389"
+     "doc_artifact": "32cc0cc3a309ef588a619cbf69d277710b6c0505b9c36ca880b50feaebca63dc"
     },
     "segment": {
      "id": "s3",
@@ -602,7 +1338,7 @@
      "ref": "a:A1",
      "cite": {
       "alias": "A1",
-      "eid": "ev:analysis:10fb652eb3e403a8",
+      "eid": "ev:analysis:a7edbc13c92c31a0",
       "kind": "analysis",
       "locator": {},
       "ref": "A1",
@@ -643,8 +1379,8 @@
       "call_id": "call_3",
       "node_id": "bot",
       "label": "问数据",
-      "artifact": "6d06b2913312497d982d4e36e0c94a57c377b990110bac960d72d64979d7c12d",
-      "eid": "ev:analysis:10fb652eb3e403a8",
+      "artifact": "f5d1fc01d62f6e37c62984318f0cb354f47ecb7ab30e7565222afaff49ee4f91",
+      "eid": "ev:analysis:a7edbc13c92c31a0",
       "eid_ok": true,
       "cited": {
        "what": "phrase"
@@ -761,7 +1497,7 @@
        {
         "key": "pct_total",
         "raw": "-0.125925925926",
-        "rendered": "-0.1259259259"
+        "rendered": "-12.6%"
        },
        {
         "key": "segments",
@@ -781,7 +1517,7 @@
        {
         "key": "top_k_share",
         "raw": "0.882352941176",
-        "rendered": "0.8823529412"
+        "rendered": "88.2%"
        },
        {
         "key": "top_key",
@@ -791,7 +1527,7 @@
        {
         "key": "top_share",
         "raw": "0.882352941176",
-        "rendered": "0.8823529412"
+        "rendered": "88.2%"
        }
       ],
       "formulas": [
@@ -837,39 +1573,39 @@
        "rows": [
         [
          "华东",
-         "1000",
+         "1,000",
          "700",
          "-300",
-         "-0.3",
-         "0.882352941176",
-         null
+         "-30.0%",
+         "88.2%",
+         "—"
         ],
         [
          "华南",
          "800",
          "780",
          "-20",
-         "-0.025",
-         "0.0588235294118",
-         null
+         "-2.5%",
+         "5.9%",
+         "—"
         ],
         [
          "华北",
          "600",
          "590",
          "-10",
-         "-0.0166666666667",
-         "0.0294117647059",
-         null
+         "-1.7%",
+         "2.9%",
+         "—"
         ],
         [
          "西南",
          "300",
          "290",
          "-10",
-         "-0.0333333333333",
-         "0.0294117647059",
-         null
+         "-3.3%",
+         "2.9%",
+         "—"
         ]
        ],
        "masked": [],
@@ -884,7 +1620,7 @@
       "ref": "Q1.r0.gmv",
       "role": "headline_base",
       "role_label": "基期总数",
-      "artifact": "8fa60a625e4a072804462dd66dde6b1634f9fbd8244183e626a6fdcd8acb87fc",
+      "artifact": "4660b212dfdeb2fc6ce8ffe74562f14ebe48bbdbe4152e987e43482a343a47f3",
       "row": 0,
       "column": "gmv",
       "value": "2700",
@@ -905,7 +1641,7 @@
       "ref": "Q1.r1.gmv",
       "role": "headline_target",
       "role_label": "本期总数",
-      "artifact": "8fa60a625e4a072804462dd66dde6b1634f9fbd8244183e626a6fdcd8acb87fc",
+      "artifact": "4660b212dfdeb2fc6ce8ffe74562f14ebe48bbdbe4152e987e43482a343a47f3",
       "row": 1,
       "column": "gmv",
       "value": "2360",
@@ -926,7 +1662,7 @@
       "ref": "Q2",
       "role": "data",
       "role_label": "数据",
-      "artifact": "94f47ca377dfd4fddc3e4bdba0466cbefdd6c4b66beaf4468332a9dd51be7901",
+      "artifact": "8322aa7cc7c2ad7d63887acb8d88d34ef6b1a9ed948afdb3acc9f7bd5328f460",
       "columns": [
        "region",
        "week",
@@ -940,7 +1676,7 @@
      {
       "step": "query",
       "alias": "Q1",
-      "artifact": "8fa60a625e4a072804462dd66dde6b1634f9fbd8244183e626a6fdcd8acb87fc",
+      "artifact": "4660b212dfdeb2fc6ce8ffe74562f14ebe48bbdbe4152e987e43482a343a47f3",
       "node_id": "bot",
       "tool": "db_query__shop",
       "source": "shop",
@@ -992,7 +1728,7 @@
        "gmv": "number",
        "week": "text"
       },
-      "schema_artifact": "4c3229daead9cdde26fab4b3156cfc17eba8cec291a35b54e2af392a8a694aec",
+      "schema_artifact": "3324dd9c82f1d9ec2771f14ffbcf2344e459b9864e6a7e3106e516590f263f65",
       "catalog": [
        {
         "table": "orders",
@@ -1004,7 +1740,7 @@
      {
       "step": "query",
       "alias": "Q2",
-      "artifact": "94f47ca377dfd4fddc3e4bdba0466cbefdd6c4b66beaf4468332a9dd51be7901",
+      "artifact": "8322aa7cc7c2ad7d63887acb8d88d34ef6b1a9ed948afdb3acc9f7bd5328f460",
       "node_id": "bot",
       "tool": "db_query__shop",
       "source": "shop",
@@ -1192,7 +1928,7 @@
        "region": "text",
        "week": "text"
       },
-      "schema_artifact": "4c3229daead9cdde26fab4b3156cfc17eba8cec291a35b54e2af392a8a694aec",
+      "schema_artifact": "3324dd9c82f1d9ec2771f14ffbcf2344e459b9864e6a7e3106e516590f263f65",
       "catalog": [
        {
         "table": "orders",
@@ -1212,7 +1948,7 @@
       "step": "analysis_seal",
       "alias": "A1",
       "node_id": "bot",
-      "artifact": "6d06b2913312497d982d4e36e0c94a57c377b990110bac960d72d64979d7c12d",
+      "artifact": "f5d1fc01d62f6e37c62984318f0cb354f47ecb7ab30e7565222afaff49ee4f91",
       "ledger": true,
       "hash_ok": true,
       "eid_ok": true,
@@ -1233,7 +1969,7 @@
    "s7": {
     "report": {
      "node_id": "write",
-     "doc_artifact": "d115c361e8ae4f6d06bd4f839c6f6f6c62c0721575b048da7350834f8ce41389"
+     "doc_artifact": "32cc0cc3a309ef588a619cbf69d277710b6c0505b9c36ca880b50feaebca63dc"
     },
     "segment": {
      "id": "s7",
@@ -1248,7 +1984,7 @@
      "ref": "v:A1.r0.delta",
      "cite": {
       "alias": "A1",
-      "eid": "ev:cell:164abd36aeac4c3b",
+      "eid": "ev:cell:a7deaec3f4ed6ab6",
       "kind": "cell",
       "locator": {
        "column": "delta",
@@ -1293,8 +2029,8 @@
       "call_id": "call_3",
       "node_id": "bot",
       "label": "问数据",
-      "artifact": "6d06b2913312497d982d4e36e0c94a57c377b990110bac960d72d64979d7c12d",
-      "eid": "ev:analysis:10fb652eb3e403a8",
+      "artifact": "f5d1fc01d62f6e37c62984318f0cb354f47ecb7ab30e7565222afaff49ee4f91",
+      "eid": "ev:analysis:a7edbc13c92c31a0",
       "eid_ok": true,
       "cited": {
        "what": "cell",
@@ -1414,7 +2150,7 @@
        {
         "key": "pct_total",
         "raw": "-0.125925925926",
-        "rendered": "-0.1259259259"
+        "rendered": "-12.6%"
        },
        {
         "key": "segments",
@@ -1434,7 +2170,7 @@
        {
         "key": "top_k_share",
         "raw": "0.882352941176",
-        "rendered": "0.8823529412"
+        "rendered": "88.2%"
        },
        {
         "key": "top_key",
@@ -1444,7 +2180,7 @@
        {
         "key": "top_share",
         "raw": "0.882352941176",
-        "rendered": "0.8823529412"
+        "rendered": "88.2%"
        }
       ],
       "formulas": [
@@ -1490,39 +2226,39 @@
        "rows": [
         [
          "华东",
-         "1000",
+         "1,000",
          "700",
          "-300",
-         "-0.3",
-         "0.882352941176",
-         null
+         "-30.0%",
+         "88.2%",
+         "—"
         ],
         [
          "华南",
          "800",
          "780",
          "-20",
-         "-0.025",
-         "0.0588235294118",
-         null
+         "-2.5%",
+         "5.9%",
+         "—"
         ],
         [
          "华北",
          "600",
          "590",
          "-10",
-         "-0.0166666666667",
-         "0.0294117647059",
-         null
+         "-1.7%",
+         "2.9%",
+         "—"
         ],
         [
          "西南",
          "300",
          "290",
          "-10",
-         "-0.0333333333333",
-         "0.0294117647059",
-         null
+         "-3.3%",
+         "2.9%",
+         "—"
         ]
        ],
        "masked": [],
@@ -1542,7 +2278,7 @@
       "ref": "Q1.r0.gmv",
       "role": "headline_base",
       "role_label": "基期总数",
-      "artifact": "8fa60a625e4a072804462dd66dde6b1634f9fbd8244183e626a6fdcd8acb87fc",
+      "artifact": "4660b212dfdeb2fc6ce8ffe74562f14ebe48bbdbe4152e987e43482a343a47f3",
       "row": 0,
       "column": "gmv",
       "value": "2700",
@@ -1563,7 +2299,7 @@
       "ref": "Q1.r1.gmv",
       "role": "headline_target",
       "role_label": "本期总数",
-      "artifact": "8fa60a625e4a072804462dd66dde6b1634f9fbd8244183e626a6fdcd8acb87fc",
+      "artifact": "4660b212dfdeb2fc6ce8ffe74562f14ebe48bbdbe4152e987e43482a343a47f3",
       "row": 1,
       "column": "gmv",
       "value": "2360",
@@ -1584,7 +2320,7 @@
       "ref": "Q2",
       "role": "data",
       "role_label": "数据",
-      "artifact": "94f47ca377dfd4fddc3e4bdba0466cbefdd6c4b66beaf4468332a9dd51be7901",
+      "artifact": "8322aa7cc7c2ad7d63887acb8d88d34ef6b1a9ed948afdb3acc9f7bd5328f460",
       "columns": [
        "region",
        "week",
@@ -1598,7 +2334,7 @@
      {
       "step": "query",
       "alias": "Q1",
-      "artifact": "8fa60a625e4a072804462dd66dde6b1634f9fbd8244183e626a6fdcd8acb87fc",
+      "artifact": "4660b212dfdeb2fc6ce8ffe74562f14ebe48bbdbe4152e987e43482a343a47f3",
       "node_id": "bot",
       "tool": "db_query__shop",
       "source": "shop",
@@ -1650,7 +2386,7 @@
        "gmv": "number",
        "week": "text"
       },
-      "schema_artifact": "4c3229daead9cdde26fab4b3156cfc17eba8cec291a35b54e2af392a8a694aec",
+      "schema_artifact": "3324dd9c82f1d9ec2771f14ffbcf2344e459b9864e6a7e3106e516590f263f65",
       "catalog": [
        {
         "table": "orders",
@@ -1662,7 +2398,7 @@
      {
       "step": "query",
       "alias": "Q2",
-      "artifact": "94f47ca377dfd4fddc3e4bdba0466cbefdd6c4b66beaf4468332a9dd51be7901",
+      "artifact": "8322aa7cc7c2ad7d63887acb8d88d34ef6b1a9ed948afdb3acc9f7bd5328f460",
       "node_id": "bot",
       "tool": "db_query__shop",
       "source": "shop",
@@ -1850,7 +2586,7 @@
        "region": "text",
        "week": "text"
       },
-      "schema_artifact": "4c3229daead9cdde26fab4b3156cfc17eba8cec291a35b54e2af392a8a694aec",
+      "schema_artifact": "3324dd9c82f1d9ec2771f14ffbcf2344e459b9864e6a7e3106e516590f263f65",
       "catalog": [
        {
         "table": "orders",
@@ -1870,7 +2606,7 @@
       "step": "analysis_seal",
       "alias": "A1",
       "node_id": "bot",
-      "artifact": "6d06b2913312497d982d4e36e0c94a57c377b990110bac960d72d64979d7c12d",
+      "artifact": "f5d1fc01d62f6e37c62984318f0cb354f47ecb7ab30e7565222afaff49ee4f91",
       "ledger": true,
       "hash_ok": true,
       "eid_ok": true,
@@ -1891,7 +2627,7 @@
    "s9": {
     "report": {
      "node_id": "write",
-     "doc_artifact": "d115c361e8ae4f6d06bd4f839c6f6f6c62c0721575b048da7350834f8ce41389"
+     "doc_artifact": "32cc0cc3a309ef588a619cbf69d277710b6c0505b9c36ca880b50feaebca63dc"
     },
     "segment": {
      "id": "s9",
@@ -1907,7 +2643,7 @@
      "cite": {
       "alias": "A1",
       "conv": "pct",
-      "eid": "ev:analysis:efc6267321553bc3",
+      "eid": "ev:analysis:5517f6de3df56204",
       "kind": "analysis",
       "locator": {
        "key": "top_share"
@@ -1951,8 +2687,8 @@
       "call_id": "call_3",
       "node_id": "bot",
       "label": "问数据",
-      "artifact": "6d06b2913312497d982d4e36e0c94a57c377b990110bac960d72d64979d7c12d",
-      "eid": "ev:analysis:10fb652eb3e403a8",
+      "artifact": "f5d1fc01d62f6e37c62984318f0cb354f47ecb7ab30e7565222afaff49ee4f91",
+      "eid": "ev:analysis:a7edbc13c92c31a0",
       "eid_ok": true,
       "cited": {
        "what": "value",
@@ -2072,7 +2808,7 @@
        {
         "key": "pct_total",
         "raw": "-0.125925925926",
-        "rendered": "-0.1259259259"
+        "rendered": "-12.6%"
        },
        {
         "key": "segments",
@@ -2092,7 +2828,7 @@
        {
         "key": "top_k_share",
         "raw": "0.882352941176",
-        "rendered": "0.8823529412"
+        "rendered": "88.2%"
        },
        {
         "key": "top_key",
@@ -2102,7 +2838,7 @@
        {
         "key": "top_share",
         "raw": "0.882352941176",
-        "rendered": "0.8823529412",
+        "rendered": "88.2%",
         "cited": true
        }
       ],
@@ -2149,39 +2885,39 @@
        "rows": [
         [
          "华东",
-         "1000",
+         "1,000",
          "700",
          "-300",
-         "-0.3",
-         "0.882352941176",
-         null
+         "-30.0%",
+         "88.2%",
+         "—"
         ],
         [
          "华南",
          "800",
          "780",
          "-20",
-         "-0.025",
-         "0.0588235294118",
-         null
+         "-2.5%",
+         "5.9%",
+         "—"
         ],
         [
          "华北",
          "600",
          "590",
          "-10",
-         "-0.0166666666667",
-         "0.0294117647059",
-         null
+         "-1.7%",
+         "2.9%",
+         "—"
         ],
         [
          "西南",
          "300",
          "290",
          "-10",
-         "-0.0333333333333",
-         "0.0294117647059",
-         null
+         "-3.3%",
+         "2.9%",
+         "—"
         ]
        ],
        "masked": [],
@@ -2196,7 +2932,7 @@
       "ref": "Q1.r0.gmv",
       "role": "headline_base",
       "role_label": "基期总数",
-      "artifact": "8fa60a625e4a072804462dd66dde6b1634f9fbd8244183e626a6fdcd8acb87fc",
+      "artifact": "4660b212dfdeb2fc6ce8ffe74562f14ebe48bbdbe4152e987e43482a343a47f3",
       "row": 0,
       "column": "gmv",
       "value": "2700",
@@ -2217,7 +2953,7 @@
       "ref": "Q1.r1.gmv",
       "role": "headline_target",
       "role_label": "本期总数",
-      "artifact": "8fa60a625e4a072804462dd66dde6b1634f9fbd8244183e626a6fdcd8acb87fc",
+      "artifact": "4660b212dfdeb2fc6ce8ffe74562f14ebe48bbdbe4152e987e43482a343a47f3",
       "row": 1,
       "column": "gmv",
       "value": "2360",
@@ -2238,7 +2974,7 @@
       "ref": "Q2",
       "role": "data",
       "role_label": "数据",
-      "artifact": "94f47ca377dfd4fddc3e4bdba0466cbefdd6c4b66beaf4468332a9dd51be7901",
+      "artifact": "8322aa7cc7c2ad7d63887acb8d88d34ef6b1a9ed948afdb3acc9f7bd5328f460",
       "columns": [
        "region",
        "week",
@@ -2252,7 +2988,7 @@
      {
       "step": "query",
       "alias": "Q1",
-      "artifact": "8fa60a625e4a072804462dd66dde6b1634f9fbd8244183e626a6fdcd8acb87fc",
+      "artifact": "4660b212dfdeb2fc6ce8ffe74562f14ebe48bbdbe4152e987e43482a343a47f3",
       "node_id": "bot",
       "tool": "db_query__shop",
       "source": "shop",
@@ -2304,7 +3040,7 @@
        "gmv": "number",
        "week": "text"
       },
-      "schema_artifact": "4c3229daead9cdde26fab4b3156cfc17eba8cec291a35b54e2af392a8a694aec",
+      "schema_artifact": "3324dd9c82f1d9ec2771f14ffbcf2344e459b9864e6a7e3106e516590f263f65",
       "catalog": [
        {
         "table": "orders",
@@ -2316,7 +3052,7 @@
      {
       "step": "query",
       "alias": "Q2",
-      "artifact": "94f47ca377dfd4fddc3e4bdba0466cbefdd6c4b66beaf4468332a9dd51be7901",
+      "artifact": "8322aa7cc7c2ad7d63887acb8d88d34ef6b1a9ed948afdb3acc9f7bd5328f460",
       "node_id": "bot",
       "tool": "db_query__shop",
       "source": "shop",
@@ -2504,7 +3240,7 @@
        "region": "text",
        "week": "text"
       },
-      "schema_artifact": "4c3229daead9cdde26fab4b3156cfc17eba8cec291a35b54e2af392a8a694aec",
+      "schema_artifact": "3324dd9c82f1d9ec2771f14ffbcf2344e459b9864e6a7e3106e516590f263f65",
       "catalog": [
        {
         "table": "orders",
@@ -2524,7 +3260,7 @@
       "step": "analysis_seal",
       "alias": "A1",
       "node_id": "bot",
-      "artifact": "6d06b2913312497d982d4e36e0c94a57c377b990110bac960d72d64979d7c12d",
+      "artifact": "f5d1fc01d62f6e37c62984318f0cb354f47ecb7ab30e7565222afaff49ee4f91",
       "ledger": true,
       "hash_ok": true,
       "eid_ok": true,
@@ -2545,7 +3281,7 @@
    "s12": {
     "report": {
      "node_id": "write",
-     "doc_artifact": "d115c361e8ae4f6d06bd4f839c6f6f6c62c0721575b048da7350834f8ce41389"
+     "doc_artifact": "32cc0cc3a309ef588a619cbf69d277710b6c0505b9c36ca880b50feaebca63dc"
     },
     "segment": {
      "id": "s12",
@@ -2613,7 +3349,7 @@
    "s14": {
     "report": {
      "node_id": "write",
-     "doc_artifact": "d115c361e8ae4f6d06bd4f839c6f6f6c62c0721575b048da7350834f8ce41389"
+     "doc_artifact": "32cc0cc3a309ef588a619cbf69d277710b6c0505b9c36ca880b50feaebca63dc"
     },
     "segment": {
      "id": "s14",
@@ -2677,7 +3413,7 @@
    "s16": {
     "report": {
      "node_id": "write",
-     "doc_artifact": "d115c361e8ae4f6d06bd4f839c6f6f6c62c0721575b048da7350834f8ce41389"
+     "doc_artifact": "32cc0cc3a309ef588a619cbf69d277710b6c0505b9c36ca880b50feaebca63dc"
     },
     "segment": {
      "id": "s16",
@@ -2736,21 +3472,7261 @@
     "redacted": {
      "columns": []
     }
+   },
+   "s19": {
+    "report": {
+     "node_id": "write",
+     "doc_artifact": "32cc0cc3a309ef588a619cbf69d277710b6c0505b9c36ca880b50feaebca63dc"
+    },
+    "segment": {
+     "id": "s19",
+     "text": "-30.0%",
+     "kind": "number",
+     "state": "deterministic",
+     "span": [
+      121,
+      127
+     ],
+     "unit": "u6",
+     "ref": "v:A1.r0.pct",
+     "cite": {
+      "alias": "A1",
+      "conv": "pct",
+      "eid": "ev:cell:32d18640349e7717",
+      "kind": "cell",
+      "locator": {
+       "column": "pct",
+       "row": 0
+      },
+      "ref": "A1.r0.pct",
+      "rendered": "-30.0%",
+      "role": "value",
+      "status": "resolved",
+      "value": -0.3
+     }
+    },
+    "unit": {
+     "id": "u6",
+     "kind": "claim",
+     "text": "变化率 -30.0%、比重 88.2%、占比 88.2%。",
+     "span": [
+      117,
+      146
+     ],
+     "cites": [
+      "A1"
+     ],
+     "on_demand": {
+      "available": true,
+      "reason": null,
+      "message": null
+     }
+    },
+    "block": {
+     "id": "b6",
+     "type": "paragraph"
+    },
+    "chain": [
+     {
+      "step": "analysis",
+      "alias": "A1",
+      "op": "decompose",
+      "mode": "additive",
+      "method_label": "变化拆解（可加）",
+      "origin": "agent",
+      "call_id": "call_3",
+      "node_id": "bot",
+      "label": "问数据",
+      "artifact": "f5d1fc01d62f6e37c62984318f0cb354f47ecb7ab30e7565222afaff49ee4f91",
+      "eid": "ev:analysis:a7edbc13c92c31a0",
+      "eid_ok": true,
+      "cited": {
+       "what": "cell",
+       "row": 0,
+       "column": "pct",
+       "raw": "-0.3"
+      },
+      "rendered": "-30.0%",
+      "render_ok": true,
+      "hash_ok": true,
+      "status": "ok",
+      "reason_code": null,
+      "reason": null,
+      "phrase": "销售额下降 340（-12.6%），主要来自华东（-300，占 88.2%）",
+      "criterion": "一段占总变化的一半以上算主要来源，最多前 2 段合计占 80% 以上算集中，总变化不到基期的 0.5% 算基本持平，各段之和要和总数对得上才判断变化来自哪里",
+      "verdict": {
+       "code": "driver",
+       "direction": "down",
+       "subjects": [
+        [
+         "华东"
+        ]
+       ]
+      },
+      "caveats": [
+       {
+        "code": "comparability",
+        "text": "没能核对本期的数据是否到齐（期次写成「年-W周号」，认不出 SQL 是按哪种周号算的，不知道是哪几天）"
+       }
+      ],
+      "hypothesis": "下降是不是集中在某个地区",
+      "hypothesis_note": "Agent 写的假设：说明这次在验证什么，不是分析结论，也不进报告正文"
+     },
+     {
+      "step": "analysis_method",
+      "alias": "A1",
+      "method": "decompose.additive@1",
+      "method_label": "变化拆解（可加）",
+      "params": {
+       "base": "2026-W41",
+       "by": [
+        "region"
+       ],
+       "catalog": {
+        "labels": {
+         "region": "地区",
+         "week": "周"
+        },
+        "measures": {
+         "gmv": "flow"
+        }
+       },
+       "headline": {
+        "base": "Q1.r0.gmv",
+        "target": "Q1.r1.gmv"
+       },
+       "label": "销售额",
+       "measure": "gmv",
+       "period": "week",
+       "query": "Q2",
+       "target": "2026-W42",
+       "today": "2026-10-21"
+      },
+      "settings": [
+       {
+        "key": "main_share",
+        "label": "「主要来源」的占比",
+        "value": 0.5
+       },
+       {
+        "key": "concentration",
+        "label": "「集中」的合计占比",
+        "value": 0.8
+       },
+       {
+        "key": "offset_ratio",
+        "label": "记为「抵消」的比例",
+        "value": 0.25
+       },
+       {
+        "key": "flat_pct",
+        "label": "「基本持平」的幅度",
+        "value": 0.005
+       },
+       {
+        "key": "table_top_k",
+        "label": "列出前几段",
+        "value": 10
+       }
+      ],
+      "probes": []
+     },
+     {
+      "step": "analysis_calc",
+      "alias": "A1",
+      "values": [
+       {
+        "key": "base_total",
+        "raw": "2700",
+        "rendered": "2,700"
+       },
+       {
+        "key": "delta_total",
+        "raw": "-340",
+        "rendered": "-340"
+       },
+       {
+        "key": "gross_down",
+        "raw": "-340",
+        "rendered": "-340"
+       },
+       {
+        "key": "gross_up",
+        "raw": "0",
+        "rendered": "0"
+       },
+       {
+        "key": "pct_total",
+        "raw": "-0.125925925926",
+        "rendered": "-12.6%"
+       },
+       {
+        "key": "segments",
+        "raw": "4",
+        "rendered": "4"
+       },
+       {
+        "key": "target_total",
+        "raw": "2360",
+        "rendered": "2,360"
+       },
+       {
+        "key": "top_k",
+        "raw": "1",
+        "rendered": "1"
+       },
+       {
+        "key": "top_k_share",
+        "raw": "0.882352941176",
+        "rendered": "88.2%"
+       },
+       {
+        "key": "top_key",
+        "raw": "华东",
+        "rendered": "华东"
+       },
+       {
+        "key": "top_share",
+        "raw": "0.882352941176",
+        "rendered": "88.2%"
+       }
+      ],
+      "formulas": [
+       {
+        "label": "总变化",
+        "text": "总变化 = 本期合计 − 基期合计 = 2,360 − 2,700 = -340"
+       },
+       {
+        "label": "变化率",
+        "text": "变化率 = 总变化 ÷ 基期合计 = -340 ÷ 2,700 = -12.6%"
+       },
+       {
+        "label": "占比",
+        "text": "华东的占比 = 华东的变化 ÷ 总变化 = -300 ÷ （-340） = 88.2%"
+       }
+      ],
+      "table": {
+       "columns": [
+        "region",
+        "base",
+        "target",
+        "delta",
+        "pct",
+        "share",
+        "flag"
+       ],
+       "labels": {
+        "base": "基期",
+        "delta": "变化",
+        "flag": "说明",
+        "pct": "变化率",
+        "region": "地区",
+        "share": "占变化的比重",
+        "target": "本期"
+       },
+       "total_rows": 4,
+       "row_index": [
+        0,
+        1,
+        2,
+        3
+       ],
+       "rows": [
+        [
+         "华东",
+         "1,000",
+         "700",
+         "-300",
+         "-30.0%",
+         "88.2%",
+         "—"
+        ],
+        [
+         "华南",
+         "800",
+         "780",
+         "-20",
+         "-2.5%",
+         "5.9%",
+         "—"
+        ],
+        [
+         "华北",
+         "600",
+         "590",
+         "-10",
+         "-1.7%",
+         "2.9%",
+         "—"
+        ],
+        [
+         "西南",
+         "300",
+         "290",
+         "-10",
+         "-3.3%",
+         "2.9%",
+         "—"
+        ]
+       ],
+       "masked": [],
+       "highlight": {
+        "cells": [
+         [
+          0,
+          "pct"
+         ]
+        ]
+       }
+      }
+     },
+     {
+      "step": "analysis_input",
+      "of": "A1",
+      "ref": "Q1.r0.gmv",
+      "role": "headline_base",
+      "role_label": "基期总数",
+      "artifact": "4660b212dfdeb2fc6ce8ffe74562f14ebe48bbdbe4152e987e43482a343a47f3",
+      "row": 0,
+      "column": "gmv",
+      "value": "2700",
+      "query": "Q1",
+      "node_id": "bot",
+      "sealed": true,
+      "closure": {
+       "mode": "additive",
+       "total_key": "base_total",
+       "total": "2,700",
+       "headline": "2,700",
+       "closed": true
+      }
+     },
+     {
+      "step": "analysis_input",
+      "of": "A1",
+      "ref": "Q1.r1.gmv",
+      "role": "headline_target",
+      "role_label": "本期总数",
+      "artifact": "4660b212dfdeb2fc6ce8ffe74562f14ebe48bbdbe4152e987e43482a343a47f3",
+      "row": 1,
+      "column": "gmv",
+      "value": "2360",
+      "query": "Q1",
+      "node_id": "bot",
+      "sealed": true,
+      "closure": {
+       "mode": "additive",
+       "total_key": "target_total",
+       "total": "2,360",
+       "headline": "2,360",
+       "closed": true
+      }
+     },
+     {
+      "step": "analysis_input",
+      "of": "A1",
+      "ref": "Q2",
+      "role": "data",
+      "role_label": "数据",
+      "artifact": "8322aa7cc7c2ad7d63887acb8d88d34ef6b1a9ed948afdb3acc9f7bd5328f460",
+      "columns": [
+       "region",
+       "week",
+       "gmv"
+      ],
+      "rows": "all",
+      "query": "Q2",
+      "node_id": "bot",
+      "sealed": true
+     },
+     {
+      "step": "query",
+      "alias": "Q1",
+      "artifact": "4660b212dfdeb2fc6ce8ffe74562f14ebe48bbdbe4152e987e43482a343a47f3",
+      "node_id": "bot",
+      "tool": "db_query__shop",
+      "source": "shop",
+      "sql": "SELECT week, SUM(amount) AS gmv FROM orders GROUP BY week ORDER BY week",
+      "columns": [
+       "week",
+       "gmv"
+      ],
+      "rows": [
+       [
+        "2026-W41",
+        2700
+       ],
+       [
+        "2026-W42",
+        2360
+       ]
+      ],
+      "row_offset": 0,
+      "row_index": [
+       0,
+       1
+      ],
+      "total_rows": 2,
+      "truncated": false,
+      "highlight": {
+       "rows": [
+        0,
+        1
+       ],
+       "cols": [
+        "gmv"
+       ],
+       "cells": [
+        [
+         0,
+         "gmv"
+        ],
+        [
+         1,
+         "gmv"
+        ]
+       ]
+      },
+      "masked": [],
+      "hash_ok": true,
+      "sealed": true,
+      "column_types": {
+       "gmv": "number",
+       "week": "text"
+      },
+      "schema_artifact": "3324dd9c82f1d9ec2771f14ffbcf2344e459b9864e6a7e3106e516590f263f65",
+      "catalog": [
+       {
+        "table": "orders",
+        "version": 1
+       }
+      ],
+      "input_of": "A1"
+     },
+     {
+      "step": "query",
+      "alias": "Q2",
+      "artifact": "8322aa7cc7c2ad7d63887acb8d88d34ef6b1a9ed948afdb3acc9f7bd5328f460",
+      "node_id": "bot",
+      "tool": "db_query__shop",
+      "source": "shop",
+      "sql": "SELECT region, week, SUM(amount) AS gmv FROM orders GROUP BY region, week ORDER BY region, week",
+      "columns": [
+       "region",
+       "week",
+       "gmv"
+      ],
+      "rows": [
+       [
+        "华东",
+        "2026-W41",
+        1000
+       ],
+       [
+        "华东",
+        "2026-W42",
+        700
+       ],
+       [
+        "华北",
+        "2026-W41",
+        600
+       ],
+       [
+        "华北",
+        "2026-W42",
+        590
+       ],
+       [
+        "华南",
+        "2026-W41",
+        800
+       ],
+       [
+        "华南",
+        "2026-W42",
+        780
+       ],
+       [
+        "西南",
+        "2026-W41",
+        300
+       ],
+       [
+        "西南",
+        "2026-W42",
+        290
+       ]
+      ],
+      "row_offset": 0,
+      "row_index": [
+       0,
+       1,
+       2,
+       3,
+       4,
+       5,
+       6,
+       7
+      ],
+      "total_rows": 8,
+      "truncated": false,
+      "highlight": {
+       "rows": [
+        0,
+        1,
+        2,
+        3,
+        4,
+        5,
+        6,
+        7
+       ],
+       "cols": [
+        "region",
+        "week",
+        "gmv"
+       ],
+       "cells": [
+        [
+         0,
+         "region"
+        ],
+        [
+         1,
+         "region"
+        ],
+        [
+         2,
+         "region"
+        ],
+        [
+         3,
+         "region"
+        ],
+        [
+         4,
+         "region"
+        ],
+        [
+         5,
+         "region"
+        ],
+        [
+         6,
+         "region"
+        ],
+        [
+         7,
+         "region"
+        ],
+        [
+         0,
+         "week"
+        ],
+        [
+         1,
+         "week"
+        ],
+        [
+         2,
+         "week"
+        ],
+        [
+         3,
+         "week"
+        ],
+        [
+         4,
+         "week"
+        ],
+        [
+         5,
+         "week"
+        ],
+        [
+         6,
+         "week"
+        ],
+        [
+         7,
+         "week"
+        ],
+        [
+         0,
+         "gmv"
+        ],
+        [
+         1,
+         "gmv"
+        ],
+        [
+         2,
+         "gmv"
+        ],
+        [
+         3,
+         "gmv"
+        ],
+        [
+         4,
+         "gmv"
+        ],
+        [
+         5,
+         "gmv"
+        ],
+        [
+         6,
+         "gmv"
+        ],
+        [
+         7,
+         "gmv"
+        ]
+       ]
+      },
+      "masked": [],
+      "hash_ok": true,
+      "sealed": true,
+      "column_types": {
+       "gmv": "number",
+       "region": "text",
+       "week": "text"
+      },
+      "schema_artifact": "3324dd9c82f1d9ec2771f14ffbcf2344e459b9864e6a7e3106e516590f263f65",
+      "catalog": [
+       {
+        "table": "orders",
+        "version": 1
+       }
+      ],
+      "input_of": "A1"
+     },
+     {
+      "step": "analysis_recompute",
+      "alias": "A1",
+      "method": "decompose.additive@1",
+      "status": "same",
+      "text": "复算一致：按封存的输入重新计算，结论逐项相同"
+     },
+     {
+      "step": "analysis_seal",
+      "alias": "A1",
+      "node_id": "bot",
+      "artifact": "f5d1fc01d62f6e37c62984318f0cb354f47ecb7ab30e7565222afaff49ee4f91",
+      "ledger": true,
+      "hash_ok": true,
+      "eid_ok": true,
+      "sealed": true
+     }
+    ],
+    "note": "该值由系统从分析结论的结果表中取出、按固定规则显示，未经模型转写",
+    "violations": [],
+    "seal": {
+     "sealed": true,
+     "ok": true,
+     "covered": true
+    },
+    "redacted": {
+     "columns": []
+    }
+   },
+   "s21": {
+    "report": {
+     "node_id": "write",
+     "doc_artifact": "32cc0cc3a309ef588a619cbf69d277710b6c0505b9c36ca880b50feaebca63dc"
+    },
+    "segment": {
+     "id": "s21",
+     "text": "88.2%",
+     "kind": "number",
+     "state": "deterministic",
+     "span": [
+      131,
+      136
+     ],
+     "unit": "u6",
+     "ref": "v:A1.r0.share",
+     "cite": {
+      "alias": "A1",
+      "conv": "pct",
+      "eid": "ev:cell:b36848a6055a5628",
+      "kind": "cell",
+      "locator": {
+       "column": "share",
+       "row": 0
+      },
+      "ref": "A1.r0.share",
+      "rendered": "88.2%",
+      "role": "value",
+      "status": "resolved",
+      "value": 0.882352941176
+     }
+    },
+    "unit": {
+     "id": "u6",
+     "kind": "claim",
+     "text": "变化率 -30.0%、比重 88.2%、占比 88.2%。",
+     "span": [
+      117,
+      146
+     ],
+     "cites": [
+      "A1"
+     ],
+     "on_demand": {
+      "available": true,
+      "reason": null,
+      "message": null
+     }
+    },
+    "block": {
+     "id": "b6",
+     "type": "paragraph"
+    },
+    "chain": [
+     {
+      "step": "analysis",
+      "alias": "A1",
+      "op": "decompose",
+      "mode": "additive",
+      "method_label": "变化拆解（可加）",
+      "origin": "agent",
+      "call_id": "call_3",
+      "node_id": "bot",
+      "label": "问数据",
+      "artifact": "f5d1fc01d62f6e37c62984318f0cb354f47ecb7ab30e7565222afaff49ee4f91",
+      "eid": "ev:analysis:a7edbc13c92c31a0",
+      "eid_ok": true,
+      "cited": {
+       "what": "cell",
+       "row": 0,
+       "column": "share",
+       "raw": "0.882352941176"
+      },
+      "rendered": "88.2%",
+      "render_ok": true,
+      "hash_ok": true,
+      "status": "ok",
+      "reason_code": null,
+      "reason": null,
+      "phrase": "销售额下降 340（-12.6%），主要来自华东（-300，占 88.2%）",
+      "criterion": "一段占总变化的一半以上算主要来源，最多前 2 段合计占 80% 以上算集中，总变化不到基期的 0.5% 算基本持平，各段之和要和总数对得上才判断变化来自哪里",
+      "verdict": {
+       "code": "driver",
+       "direction": "down",
+       "subjects": [
+        [
+         "华东"
+        ]
+       ]
+      },
+      "caveats": [
+       {
+        "code": "comparability",
+        "text": "没能核对本期的数据是否到齐（期次写成「年-W周号」，认不出 SQL 是按哪种周号算的，不知道是哪几天）"
+       }
+      ],
+      "hypothesis": "下降是不是集中在某个地区",
+      "hypothesis_note": "Agent 写的假设：说明这次在验证什么，不是分析结论，也不进报告正文"
+     },
+     {
+      "step": "analysis_method",
+      "alias": "A1",
+      "method": "decompose.additive@1",
+      "method_label": "变化拆解（可加）",
+      "params": {
+       "base": "2026-W41",
+       "by": [
+        "region"
+       ],
+       "catalog": {
+        "labels": {
+         "region": "地区",
+         "week": "周"
+        },
+        "measures": {
+         "gmv": "flow"
+        }
+       },
+       "headline": {
+        "base": "Q1.r0.gmv",
+        "target": "Q1.r1.gmv"
+       },
+       "label": "销售额",
+       "measure": "gmv",
+       "period": "week",
+       "query": "Q2",
+       "target": "2026-W42",
+       "today": "2026-10-21"
+      },
+      "settings": [
+       {
+        "key": "main_share",
+        "label": "「主要来源」的占比",
+        "value": 0.5
+       },
+       {
+        "key": "concentration",
+        "label": "「集中」的合计占比",
+        "value": 0.8
+       },
+       {
+        "key": "offset_ratio",
+        "label": "记为「抵消」的比例",
+        "value": 0.25
+       },
+       {
+        "key": "flat_pct",
+        "label": "「基本持平」的幅度",
+        "value": 0.005
+       },
+       {
+        "key": "table_top_k",
+        "label": "列出前几段",
+        "value": 10
+       }
+      ],
+      "probes": []
+     },
+     {
+      "step": "analysis_calc",
+      "alias": "A1",
+      "values": [
+       {
+        "key": "base_total",
+        "raw": "2700",
+        "rendered": "2,700"
+       },
+       {
+        "key": "delta_total",
+        "raw": "-340",
+        "rendered": "-340"
+       },
+       {
+        "key": "gross_down",
+        "raw": "-340",
+        "rendered": "-340"
+       },
+       {
+        "key": "gross_up",
+        "raw": "0",
+        "rendered": "0"
+       },
+       {
+        "key": "pct_total",
+        "raw": "-0.125925925926",
+        "rendered": "-12.6%"
+       },
+       {
+        "key": "segments",
+        "raw": "4",
+        "rendered": "4"
+       },
+       {
+        "key": "target_total",
+        "raw": "2360",
+        "rendered": "2,360"
+       },
+       {
+        "key": "top_k",
+        "raw": "1",
+        "rendered": "1"
+       },
+       {
+        "key": "top_k_share",
+        "raw": "0.882352941176",
+        "rendered": "88.2%"
+       },
+       {
+        "key": "top_key",
+        "raw": "华东",
+        "rendered": "华东"
+       },
+       {
+        "key": "top_share",
+        "raw": "0.882352941176",
+        "rendered": "88.2%"
+       }
+      ],
+      "formulas": [
+       {
+        "label": "总变化",
+        "text": "总变化 = 本期合计 − 基期合计 = 2,360 − 2,700 = -340"
+       },
+       {
+        "label": "变化率",
+        "text": "变化率 = 总变化 ÷ 基期合计 = -340 ÷ 2,700 = -12.6%"
+       },
+       {
+        "label": "占比",
+        "text": "华东的占比 = 华东的变化 ÷ 总变化 = -300 ÷ （-340） = 88.2%"
+       }
+      ],
+      "table": {
+       "columns": [
+        "region",
+        "base",
+        "target",
+        "delta",
+        "pct",
+        "share",
+        "flag"
+       ],
+       "labels": {
+        "base": "基期",
+        "delta": "变化",
+        "flag": "说明",
+        "pct": "变化率",
+        "region": "地区",
+        "share": "占变化的比重",
+        "target": "本期"
+       },
+       "total_rows": 4,
+       "row_index": [
+        0,
+        1,
+        2,
+        3
+       ],
+       "rows": [
+        [
+         "华东",
+         "1,000",
+         "700",
+         "-300",
+         "-30.0%",
+         "88.2%",
+         "—"
+        ],
+        [
+         "华南",
+         "800",
+         "780",
+         "-20",
+         "-2.5%",
+         "5.9%",
+         "—"
+        ],
+        [
+         "华北",
+         "600",
+         "590",
+         "-10",
+         "-1.7%",
+         "2.9%",
+         "—"
+        ],
+        [
+         "西南",
+         "300",
+         "290",
+         "-10",
+         "-3.3%",
+         "2.9%",
+         "—"
+        ]
+       ],
+       "masked": [],
+       "highlight": {
+        "cells": [
+         [
+          0,
+          "share"
+         ]
+        ]
+       }
+      }
+     },
+     {
+      "step": "analysis_input",
+      "of": "A1",
+      "ref": "Q1.r0.gmv",
+      "role": "headline_base",
+      "role_label": "基期总数",
+      "artifact": "4660b212dfdeb2fc6ce8ffe74562f14ebe48bbdbe4152e987e43482a343a47f3",
+      "row": 0,
+      "column": "gmv",
+      "value": "2700",
+      "query": "Q1",
+      "node_id": "bot",
+      "sealed": true,
+      "closure": {
+       "mode": "additive",
+       "total_key": "base_total",
+       "total": "2,700",
+       "headline": "2,700",
+       "closed": true
+      }
+     },
+     {
+      "step": "analysis_input",
+      "of": "A1",
+      "ref": "Q1.r1.gmv",
+      "role": "headline_target",
+      "role_label": "本期总数",
+      "artifact": "4660b212dfdeb2fc6ce8ffe74562f14ebe48bbdbe4152e987e43482a343a47f3",
+      "row": 1,
+      "column": "gmv",
+      "value": "2360",
+      "query": "Q1",
+      "node_id": "bot",
+      "sealed": true,
+      "closure": {
+       "mode": "additive",
+       "total_key": "target_total",
+       "total": "2,360",
+       "headline": "2,360",
+       "closed": true
+      }
+     },
+     {
+      "step": "analysis_input",
+      "of": "A1",
+      "ref": "Q2",
+      "role": "data",
+      "role_label": "数据",
+      "artifact": "8322aa7cc7c2ad7d63887acb8d88d34ef6b1a9ed948afdb3acc9f7bd5328f460",
+      "columns": [
+       "region",
+       "week",
+       "gmv"
+      ],
+      "rows": "all",
+      "query": "Q2",
+      "node_id": "bot",
+      "sealed": true
+     },
+     {
+      "step": "query",
+      "alias": "Q1",
+      "artifact": "4660b212dfdeb2fc6ce8ffe74562f14ebe48bbdbe4152e987e43482a343a47f3",
+      "node_id": "bot",
+      "tool": "db_query__shop",
+      "source": "shop",
+      "sql": "SELECT week, SUM(amount) AS gmv FROM orders GROUP BY week ORDER BY week",
+      "columns": [
+       "week",
+       "gmv"
+      ],
+      "rows": [
+       [
+        "2026-W41",
+        2700
+       ],
+       [
+        "2026-W42",
+        2360
+       ]
+      ],
+      "row_offset": 0,
+      "row_index": [
+       0,
+       1
+      ],
+      "total_rows": 2,
+      "truncated": false,
+      "highlight": {
+       "rows": [
+        0,
+        1
+       ],
+       "cols": [
+        "gmv"
+       ],
+       "cells": [
+        [
+         0,
+         "gmv"
+        ],
+        [
+         1,
+         "gmv"
+        ]
+       ]
+      },
+      "masked": [],
+      "hash_ok": true,
+      "sealed": true,
+      "column_types": {
+       "gmv": "number",
+       "week": "text"
+      },
+      "schema_artifact": "3324dd9c82f1d9ec2771f14ffbcf2344e459b9864e6a7e3106e516590f263f65",
+      "catalog": [
+       {
+        "table": "orders",
+        "version": 1
+       }
+      ],
+      "input_of": "A1"
+     },
+     {
+      "step": "query",
+      "alias": "Q2",
+      "artifact": "8322aa7cc7c2ad7d63887acb8d88d34ef6b1a9ed948afdb3acc9f7bd5328f460",
+      "node_id": "bot",
+      "tool": "db_query__shop",
+      "source": "shop",
+      "sql": "SELECT region, week, SUM(amount) AS gmv FROM orders GROUP BY region, week ORDER BY region, week",
+      "columns": [
+       "region",
+       "week",
+       "gmv"
+      ],
+      "rows": [
+       [
+        "华东",
+        "2026-W41",
+        1000
+       ],
+       [
+        "华东",
+        "2026-W42",
+        700
+       ],
+       [
+        "华北",
+        "2026-W41",
+        600
+       ],
+       [
+        "华北",
+        "2026-W42",
+        590
+       ],
+       [
+        "华南",
+        "2026-W41",
+        800
+       ],
+       [
+        "华南",
+        "2026-W42",
+        780
+       ],
+       [
+        "西南",
+        "2026-W41",
+        300
+       ],
+       [
+        "西南",
+        "2026-W42",
+        290
+       ]
+      ],
+      "row_offset": 0,
+      "row_index": [
+       0,
+       1,
+       2,
+       3,
+       4,
+       5,
+       6,
+       7
+      ],
+      "total_rows": 8,
+      "truncated": false,
+      "highlight": {
+       "rows": [
+        0,
+        1,
+        2,
+        3,
+        4,
+        5,
+        6,
+        7
+       ],
+       "cols": [
+        "region",
+        "week",
+        "gmv"
+       ],
+       "cells": [
+        [
+         0,
+         "region"
+        ],
+        [
+         1,
+         "region"
+        ],
+        [
+         2,
+         "region"
+        ],
+        [
+         3,
+         "region"
+        ],
+        [
+         4,
+         "region"
+        ],
+        [
+         5,
+         "region"
+        ],
+        [
+         6,
+         "region"
+        ],
+        [
+         7,
+         "region"
+        ],
+        [
+         0,
+         "week"
+        ],
+        [
+         1,
+         "week"
+        ],
+        [
+         2,
+         "week"
+        ],
+        [
+         3,
+         "week"
+        ],
+        [
+         4,
+         "week"
+        ],
+        [
+         5,
+         "week"
+        ],
+        [
+         6,
+         "week"
+        ],
+        [
+         7,
+         "week"
+        ],
+        [
+         0,
+         "gmv"
+        ],
+        [
+         1,
+         "gmv"
+        ],
+        [
+         2,
+         "gmv"
+        ],
+        [
+         3,
+         "gmv"
+        ],
+        [
+         4,
+         "gmv"
+        ],
+        [
+         5,
+         "gmv"
+        ],
+        [
+         6,
+         "gmv"
+        ],
+        [
+         7,
+         "gmv"
+        ]
+       ]
+      },
+      "masked": [],
+      "hash_ok": true,
+      "sealed": true,
+      "column_types": {
+       "gmv": "number",
+       "region": "text",
+       "week": "text"
+      },
+      "schema_artifact": "3324dd9c82f1d9ec2771f14ffbcf2344e459b9864e6a7e3106e516590f263f65",
+      "catalog": [
+       {
+        "table": "orders",
+        "version": 1
+       }
+      ],
+      "input_of": "A1"
+     },
+     {
+      "step": "analysis_recompute",
+      "alias": "A1",
+      "method": "decompose.additive@1",
+      "status": "same",
+      "text": "复算一致：按封存的输入重新计算，结论逐项相同"
+     },
+     {
+      "step": "analysis_seal",
+      "alias": "A1",
+      "node_id": "bot",
+      "artifact": "f5d1fc01d62f6e37c62984318f0cb354f47ecb7ab30e7565222afaff49ee4f91",
+      "ledger": true,
+      "hash_ok": true,
+      "eid_ok": true,
+      "sealed": true
+     }
+    ],
+    "note": "该值由系统从分析结论的结果表中取出、按固定规则显示，未经模型转写",
+    "violations": [],
+    "seal": {
+     "sealed": true,
+     "ok": true,
+     "covered": true
+    },
+    "redacted": {
+     "columns": []
+    }
+   },
+   "s23": {
+    "report": {
+     "node_id": "write",
+     "doc_artifact": "32cc0cc3a309ef588a619cbf69d277710b6c0505b9c36ca880b50feaebca63dc"
+    },
+    "segment": {
+     "id": "s23",
+     "text": "88.2%",
+     "kind": "number",
+     "state": "deterministic",
+     "span": [
+      140,
+      145
+     ],
+     "unit": "u6",
+     "ref": "a:A1.top_share",
+     "cite": {
+      "alias": "A1",
+      "conv": "pct",
+      "eid": "ev:analysis:5517f6de3df56204",
+      "kind": "analysis",
+      "locator": {
+       "key": "top_share"
+      },
+      "ref": "A1.top_share",
+      "rendered": "88.2%",
+      "role": "value",
+      "status": "resolved",
+      "value": 0.882352941176
+     }
+    },
+    "unit": {
+     "id": "u6",
+     "kind": "claim",
+     "text": "变化率 -30.0%、比重 88.2%、占比 88.2%。",
+     "span": [
+      117,
+      146
+     ],
+     "cites": [
+      "A1"
+     ],
+     "on_demand": {
+      "available": true,
+      "reason": null,
+      "message": null
+     }
+    },
+    "block": {
+     "id": "b6",
+     "type": "paragraph"
+    },
+    "chain": [
+     {
+      "step": "analysis",
+      "alias": "A1",
+      "op": "decompose",
+      "mode": "additive",
+      "method_label": "变化拆解（可加）",
+      "origin": "agent",
+      "call_id": "call_3",
+      "node_id": "bot",
+      "label": "问数据",
+      "artifact": "f5d1fc01d62f6e37c62984318f0cb354f47ecb7ab30e7565222afaff49ee4f91",
+      "eid": "ev:analysis:a7edbc13c92c31a0",
+      "eid_ok": true,
+      "cited": {
+       "what": "value",
+       "key": "top_share",
+       "raw": "0.882352941176",
+       "conv": "pct"
+      },
+      "rendered": "88.2%",
+      "render_ok": true,
+      "hash_ok": true,
+      "status": "ok",
+      "reason_code": null,
+      "reason": null,
+      "phrase": "销售额下降 340（-12.6%），主要来自华东（-300，占 88.2%）",
+      "criterion": "一段占总变化的一半以上算主要来源，最多前 2 段合计占 80% 以上算集中，总变化不到基期的 0.5% 算基本持平，各段之和要和总数对得上才判断变化来自哪里",
+      "verdict": {
+       "code": "driver",
+       "direction": "down",
+       "subjects": [
+        [
+         "华东"
+        ]
+       ]
+      },
+      "caveats": [
+       {
+        "code": "comparability",
+        "text": "没能核对本期的数据是否到齐（期次写成「年-W周号」，认不出 SQL 是按哪种周号算的，不知道是哪几天）"
+       }
+      ],
+      "hypothesis": "下降是不是集中在某个地区",
+      "hypothesis_note": "Agent 写的假设：说明这次在验证什么，不是分析结论，也不进报告正文"
+     },
+     {
+      "step": "analysis_method",
+      "alias": "A1",
+      "method": "decompose.additive@1",
+      "method_label": "变化拆解（可加）",
+      "params": {
+       "base": "2026-W41",
+       "by": [
+        "region"
+       ],
+       "catalog": {
+        "labels": {
+         "region": "地区",
+         "week": "周"
+        },
+        "measures": {
+         "gmv": "flow"
+        }
+       },
+       "headline": {
+        "base": "Q1.r0.gmv",
+        "target": "Q1.r1.gmv"
+       },
+       "label": "销售额",
+       "measure": "gmv",
+       "period": "week",
+       "query": "Q2",
+       "target": "2026-W42",
+       "today": "2026-10-21"
+      },
+      "settings": [
+       {
+        "key": "main_share",
+        "label": "「主要来源」的占比",
+        "value": 0.5
+       },
+       {
+        "key": "concentration",
+        "label": "「集中」的合计占比",
+        "value": 0.8
+       },
+       {
+        "key": "offset_ratio",
+        "label": "记为「抵消」的比例",
+        "value": 0.25
+       },
+       {
+        "key": "flat_pct",
+        "label": "「基本持平」的幅度",
+        "value": 0.005
+       },
+       {
+        "key": "table_top_k",
+        "label": "列出前几段",
+        "value": 10
+       }
+      ],
+      "probes": []
+     },
+     {
+      "step": "analysis_calc",
+      "alias": "A1",
+      "values": [
+       {
+        "key": "base_total",
+        "raw": "2700",
+        "rendered": "2,700"
+       },
+       {
+        "key": "delta_total",
+        "raw": "-340",
+        "rendered": "-340"
+       },
+       {
+        "key": "gross_down",
+        "raw": "-340",
+        "rendered": "-340"
+       },
+       {
+        "key": "gross_up",
+        "raw": "0",
+        "rendered": "0"
+       },
+       {
+        "key": "pct_total",
+        "raw": "-0.125925925926",
+        "rendered": "-12.6%"
+       },
+       {
+        "key": "segments",
+        "raw": "4",
+        "rendered": "4"
+       },
+       {
+        "key": "target_total",
+        "raw": "2360",
+        "rendered": "2,360"
+       },
+       {
+        "key": "top_k",
+        "raw": "1",
+        "rendered": "1"
+       },
+       {
+        "key": "top_k_share",
+        "raw": "0.882352941176",
+        "rendered": "88.2%"
+       },
+       {
+        "key": "top_key",
+        "raw": "华东",
+        "rendered": "华东"
+       },
+       {
+        "key": "top_share",
+        "raw": "0.882352941176",
+        "rendered": "88.2%",
+        "cited": true
+       }
+      ],
+      "formulas": [
+       {
+        "label": "总变化",
+        "text": "总变化 = 本期合计 − 基期合计 = 2,360 − 2,700 = -340"
+       },
+       {
+        "label": "变化率",
+        "text": "变化率 = 总变化 ÷ 基期合计 = -340 ÷ 2,700 = -12.6%"
+       },
+       {
+        "label": "占比",
+        "text": "华东的占比 = 华东的变化 ÷ 总变化 = -300 ÷ （-340） = 88.2%"
+       }
+      ],
+      "table": {
+       "columns": [
+        "region",
+        "base",
+        "target",
+        "delta",
+        "pct",
+        "share",
+        "flag"
+       ],
+       "labels": {
+        "base": "基期",
+        "delta": "变化",
+        "flag": "说明",
+        "pct": "变化率",
+        "region": "地区",
+        "share": "占变化的比重",
+        "target": "本期"
+       },
+       "total_rows": 4,
+       "row_index": [
+        0,
+        1,
+        2,
+        3
+       ],
+       "rows": [
+        [
+         "华东",
+         "1,000",
+         "700",
+         "-300",
+         "-30.0%",
+         "88.2%",
+         "—"
+        ],
+        [
+         "华南",
+         "800",
+         "780",
+         "-20",
+         "-2.5%",
+         "5.9%",
+         "—"
+        ],
+        [
+         "华北",
+         "600",
+         "590",
+         "-10",
+         "-1.7%",
+         "2.9%",
+         "—"
+        ],
+        [
+         "西南",
+         "300",
+         "290",
+         "-10",
+         "-3.3%",
+         "2.9%",
+         "—"
+        ]
+       ],
+       "masked": [],
+       "highlight": {
+        "cells": []
+       }
+      }
+     },
+     {
+      "step": "analysis_input",
+      "of": "A1",
+      "ref": "Q1.r0.gmv",
+      "role": "headline_base",
+      "role_label": "基期总数",
+      "artifact": "4660b212dfdeb2fc6ce8ffe74562f14ebe48bbdbe4152e987e43482a343a47f3",
+      "row": 0,
+      "column": "gmv",
+      "value": "2700",
+      "query": "Q1",
+      "node_id": "bot",
+      "sealed": true,
+      "closure": {
+       "mode": "additive",
+       "total_key": "base_total",
+       "total": "2,700",
+       "headline": "2,700",
+       "closed": true
+      }
+     },
+     {
+      "step": "analysis_input",
+      "of": "A1",
+      "ref": "Q1.r1.gmv",
+      "role": "headline_target",
+      "role_label": "本期总数",
+      "artifact": "4660b212dfdeb2fc6ce8ffe74562f14ebe48bbdbe4152e987e43482a343a47f3",
+      "row": 1,
+      "column": "gmv",
+      "value": "2360",
+      "query": "Q1",
+      "node_id": "bot",
+      "sealed": true,
+      "closure": {
+       "mode": "additive",
+       "total_key": "target_total",
+       "total": "2,360",
+       "headline": "2,360",
+       "closed": true
+      }
+     },
+     {
+      "step": "analysis_input",
+      "of": "A1",
+      "ref": "Q2",
+      "role": "data",
+      "role_label": "数据",
+      "artifact": "8322aa7cc7c2ad7d63887acb8d88d34ef6b1a9ed948afdb3acc9f7bd5328f460",
+      "columns": [
+       "region",
+       "week",
+       "gmv"
+      ],
+      "rows": "all",
+      "query": "Q2",
+      "node_id": "bot",
+      "sealed": true
+     },
+     {
+      "step": "query",
+      "alias": "Q1",
+      "artifact": "4660b212dfdeb2fc6ce8ffe74562f14ebe48bbdbe4152e987e43482a343a47f3",
+      "node_id": "bot",
+      "tool": "db_query__shop",
+      "source": "shop",
+      "sql": "SELECT week, SUM(amount) AS gmv FROM orders GROUP BY week ORDER BY week",
+      "columns": [
+       "week",
+       "gmv"
+      ],
+      "rows": [
+       [
+        "2026-W41",
+        2700
+       ],
+       [
+        "2026-W42",
+        2360
+       ]
+      ],
+      "row_offset": 0,
+      "row_index": [
+       0,
+       1
+      ],
+      "total_rows": 2,
+      "truncated": false,
+      "highlight": {
+       "rows": [
+        0,
+        1
+       ],
+       "cols": [
+        "gmv"
+       ],
+       "cells": [
+        [
+         0,
+         "gmv"
+        ],
+        [
+         1,
+         "gmv"
+        ]
+       ]
+      },
+      "masked": [],
+      "hash_ok": true,
+      "sealed": true,
+      "column_types": {
+       "gmv": "number",
+       "week": "text"
+      },
+      "schema_artifact": "3324dd9c82f1d9ec2771f14ffbcf2344e459b9864e6a7e3106e516590f263f65",
+      "catalog": [
+       {
+        "table": "orders",
+        "version": 1
+       }
+      ],
+      "input_of": "A1"
+     },
+     {
+      "step": "query",
+      "alias": "Q2",
+      "artifact": "8322aa7cc7c2ad7d63887acb8d88d34ef6b1a9ed948afdb3acc9f7bd5328f460",
+      "node_id": "bot",
+      "tool": "db_query__shop",
+      "source": "shop",
+      "sql": "SELECT region, week, SUM(amount) AS gmv FROM orders GROUP BY region, week ORDER BY region, week",
+      "columns": [
+       "region",
+       "week",
+       "gmv"
+      ],
+      "rows": [
+       [
+        "华东",
+        "2026-W41",
+        1000
+       ],
+       [
+        "华东",
+        "2026-W42",
+        700
+       ],
+       [
+        "华北",
+        "2026-W41",
+        600
+       ],
+       [
+        "华北",
+        "2026-W42",
+        590
+       ],
+       [
+        "华南",
+        "2026-W41",
+        800
+       ],
+       [
+        "华南",
+        "2026-W42",
+        780
+       ],
+       [
+        "西南",
+        "2026-W41",
+        300
+       ],
+       [
+        "西南",
+        "2026-W42",
+        290
+       ]
+      ],
+      "row_offset": 0,
+      "row_index": [
+       0,
+       1,
+       2,
+       3,
+       4,
+       5,
+       6,
+       7
+      ],
+      "total_rows": 8,
+      "truncated": false,
+      "highlight": {
+       "rows": [
+        0,
+        1,
+        2,
+        3,
+        4,
+        5,
+        6,
+        7
+       ],
+       "cols": [
+        "region",
+        "week",
+        "gmv"
+       ],
+       "cells": [
+        [
+         0,
+         "region"
+        ],
+        [
+         1,
+         "region"
+        ],
+        [
+         2,
+         "region"
+        ],
+        [
+         3,
+         "region"
+        ],
+        [
+         4,
+         "region"
+        ],
+        [
+         5,
+         "region"
+        ],
+        [
+         6,
+         "region"
+        ],
+        [
+         7,
+         "region"
+        ],
+        [
+         0,
+         "week"
+        ],
+        [
+         1,
+         "week"
+        ],
+        [
+         2,
+         "week"
+        ],
+        [
+         3,
+         "week"
+        ],
+        [
+         4,
+         "week"
+        ],
+        [
+         5,
+         "week"
+        ],
+        [
+         6,
+         "week"
+        ],
+        [
+         7,
+         "week"
+        ],
+        [
+         0,
+         "gmv"
+        ],
+        [
+         1,
+         "gmv"
+        ],
+        [
+         2,
+         "gmv"
+        ],
+        [
+         3,
+         "gmv"
+        ],
+        [
+         4,
+         "gmv"
+        ],
+        [
+         5,
+         "gmv"
+        ],
+        [
+         6,
+         "gmv"
+        ],
+        [
+         7,
+         "gmv"
+        ]
+       ]
+      },
+      "masked": [],
+      "hash_ok": true,
+      "sealed": true,
+      "column_types": {
+       "gmv": "number",
+       "region": "text",
+       "week": "text"
+      },
+      "schema_artifact": "3324dd9c82f1d9ec2771f14ffbcf2344e459b9864e6a7e3106e516590f263f65",
+      "catalog": [
+       {
+        "table": "orders",
+        "version": 1
+       }
+      ],
+      "input_of": "A1"
+     },
+     {
+      "step": "analysis_recompute",
+      "alias": "A1",
+      "method": "decompose.additive@1",
+      "status": "same",
+      "text": "复算一致：按封存的输入重新计算，结论逐项相同"
+     },
+     {
+      "step": "analysis_seal",
+      "alias": "A1",
+      "node_id": "bot",
+      "artifact": "f5d1fc01d62f6e37c62984318f0cb354f47ecb7ab30e7565222afaff49ee4f91",
+      "ledger": true,
+      "hash_ok": true,
+      "eid_ok": true,
+      "sealed": true
+     }
+    ],
+    "note": "这个数取自分析结论的具名的数，由系统按固定规则显示，未经模型转写",
+    "violations": [],
+    "seal": {
+     "sealed": true,
+     "ok": true,
+     "covered": true
+    },
+    "redacted": {
+     "columns": []
+    }
+   },
+   "s34": {
+    "report": {
+     "node_id": "write",
+     "doc_artifact": "32cc0cc3a309ef588a619cbf69d277710b6c0505b9c36ca880b50feaebca63dc"
+    },
+    "segment": {
+     "id": "s34",
+     "text": "华东",
+     "kind": "value",
+     "state": "deterministic",
+     "span": [
+      203,
+      205
+     ],
+     "unit": "u11",
+     "ref": "v:A1.r0.region",
+     "cite": {
+      "alias": "A1",
+      "eid": "ev:cell:cf44ef048f0ff6cf",
+      "kind": "cell",
+      "locator": {
+       "column": "region",
+       "row": 0
+      },
+      "ref": "A1.r0.region",
+      "rendered": "华东",
+      "role": "value",
+      "status": "resolved",
+      "value": "华东"
+     }
+    },
+    "unit": {
+     "id": "u11",
+     "kind": "claim",
+     "text": "华东",
+     "span": [
+      203,
+      205
+     ],
+     "cites": [
+      "A1"
+     ],
+     "on_demand": {
+      "available": false,
+      "reason": "not_a_claim",
+      "message": "这句不是结论句（标题、连接性文字、表格单元格或代码），无需模型裁判"
+     }
+    },
+    "block": {
+     "id": "b7",
+     "type": "table"
+    },
+    "chain": [
+     {
+      "step": "analysis",
+      "alias": "A1",
+      "op": "decompose",
+      "mode": "additive",
+      "method_label": "变化拆解（可加）",
+      "origin": "agent",
+      "call_id": "call_3",
+      "node_id": "bot",
+      "label": "问数据",
+      "artifact": "f5d1fc01d62f6e37c62984318f0cb354f47ecb7ab30e7565222afaff49ee4f91",
+      "eid": "ev:analysis:a7edbc13c92c31a0",
+      "eid_ok": true,
+      "cited": {
+       "what": "cell",
+       "row": 0,
+       "column": "region",
+       "raw": "华东"
+      },
+      "rendered": "华东",
+      "render_ok": true,
+      "hash_ok": true,
+      "status": "ok",
+      "reason_code": null,
+      "reason": null,
+      "phrase": "销售额下降 340（-12.6%），主要来自华东（-300，占 88.2%）",
+      "criterion": "一段占总变化的一半以上算主要来源，最多前 2 段合计占 80% 以上算集中，总变化不到基期的 0.5% 算基本持平，各段之和要和总数对得上才判断变化来自哪里",
+      "verdict": {
+       "code": "driver",
+       "direction": "down",
+       "subjects": [
+        [
+         "华东"
+        ]
+       ]
+      },
+      "caveats": [
+       {
+        "code": "comparability",
+        "text": "没能核对本期的数据是否到齐（期次写成「年-W周号」，认不出 SQL 是按哪种周号算的，不知道是哪几天）"
+       }
+      ],
+      "hypothesis": "下降是不是集中在某个地区",
+      "hypothesis_note": "Agent 写的假设：说明这次在验证什么，不是分析结论，也不进报告正文"
+     },
+     {
+      "step": "analysis_method",
+      "alias": "A1",
+      "method": "decompose.additive@1",
+      "method_label": "变化拆解（可加）",
+      "params": {
+       "base": "2026-W41",
+       "by": [
+        "region"
+       ],
+       "catalog": {
+        "labels": {
+         "region": "地区",
+         "week": "周"
+        },
+        "measures": {
+         "gmv": "flow"
+        }
+       },
+       "headline": {
+        "base": "Q1.r0.gmv",
+        "target": "Q1.r1.gmv"
+       },
+       "label": "销售额",
+       "measure": "gmv",
+       "period": "week",
+       "query": "Q2",
+       "target": "2026-W42",
+       "today": "2026-10-21"
+      },
+      "settings": [
+       {
+        "key": "main_share",
+        "label": "「主要来源」的占比",
+        "value": 0.5
+       },
+       {
+        "key": "concentration",
+        "label": "「集中」的合计占比",
+        "value": 0.8
+       },
+       {
+        "key": "offset_ratio",
+        "label": "记为「抵消」的比例",
+        "value": 0.25
+       },
+       {
+        "key": "flat_pct",
+        "label": "「基本持平」的幅度",
+        "value": 0.005
+       },
+       {
+        "key": "table_top_k",
+        "label": "列出前几段",
+        "value": 10
+       }
+      ],
+      "probes": []
+     },
+     {
+      "step": "analysis_calc",
+      "alias": "A1",
+      "values": [
+       {
+        "key": "base_total",
+        "raw": "2700",
+        "rendered": "2,700"
+       },
+       {
+        "key": "delta_total",
+        "raw": "-340",
+        "rendered": "-340"
+       },
+       {
+        "key": "gross_down",
+        "raw": "-340",
+        "rendered": "-340"
+       },
+       {
+        "key": "gross_up",
+        "raw": "0",
+        "rendered": "0"
+       },
+       {
+        "key": "pct_total",
+        "raw": "-0.125925925926",
+        "rendered": "-12.6%"
+       },
+       {
+        "key": "segments",
+        "raw": "4",
+        "rendered": "4"
+       },
+       {
+        "key": "target_total",
+        "raw": "2360",
+        "rendered": "2,360"
+       },
+       {
+        "key": "top_k",
+        "raw": "1",
+        "rendered": "1"
+       },
+       {
+        "key": "top_k_share",
+        "raw": "0.882352941176",
+        "rendered": "88.2%"
+       },
+       {
+        "key": "top_key",
+        "raw": "华东",
+        "rendered": "华东"
+       },
+       {
+        "key": "top_share",
+        "raw": "0.882352941176",
+        "rendered": "88.2%"
+       }
+      ],
+      "formulas": [
+       {
+        "label": "总变化",
+        "text": "总变化 = 本期合计 − 基期合计 = 2,360 − 2,700 = -340"
+       },
+       {
+        "label": "变化率",
+        "text": "变化率 = 总变化 ÷ 基期合计 = -340 ÷ 2,700 = -12.6%"
+       },
+       {
+        "label": "占比",
+        "text": "华东的占比 = 华东的变化 ÷ 总变化 = -300 ÷ （-340） = 88.2%"
+       }
+      ],
+      "table": {
+       "columns": [
+        "region",
+        "base",
+        "target",
+        "delta",
+        "pct",
+        "share",
+        "flag"
+       ],
+       "labels": {
+        "base": "基期",
+        "delta": "变化",
+        "flag": "说明",
+        "pct": "变化率",
+        "region": "地区",
+        "share": "占变化的比重",
+        "target": "本期"
+       },
+       "total_rows": 4,
+       "row_index": [
+        0,
+        1,
+        2,
+        3
+       ],
+       "rows": [
+        [
+         "华东",
+         "1,000",
+         "700",
+         "-300",
+         "-30.0%",
+         "88.2%",
+         "—"
+        ],
+        [
+         "华南",
+         "800",
+         "780",
+         "-20",
+         "-2.5%",
+         "5.9%",
+         "—"
+        ],
+        [
+         "华北",
+         "600",
+         "590",
+         "-10",
+         "-1.7%",
+         "2.9%",
+         "—"
+        ],
+        [
+         "西南",
+         "300",
+         "290",
+         "-10",
+         "-3.3%",
+         "2.9%",
+         "—"
+        ]
+       ],
+       "masked": [],
+       "highlight": {
+        "cells": [
+         [
+          0,
+          "region"
+         ]
+        ]
+       }
+      }
+     },
+     {
+      "step": "analysis_input",
+      "of": "A1",
+      "ref": "Q1.r0.gmv",
+      "role": "headline_base",
+      "role_label": "基期总数",
+      "artifact": "4660b212dfdeb2fc6ce8ffe74562f14ebe48bbdbe4152e987e43482a343a47f3",
+      "row": 0,
+      "column": "gmv",
+      "value": "2700",
+      "query": "Q1",
+      "node_id": "bot",
+      "sealed": true,
+      "closure": {
+       "mode": "additive",
+       "total_key": "base_total",
+       "total": "2,700",
+       "headline": "2,700",
+       "closed": true
+      }
+     },
+     {
+      "step": "analysis_input",
+      "of": "A1",
+      "ref": "Q1.r1.gmv",
+      "role": "headline_target",
+      "role_label": "本期总数",
+      "artifact": "4660b212dfdeb2fc6ce8ffe74562f14ebe48bbdbe4152e987e43482a343a47f3",
+      "row": 1,
+      "column": "gmv",
+      "value": "2360",
+      "query": "Q1",
+      "node_id": "bot",
+      "sealed": true,
+      "closure": {
+       "mode": "additive",
+       "total_key": "target_total",
+       "total": "2,360",
+       "headline": "2,360",
+       "closed": true
+      }
+     },
+     {
+      "step": "analysis_input",
+      "of": "A1",
+      "ref": "Q2",
+      "role": "data",
+      "role_label": "数据",
+      "artifact": "8322aa7cc7c2ad7d63887acb8d88d34ef6b1a9ed948afdb3acc9f7bd5328f460",
+      "columns": [
+       "region",
+       "week",
+       "gmv"
+      ],
+      "rows": "all",
+      "query": "Q2",
+      "node_id": "bot",
+      "sealed": true
+     },
+     {
+      "step": "query",
+      "alias": "Q1",
+      "artifact": "4660b212dfdeb2fc6ce8ffe74562f14ebe48bbdbe4152e987e43482a343a47f3",
+      "node_id": "bot",
+      "tool": "db_query__shop",
+      "source": "shop",
+      "sql": "SELECT week, SUM(amount) AS gmv FROM orders GROUP BY week ORDER BY week",
+      "columns": [
+       "week",
+       "gmv"
+      ],
+      "rows": [
+       [
+        "2026-W41",
+        2700
+       ],
+       [
+        "2026-W42",
+        2360
+       ]
+      ],
+      "row_offset": 0,
+      "row_index": [
+       0,
+       1
+      ],
+      "total_rows": 2,
+      "truncated": false,
+      "highlight": {
+       "rows": [
+        0,
+        1
+       ],
+       "cols": [
+        "gmv"
+       ],
+       "cells": [
+        [
+         0,
+         "gmv"
+        ],
+        [
+         1,
+         "gmv"
+        ]
+       ]
+      },
+      "masked": [],
+      "hash_ok": true,
+      "sealed": true,
+      "column_types": {
+       "gmv": "number",
+       "week": "text"
+      },
+      "schema_artifact": "3324dd9c82f1d9ec2771f14ffbcf2344e459b9864e6a7e3106e516590f263f65",
+      "catalog": [
+       {
+        "table": "orders",
+        "version": 1
+       }
+      ],
+      "input_of": "A1"
+     },
+     {
+      "step": "query",
+      "alias": "Q2",
+      "artifact": "8322aa7cc7c2ad7d63887acb8d88d34ef6b1a9ed948afdb3acc9f7bd5328f460",
+      "node_id": "bot",
+      "tool": "db_query__shop",
+      "source": "shop",
+      "sql": "SELECT region, week, SUM(amount) AS gmv FROM orders GROUP BY region, week ORDER BY region, week",
+      "columns": [
+       "region",
+       "week",
+       "gmv"
+      ],
+      "rows": [
+       [
+        "华东",
+        "2026-W41",
+        1000
+       ],
+       [
+        "华东",
+        "2026-W42",
+        700
+       ],
+       [
+        "华北",
+        "2026-W41",
+        600
+       ],
+       [
+        "华北",
+        "2026-W42",
+        590
+       ],
+       [
+        "华南",
+        "2026-W41",
+        800
+       ],
+       [
+        "华南",
+        "2026-W42",
+        780
+       ],
+       [
+        "西南",
+        "2026-W41",
+        300
+       ],
+       [
+        "西南",
+        "2026-W42",
+        290
+       ]
+      ],
+      "row_offset": 0,
+      "row_index": [
+       0,
+       1,
+       2,
+       3,
+       4,
+       5,
+       6,
+       7
+      ],
+      "total_rows": 8,
+      "truncated": false,
+      "highlight": {
+       "rows": [
+        0,
+        1,
+        2,
+        3,
+        4,
+        5,
+        6,
+        7
+       ],
+       "cols": [
+        "region",
+        "week",
+        "gmv"
+       ],
+       "cells": [
+        [
+         0,
+         "region"
+        ],
+        [
+         1,
+         "region"
+        ],
+        [
+         2,
+         "region"
+        ],
+        [
+         3,
+         "region"
+        ],
+        [
+         4,
+         "region"
+        ],
+        [
+         5,
+         "region"
+        ],
+        [
+         6,
+         "region"
+        ],
+        [
+         7,
+         "region"
+        ],
+        [
+         0,
+         "week"
+        ],
+        [
+         1,
+         "week"
+        ],
+        [
+         2,
+         "week"
+        ],
+        [
+         3,
+         "week"
+        ],
+        [
+         4,
+         "week"
+        ],
+        [
+         5,
+         "week"
+        ],
+        [
+         6,
+         "week"
+        ],
+        [
+         7,
+         "week"
+        ],
+        [
+         0,
+         "gmv"
+        ],
+        [
+         1,
+         "gmv"
+        ],
+        [
+         2,
+         "gmv"
+        ],
+        [
+         3,
+         "gmv"
+        ],
+        [
+         4,
+         "gmv"
+        ],
+        [
+         5,
+         "gmv"
+        ],
+        [
+         6,
+         "gmv"
+        ],
+        [
+         7,
+         "gmv"
+        ]
+       ]
+      },
+      "masked": [],
+      "hash_ok": true,
+      "sealed": true,
+      "column_types": {
+       "gmv": "number",
+       "region": "text",
+       "week": "text"
+      },
+      "schema_artifact": "3324dd9c82f1d9ec2771f14ffbcf2344e459b9864e6a7e3106e516590f263f65",
+      "catalog": [
+       {
+        "table": "orders",
+        "version": 1
+       }
+      ],
+      "input_of": "A1"
+     },
+     {
+      "step": "analysis_recompute",
+      "alias": "A1",
+      "method": "decompose.additive@1",
+      "status": "same",
+      "text": "复算一致：按封存的输入重新计算，结论逐项相同"
+     },
+     {
+      "step": "analysis_seal",
+      "alias": "A1",
+      "node_id": "bot",
+      "artifact": "f5d1fc01d62f6e37c62984318f0cb354f47ecb7ab30e7565222afaff49ee4f91",
+      "ledger": true,
+      "hash_ok": true,
+      "eid_ok": true,
+      "sealed": true
+     }
+    ],
+    "note": "该值由系统从分析结论的结果表中取出、按固定规则显示，未经模型转写",
+    "violations": [],
+    "seal": {
+     "sealed": true,
+     "ok": true,
+     "covered": true
+    },
+    "redacted": {
+     "columns": []
+    }
+   },
+   "s36": {
+    "report": {
+     "node_id": "write",
+     "doc_artifact": "32cc0cc3a309ef588a619cbf69d277710b6c0505b9c36ca880b50feaebca63dc"
+    },
+    "segment": {
+     "id": "s36",
+     "text": "-300",
+     "kind": "number",
+     "state": "deterministic",
+     "span": [
+      208,
+      212
+     ],
+     "unit": "u12",
+     "ref": "v:A1.r0.delta",
+     "cite": {
+      "alias": "A1",
+      "eid": "ev:cell:a7deaec3f4ed6ab6",
+      "kind": "cell",
+      "locator": {
+       "column": "delta",
+       "row": 0
+      },
+      "ref": "A1.r0.delta",
+      "rendered": "-300",
+      "role": "value",
+      "status": "resolved",
+      "value": -300
+     }
+    },
+    "unit": {
+     "id": "u12",
+     "kind": "claim",
+     "text": "-300",
+     "span": [
+      208,
+      212
+     ],
+     "cites": [
+      "A1"
+     ],
+     "on_demand": {
+      "available": false,
+      "reason": "not_a_claim",
+      "message": "这句不是结论句（标题、连接性文字、表格单元格或代码），无需模型裁判"
+     }
+    },
+    "block": {
+     "id": "b7",
+     "type": "table"
+    },
+    "chain": [
+     {
+      "step": "analysis",
+      "alias": "A1",
+      "op": "decompose",
+      "mode": "additive",
+      "method_label": "变化拆解（可加）",
+      "origin": "agent",
+      "call_id": "call_3",
+      "node_id": "bot",
+      "label": "问数据",
+      "artifact": "f5d1fc01d62f6e37c62984318f0cb354f47ecb7ab30e7565222afaff49ee4f91",
+      "eid": "ev:analysis:a7edbc13c92c31a0",
+      "eid_ok": true,
+      "cited": {
+       "what": "cell",
+       "row": 0,
+       "column": "delta",
+       "raw": "-300"
+      },
+      "rendered": "-300",
+      "render_ok": true,
+      "hash_ok": true,
+      "status": "ok",
+      "reason_code": null,
+      "reason": null,
+      "phrase": "销售额下降 340（-12.6%），主要来自华东（-300，占 88.2%）",
+      "criterion": "一段占总变化的一半以上算主要来源，最多前 2 段合计占 80% 以上算集中，总变化不到基期的 0.5% 算基本持平，各段之和要和总数对得上才判断变化来自哪里",
+      "verdict": {
+       "code": "driver",
+       "direction": "down",
+       "subjects": [
+        [
+         "华东"
+        ]
+       ]
+      },
+      "caveats": [
+       {
+        "code": "comparability",
+        "text": "没能核对本期的数据是否到齐（期次写成「年-W周号」，认不出 SQL 是按哪种周号算的，不知道是哪几天）"
+       }
+      ],
+      "hypothesis": "下降是不是集中在某个地区",
+      "hypothesis_note": "Agent 写的假设：说明这次在验证什么，不是分析结论，也不进报告正文"
+     },
+     {
+      "step": "analysis_method",
+      "alias": "A1",
+      "method": "decompose.additive@1",
+      "method_label": "变化拆解（可加）",
+      "params": {
+       "base": "2026-W41",
+       "by": [
+        "region"
+       ],
+       "catalog": {
+        "labels": {
+         "region": "地区",
+         "week": "周"
+        },
+        "measures": {
+         "gmv": "flow"
+        }
+       },
+       "headline": {
+        "base": "Q1.r0.gmv",
+        "target": "Q1.r1.gmv"
+       },
+       "label": "销售额",
+       "measure": "gmv",
+       "period": "week",
+       "query": "Q2",
+       "target": "2026-W42",
+       "today": "2026-10-21"
+      },
+      "settings": [
+       {
+        "key": "main_share",
+        "label": "「主要来源」的占比",
+        "value": 0.5
+       },
+       {
+        "key": "concentration",
+        "label": "「集中」的合计占比",
+        "value": 0.8
+       },
+       {
+        "key": "offset_ratio",
+        "label": "记为「抵消」的比例",
+        "value": 0.25
+       },
+       {
+        "key": "flat_pct",
+        "label": "「基本持平」的幅度",
+        "value": 0.005
+       },
+       {
+        "key": "table_top_k",
+        "label": "列出前几段",
+        "value": 10
+       }
+      ],
+      "probes": []
+     },
+     {
+      "step": "analysis_calc",
+      "alias": "A1",
+      "values": [
+       {
+        "key": "base_total",
+        "raw": "2700",
+        "rendered": "2,700"
+       },
+       {
+        "key": "delta_total",
+        "raw": "-340",
+        "rendered": "-340"
+       },
+       {
+        "key": "gross_down",
+        "raw": "-340",
+        "rendered": "-340"
+       },
+       {
+        "key": "gross_up",
+        "raw": "0",
+        "rendered": "0"
+       },
+       {
+        "key": "pct_total",
+        "raw": "-0.125925925926",
+        "rendered": "-12.6%"
+       },
+       {
+        "key": "segments",
+        "raw": "4",
+        "rendered": "4"
+       },
+       {
+        "key": "target_total",
+        "raw": "2360",
+        "rendered": "2,360"
+       },
+       {
+        "key": "top_k",
+        "raw": "1",
+        "rendered": "1"
+       },
+       {
+        "key": "top_k_share",
+        "raw": "0.882352941176",
+        "rendered": "88.2%"
+       },
+       {
+        "key": "top_key",
+        "raw": "华东",
+        "rendered": "华东"
+       },
+       {
+        "key": "top_share",
+        "raw": "0.882352941176",
+        "rendered": "88.2%"
+       }
+      ],
+      "formulas": [
+       {
+        "label": "总变化",
+        "text": "总变化 = 本期合计 − 基期合计 = 2,360 − 2,700 = -340"
+       },
+       {
+        "label": "变化率",
+        "text": "变化率 = 总变化 ÷ 基期合计 = -340 ÷ 2,700 = -12.6%"
+       },
+       {
+        "label": "占比",
+        "text": "华东的占比 = 华东的变化 ÷ 总变化 = -300 ÷ （-340） = 88.2%"
+       }
+      ],
+      "table": {
+       "columns": [
+        "region",
+        "base",
+        "target",
+        "delta",
+        "pct",
+        "share",
+        "flag"
+       ],
+       "labels": {
+        "base": "基期",
+        "delta": "变化",
+        "flag": "说明",
+        "pct": "变化率",
+        "region": "地区",
+        "share": "占变化的比重",
+        "target": "本期"
+       },
+       "total_rows": 4,
+       "row_index": [
+        0,
+        1,
+        2,
+        3
+       ],
+       "rows": [
+        [
+         "华东",
+         "1,000",
+         "700",
+         "-300",
+         "-30.0%",
+         "88.2%",
+         "—"
+        ],
+        [
+         "华南",
+         "800",
+         "780",
+         "-20",
+         "-2.5%",
+         "5.9%",
+         "—"
+        ],
+        [
+         "华北",
+         "600",
+         "590",
+         "-10",
+         "-1.7%",
+         "2.9%",
+         "—"
+        ],
+        [
+         "西南",
+         "300",
+         "290",
+         "-10",
+         "-3.3%",
+         "2.9%",
+         "—"
+        ]
+       ],
+       "masked": [],
+       "highlight": {
+        "cells": [
+         [
+          0,
+          "delta"
+         ]
+        ]
+       }
+      }
+     },
+     {
+      "step": "analysis_input",
+      "of": "A1",
+      "ref": "Q1.r0.gmv",
+      "role": "headline_base",
+      "role_label": "基期总数",
+      "artifact": "4660b212dfdeb2fc6ce8ffe74562f14ebe48bbdbe4152e987e43482a343a47f3",
+      "row": 0,
+      "column": "gmv",
+      "value": "2700",
+      "query": "Q1",
+      "node_id": "bot",
+      "sealed": true,
+      "closure": {
+       "mode": "additive",
+       "total_key": "base_total",
+       "total": "2,700",
+       "headline": "2,700",
+       "closed": true
+      }
+     },
+     {
+      "step": "analysis_input",
+      "of": "A1",
+      "ref": "Q1.r1.gmv",
+      "role": "headline_target",
+      "role_label": "本期总数",
+      "artifact": "4660b212dfdeb2fc6ce8ffe74562f14ebe48bbdbe4152e987e43482a343a47f3",
+      "row": 1,
+      "column": "gmv",
+      "value": "2360",
+      "query": "Q1",
+      "node_id": "bot",
+      "sealed": true,
+      "closure": {
+       "mode": "additive",
+       "total_key": "target_total",
+       "total": "2,360",
+       "headline": "2,360",
+       "closed": true
+      }
+     },
+     {
+      "step": "analysis_input",
+      "of": "A1",
+      "ref": "Q2",
+      "role": "data",
+      "role_label": "数据",
+      "artifact": "8322aa7cc7c2ad7d63887acb8d88d34ef6b1a9ed948afdb3acc9f7bd5328f460",
+      "columns": [
+       "region",
+       "week",
+       "gmv"
+      ],
+      "rows": "all",
+      "query": "Q2",
+      "node_id": "bot",
+      "sealed": true
+     },
+     {
+      "step": "query",
+      "alias": "Q1",
+      "artifact": "4660b212dfdeb2fc6ce8ffe74562f14ebe48bbdbe4152e987e43482a343a47f3",
+      "node_id": "bot",
+      "tool": "db_query__shop",
+      "source": "shop",
+      "sql": "SELECT week, SUM(amount) AS gmv FROM orders GROUP BY week ORDER BY week",
+      "columns": [
+       "week",
+       "gmv"
+      ],
+      "rows": [
+       [
+        "2026-W41",
+        2700
+       ],
+       [
+        "2026-W42",
+        2360
+       ]
+      ],
+      "row_offset": 0,
+      "row_index": [
+       0,
+       1
+      ],
+      "total_rows": 2,
+      "truncated": false,
+      "highlight": {
+       "rows": [
+        0,
+        1
+       ],
+       "cols": [
+        "gmv"
+       ],
+       "cells": [
+        [
+         0,
+         "gmv"
+        ],
+        [
+         1,
+         "gmv"
+        ]
+       ]
+      },
+      "masked": [],
+      "hash_ok": true,
+      "sealed": true,
+      "column_types": {
+       "gmv": "number",
+       "week": "text"
+      },
+      "schema_artifact": "3324dd9c82f1d9ec2771f14ffbcf2344e459b9864e6a7e3106e516590f263f65",
+      "catalog": [
+       {
+        "table": "orders",
+        "version": 1
+       }
+      ],
+      "input_of": "A1"
+     },
+     {
+      "step": "query",
+      "alias": "Q2",
+      "artifact": "8322aa7cc7c2ad7d63887acb8d88d34ef6b1a9ed948afdb3acc9f7bd5328f460",
+      "node_id": "bot",
+      "tool": "db_query__shop",
+      "source": "shop",
+      "sql": "SELECT region, week, SUM(amount) AS gmv FROM orders GROUP BY region, week ORDER BY region, week",
+      "columns": [
+       "region",
+       "week",
+       "gmv"
+      ],
+      "rows": [
+       [
+        "华东",
+        "2026-W41",
+        1000
+       ],
+       [
+        "华东",
+        "2026-W42",
+        700
+       ],
+       [
+        "华北",
+        "2026-W41",
+        600
+       ],
+       [
+        "华北",
+        "2026-W42",
+        590
+       ],
+       [
+        "华南",
+        "2026-W41",
+        800
+       ],
+       [
+        "华南",
+        "2026-W42",
+        780
+       ],
+       [
+        "西南",
+        "2026-W41",
+        300
+       ],
+       [
+        "西南",
+        "2026-W42",
+        290
+       ]
+      ],
+      "row_offset": 0,
+      "row_index": [
+       0,
+       1,
+       2,
+       3,
+       4,
+       5,
+       6,
+       7
+      ],
+      "total_rows": 8,
+      "truncated": false,
+      "highlight": {
+       "rows": [
+        0,
+        1,
+        2,
+        3,
+        4,
+        5,
+        6,
+        7
+       ],
+       "cols": [
+        "region",
+        "week",
+        "gmv"
+       ],
+       "cells": [
+        [
+         0,
+         "region"
+        ],
+        [
+         1,
+         "region"
+        ],
+        [
+         2,
+         "region"
+        ],
+        [
+         3,
+         "region"
+        ],
+        [
+         4,
+         "region"
+        ],
+        [
+         5,
+         "region"
+        ],
+        [
+         6,
+         "region"
+        ],
+        [
+         7,
+         "region"
+        ],
+        [
+         0,
+         "week"
+        ],
+        [
+         1,
+         "week"
+        ],
+        [
+         2,
+         "week"
+        ],
+        [
+         3,
+         "week"
+        ],
+        [
+         4,
+         "week"
+        ],
+        [
+         5,
+         "week"
+        ],
+        [
+         6,
+         "week"
+        ],
+        [
+         7,
+         "week"
+        ],
+        [
+         0,
+         "gmv"
+        ],
+        [
+         1,
+         "gmv"
+        ],
+        [
+         2,
+         "gmv"
+        ],
+        [
+         3,
+         "gmv"
+        ],
+        [
+         4,
+         "gmv"
+        ],
+        [
+         5,
+         "gmv"
+        ],
+        [
+         6,
+         "gmv"
+        ],
+        [
+         7,
+         "gmv"
+        ]
+       ]
+      },
+      "masked": [],
+      "hash_ok": true,
+      "sealed": true,
+      "column_types": {
+       "gmv": "number",
+       "region": "text",
+       "week": "text"
+      },
+      "schema_artifact": "3324dd9c82f1d9ec2771f14ffbcf2344e459b9864e6a7e3106e516590f263f65",
+      "catalog": [
+       {
+        "table": "orders",
+        "version": 1
+       }
+      ],
+      "input_of": "A1"
+     },
+     {
+      "step": "analysis_recompute",
+      "alias": "A1",
+      "method": "decompose.additive@1",
+      "status": "same",
+      "text": "复算一致：按封存的输入重新计算，结论逐项相同"
+     },
+     {
+      "step": "analysis_seal",
+      "alias": "A1",
+      "node_id": "bot",
+      "artifact": "f5d1fc01d62f6e37c62984318f0cb354f47ecb7ab30e7565222afaff49ee4f91",
+      "ledger": true,
+      "hash_ok": true,
+      "eid_ok": true,
+      "sealed": true
+     }
+    ],
+    "note": "该值由系统从分析结论的结果表中取出、按固定规则显示，未经模型转写",
+    "violations": [],
+    "seal": {
+     "sealed": true,
+     "ok": true,
+     "covered": true
+    },
+    "redacted": {
+     "columns": []
+    }
+   },
+   "s38": {
+    "report": {
+     "node_id": "write",
+     "doc_artifact": "32cc0cc3a309ef588a619cbf69d277710b6c0505b9c36ca880b50feaebca63dc"
+    },
+    "segment": {
+     "id": "s38",
+     "text": "-30.0%",
+     "kind": "number",
+     "state": "deterministic",
+     "span": [
+      215,
+      221
+     ],
+     "unit": "u13",
+     "ref": "v:A1.r0.pct",
+     "cite": {
+      "alias": "A1",
+      "conv": "pct",
+      "eid": "ev:cell:32d18640349e7717",
+      "kind": "cell",
+      "locator": {
+       "column": "pct",
+       "row": 0
+      },
+      "ref": "A1.r0.pct",
+      "rendered": "-30.0%",
+      "role": "value",
+      "status": "resolved",
+      "value": -0.3
+     }
+    },
+    "unit": {
+     "id": "u13",
+     "kind": "claim",
+     "text": "-30.0%",
+     "span": [
+      215,
+      221
+     ],
+     "cites": [
+      "A1"
+     ],
+     "on_demand": {
+      "available": false,
+      "reason": "not_a_claim",
+      "message": "这句不是结论句（标题、连接性文字、表格单元格或代码），无需模型裁判"
+     }
+    },
+    "block": {
+     "id": "b7",
+     "type": "table"
+    },
+    "chain": [
+     {
+      "step": "analysis",
+      "alias": "A1",
+      "op": "decompose",
+      "mode": "additive",
+      "method_label": "变化拆解（可加）",
+      "origin": "agent",
+      "call_id": "call_3",
+      "node_id": "bot",
+      "label": "问数据",
+      "artifact": "f5d1fc01d62f6e37c62984318f0cb354f47ecb7ab30e7565222afaff49ee4f91",
+      "eid": "ev:analysis:a7edbc13c92c31a0",
+      "eid_ok": true,
+      "cited": {
+       "what": "cell",
+       "row": 0,
+       "column": "pct",
+       "raw": "-0.3"
+      },
+      "rendered": "-30.0%",
+      "render_ok": true,
+      "hash_ok": true,
+      "status": "ok",
+      "reason_code": null,
+      "reason": null,
+      "phrase": "销售额下降 340（-12.6%），主要来自华东（-300，占 88.2%）",
+      "criterion": "一段占总变化的一半以上算主要来源，最多前 2 段合计占 80% 以上算集中，总变化不到基期的 0.5% 算基本持平，各段之和要和总数对得上才判断变化来自哪里",
+      "verdict": {
+       "code": "driver",
+       "direction": "down",
+       "subjects": [
+        [
+         "华东"
+        ]
+       ]
+      },
+      "caveats": [
+       {
+        "code": "comparability",
+        "text": "没能核对本期的数据是否到齐（期次写成「年-W周号」，认不出 SQL 是按哪种周号算的，不知道是哪几天）"
+       }
+      ],
+      "hypothesis": "下降是不是集中在某个地区",
+      "hypothesis_note": "Agent 写的假设：说明这次在验证什么，不是分析结论，也不进报告正文"
+     },
+     {
+      "step": "analysis_method",
+      "alias": "A1",
+      "method": "decompose.additive@1",
+      "method_label": "变化拆解（可加）",
+      "params": {
+       "base": "2026-W41",
+       "by": [
+        "region"
+       ],
+       "catalog": {
+        "labels": {
+         "region": "地区",
+         "week": "周"
+        },
+        "measures": {
+         "gmv": "flow"
+        }
+       },
+       "headline": {
+        "base": "Q1.r0.gmv",
+        "target": "Q1.r1.gmv"
+       },
+       "label": "销售额",
+       "measure": "gmv",
+       "period": "week",
+       "query": "Q2",
+       "target": "2026-W42",
+       "today": "2026-10-21"
+      },
+      "settings": [
+       {
+        "key": "main_share",
+        "label": "「主要来源」的占比",
+        "value": 0.5
+       },
+       {
+        "key": "concentration",
+        "label": "「集中」的合计占比",
+        "value": 0.8
+       },
+       {
+        "key": "offset_ratio",
+        "label": "记为「抵消」的比例",
+        "value": 0.25
+       },
+       {
+        "key": "flat_pct",
+        "label": "「基本持平」的幅度",
+        "value": 0.005
+       },
+       {
+        "key": "table_top_k",
+        "label": "列出前几段",
+        "value": 10
+       }
+      ],
+      "probes": []
+     },
+     {
+      "step": "analysis_calc",
+      "alias": "A1",
+      "values": [
+       {
+        "key": "base_total",
+        "raw": "2700",
+        "rendered": "2,700"
+       },
+       {
+        "key": "delta_total",
+        "raw": "-340",
+        "rendered": "-340"
+       },
+       {
+        "key": "gross_down",
+        "raw": "-340",
+        "rendered": "-340"
+       },
+       {
+        "key": "gross_up",
+        "raw": "0",
+        "rendered": "0"
+       },
+       {
+        "key": "pct_total",
+        "raw": "-0.125925925926",
+        "rendered": "-12.6%"
+       },
+       {
+        "key": "segments",
+        "raw": "4",
+        "rendered": "4"
+       },
+       {
+        "key": "target_total",
+        "raw": "2360",
+        "rendered": "2,360"
+       },
+       {
+        "key": "top_k",
+        "raw": "1",
+        "rendered": "1"
+       },
+       {
+        "key": "top_k_share",
+        "raw": "0.882352941176",
+        "rendered": "88.2%"
+       },
+       {
+        "key": "top_key",
+        "raw": "华东",
+        "rendered": "华东"
+       },
+       {
+        "key": "top_share",
+        "raw": "0.882352941176",
+        "rendered": "88.2%"
+       }
+      ],
+      "formulas": [
+       {
+        "label": "总变化",
+        "text": "总变化 = 本期合计 − 基期合计 = 2,360 − 2,700 = -340"
+       },
+       {
+        "label": "变化率",
+        "text": "变化率 = 总变化 ÷ 基期合计 = -340 ÷ 2,700 = -12.6%"
+       },
+       {
+        "label": "占比",
+        "text": "华东的占比 = 华东的变化 ÷ 总变化 = -300 ÷ （-340） = 88.2%"
+       }
+      ],
+      "table": {
+       "columns": [
+        "region",
+        "base",
+        "target",
+        "delta",
+        "pct",
+        "share",
+        "flag"
+       ],
+       "labels": {
+        "base": "基期",
+        "delta": "变化",
+        "flag": "说明",
+        "pct": "变化率",
+        "region": "地区",
+        "share": "占变化的比重",
+        "target": "本期"
+       },
+       "total_rows": 4,
+       "row_index": [
+        0,
+        1,
+        2,
+        3
+       ],
+       "rows": [
+        [
+         "华东",
+         "1,000",
+         "700",
+         "-300",
+         "-30.0%",
+         "88.2%",
+         "—"
+        ],
+        [
+         "华南",
+         "800",
+         "780",
+         "-20",
+         "-2.5%",
+         "5.9%",
+         "—"
+        ],
+        [
+         "华北",
+         "600",
+         "590",
+         "-10",
+         "-1.7%",
+         "2.9%",
+         "—"
+        ],
+        [
+         "西南",
+         "300",
+         "290",
+         "-10",
+         "-3.3%",
+         "2.9%",
+         "—"
+        ]
+       ],
+       "masked": [],
+       "highlight": {
+        "cells": [
+         [
+          0,
+          "pct"
+         ]
+        ]
+       }
+      }
+     },
+     {
+      "step": "analysis_input",
+      "of": "A1",
+      "ref": "Q1.r0.gmv",
+      "role": "headline_base",
+      "role_label": "基期总数",
+      "artifact": "4660b212dfdeb2fc6ce8ffe74562f14ebe48bbdbe4152e987e43482a343a47f3",
+      "row": 0,
+      "column": "gmv",
+      "value": "2700",
+      "query": "Q1",
+      "node_id": "bot",
+      "sealed": true,
+      "closure": {
+       "mode": "additive",
+       "total_key": "base_total",
+       "total": "2,700",
+       "headline": "2,700",
+       "closed": true
+      }
+     },
+     {
+      "step": "analysis_input",
+      "of": "A1",
+      "ref": "Q1.r1.gmv",
+      "role": "headline_target",
+      "role_label": "本期总数",
+      "artifact": "4660b212dfdeb2fc6ce8ffe74562f14ebe48bbdbe4152e987e43482a343a47f3",
+      "row": 1,
+      "column": "gmv",
+      "value": "2360",
+      "query": "Q1",
+      "node_id": "bot",
+      "sealed": true,
+      "closure": {
+       "mode": "additive",
+       "total_key": "target_total",
+       "total": "2,360",
+       "headline": "2,360",
+       "closed": true
+      }
+     },
+     {
+      "step": "analysis_input",
+      "of": "A1",
+      "ref": "Q2",
+      "role": "data",
+      "role_label": "数据",
+      "artifact": "8322aa7cc7c2ad7d63887acb8d88d34ef6b1a9ed948afdb3acc9f7bd5328f460",
+      "columns": [
+       "region",
+       "week",
+       "gmv"
+      ],
+      "rows": "all",
+      "query": "Q2",
+      "node_id": "bot",
+      "sealed": true
+     },
+     {
+      "step": "query",
+      "alias": "Q1",
+      "artifact": "4660b212dfdeb2fc6ce8ffe74562f14ebe48bbdbe4152e987e43482a343a47f3",
+      "node_id": "bot",
+      "tool": "db_query__shop",
+      "source": "shop",
+      "sql": "SELECT week, SUM(amount) AS gmv FROM orders GROUP BY week ORDER BY week",
+      "columns": [
+       "week",
+       "gmv"
+      ],
+      "rows": [
+       [
+        "2026-W41",
+        2700
+       ],
+       [
+        "2026-W42",
+        2360
+       ]
+      ],
+      "row_offset": 0,
+      "row_index": [
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+       1
+      ],
+      "total_rows": 2,
+      "truncated": false,
+      "highlight": {
+       "rows": [
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+        1
+       ],
+       "cols": [
+        "gmv"
+       ],
+       "cells": [
+        [
+         0,
+         "gmv"
+        ],
+        [
+         1,
+         "gmv"
+        ]
+       ]
+      },
+      "masked": [],
+      "hash_ok": true,
+      "sealed": true,
+      "column_types": {
+       "gmv": "number",
+       "week": "text"
+      },
+      "schema_artifact": "3324dd9c82f1d9ec2771f14ffbcf2344e459b9864e6a7e3106e516590f263f65",
+      "catalog": [
+       {
+        "table": "orders",
+        "version": 1
+       }
+      ],
+      "input_of": "A1"
+     },
+     {
+      "step": "query",
+      "alias": "Q2",
+      "artifact": "8322aa7cc7c2ad7d63887acb8d88d34ef6b1a9ed948afdb3acc9f7bd5328f460",
+      "node_id": "bot",
+      "tool": "db_query__shop",
+      "source": "shop",
+      "sql": "SELECT region, week, SUM(amount) AS gmv FROM orders GROUP BY region, week ORDER BY region, week",
+      "columns": [
+       "region",
+       "week",
+       "gmv"
+      ],
+      "rows": [
+       [
+        "华东",
+        "2026-W41",
+        1000
+       ],
+       [
+        "华东",
+        "2026-W42",
+        700
+       ],
+       [
+        "华北",
+        "2026-W41",
+        600
+       ],
+       [
+        "华北",
+        "2026-W42",
+        590
+       ],
+       [
+        "华南",
+        "2026-W41",
+        800
+       ],
+       [
+        "华南",
+        "2026-W42",
+        780
+       ],
+       [
+        "西南",
+        "2026-W41",
+        300
+       ],
+       [
+        "西南",
+        "2026-W42",
+        290
+       ]
+      ],
+      "row_offset": 0,
+      "row_index": [
+       0,
+       1,
+       2,
+       3,
+       4,
+       5,
+       6,
+       7
+      ],
+      "total_rows": 8,
+      "truncated": false,
+      "highlight": {
+       "rows": [
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+        1,
+        2,
+        3,
+        4,
+        5,
+        6,
+        7
+       ],
+       "cols": [
+        "region",
+        "week",
+        "gmv"
+       ],
+       "cells": [
+        [
+         0,
+         "region"
+        ],
+        [
+         1,
+         "region"
+        ],
+        [
+         2,
+         "region"
+        ],
+        [
+         3,
+         "region"
+        ],
+        [
+         4,
+         "region"
+        ],
+        [
+         5,
+         "region"
+        ],
+        [
+         6,
+         "region"
+        ],
+        [
+         7,
+         "region"
+        ],
+        [
+         0,
+         "week"
+        ],
+        [
+         1,
+         "week"
+        ],
+        [
+         2,
+         "week"
+        ],
+        [
+         3,
+         "week"
+        ],
+        [
+         4,
+         "week"
+        ],
+        [
+         5,
+         "week"
+        ],
+        [
+         6,
+         "week"
+        ],
+        [
+         7,
+         "week"
+        ],
+        [
+         0,
+         "gmv"
+        ],
+        [
+         1,
+         "gmv"
+        ],
+        [
+         2,
+         "gmv"
+        ],
+        [
+         3,
+         "gmv"
+        ],
+        [
+         4,
+         "gmv"
+        ],
+        [
+         5,
+         "gmv"
+        ],
+        [
+         6,
+         "gmv"
+        ],
+        [
+         7,
+         "gmv"
+        ]
+       ]
+      },
+      "masked": [],
+      "hash_ok": true,
+      "sealed": true,
+      "column_types": {
+       "gmv": "number",
+       "region": "text",
+       "week": "text"
+      },
+      "schema_artifact": "3324dd9c82f1d9ec2771f14ffbcf2344e459b9864e6a7e3106e516590f263f65",
+      "catalog": [
+       {
+        "table": "orders",
+        "version": 1
+       }
+      ],
+      "input_of": "A1"
+     },
+     {
+      "step": "analysis_recompute",
+      "alias": "A1",
+      "method": "decompose.additive@1",
+      "status": "same",
+      "text": "复算一致：按封存的输入重新计算，结论逐项相同"
+     },
+     {
+      "step": "analysis_seal",
+      "alias": "A1",
+      "node_id": "bot",
+      "artifact": "f5d1fc01d62f6e37c62984318f0cb354f47ecb7ab30e7565222afaff49ee4f91",
+      "ledger": true,
+      "hash_ok": true,
+      "eid_ok": true,
+      "sealed": true
+     }
+    ],
+    "note": "该值由系统从分析结论的结果表中取出、按固定规则显示，未经模型转写",
+    "violations": [],
+    "seal": {
+     "sealed": true,
+     "ok": true,
+     "covered": true
+    },
+    "redacted": {
+     "columns": []
+    }
+   },
+   "s40": {
+    "report": {
+     "node_id": "write",
+     "doc_artifact": "32cc0cc3a309ef588a619cbf69d277710b6c0505b9c36ca880b50feaebca63dc"
+    },
+    "segment": {
+     "id": "s40",
+     "text": "88.2%",
+     "kind": "number",
+     "state": "deterministic",
+     "span": [
+      224,
+      229
+     ],
+     "unit": "u14",
+     "ref": "v:A1.r0.share",
+     "cite": {
+      "alias": "A1",
+      "conv": "pct",
+      "eid": "ev:cell:b36848a6055a5628",
+      "kind": "cell",
+      "locator": {
+       "column": "share",
+       "row": 0
+      },
+      "ref": "A1.r0.share",
+      "rendered": "88.2%",
+      "role": "value",
+      "status": "resolved",
+      "value": 0.882352941176
+     }
+    },
+    "unit": {
+     "id": "u14",
+     "kind": "claim",
+     "text": "88.2%",
+     "span": [
+      224,
+      229
+     ],
+     "cites": [
+      "A1"
+     ],
+     "on_demand": {
+      "available": false,
+      "reason": "not_a_claim",
+      "message": "这句不是结论句（标题、连接性文字、表格单元格或代码），无需模型裁判"
+     }
+    },
+    "block": {
+     "id": "b7",
+     "type": "table"
+    },
+    "chain": [
+     {
+      "step": "analysis",
+      "alias": "A1",
+      "op": "decompose",
+      "mode": "additive",
+      "method_label": "变化拆解（可加）",
+      "origin": "agent",
+      "call_id": "call_3",
+      "node_id": "bot",
+      "label": "问数据",
+      "artifact": "f5d1fc01d62f6e37c62984318f0cb354f47ecb7ab30e7565222afaff49ee4f91",
+      "eid": "ev:analysis:a7edbc13c92c31a0",
+      "eid_ok": true,
+      "cited": {
+       "what": "cell",
+       "row": 0,
+       "column": "share",
+       "raw": "0.882352941176"
+      },
+      "rendered": "88.2%",
+      "render_ok": true,
+      "hash_ok": true,
+      "status": "ok",
+      "reason_code": null,
+      "reason": null,
+      "phrase": "销售额下降 340（-12.6%），主要来自华东（-300，占 88.2%）",
+      "criterion": "一段占总变化的一半以上算主要来源，最多前 2 段合计占 80% 以上算集中，总变化不到基期的 0.5% 算基本持平，各段之和要和总数对得上才判断变化来自哪里",
+      "verdict": {
+       "code": "driver",
+       "direction": "down",
+       "subjects": [
+        [
+         "华东"
+        ]
+       ]
+      },
+      "caveats": [
+       {
+        "code": "comparability",
+        "text": "没能核对本期的数据是否到齐（期次写成「年-W周号」，认不出 SQL 是按哪种周号算的，不知道是哪几天）"
+       }
+      ],
+      "hypothesis": "下降是不是集中在某个地区",
+      "hypothesis_note": "Agent 写的假设：说明这次在验证什么，不是分析结论，也不进报告正文"
+     },
+     {
+      "step": "analysis_method",
+      "alias": "A1",
+      "method": "decompose.additive@1",
+      "method_label": "变化拆解（可加）",
+      "params": {
+       "base": "2026-W41",
+       "by": [
+        "region"
+       ],
+       "catalog": {
+        "labels": {
+         "region": "地区",
+         "week": "周"
+        },
+        "measures": {
+         "gmv": "flow"
+        }
+       },
+       "headline": {
+        "base": "Q1.r0.gmv",
+        "target": "Q1.r1.gmv"
+       },
+       "label": "销售额",
+       "measure": "gmv",
+       "period": "week",
+       "query": "Q2",
+       "target": "2026-W42",
+       "today": "2026-10-21"
+      },
+      "settings": [
+       {
+        "key": "main_share",
+        "label": "「主要来源」的占比",
+        "value": 0.5
+       },
+       {
+        "key": "concentration",
+        "label": "「集中」的合计占比",
+        "value": 0.8
+       },
+       {
+        "key": "offset_ratio",
+        "label": "记为「抵消」的比例",
+        "value": 0.25
+       },
+       {
+        "key": "flat_pct",
+        "label": "「基本持平」的幅度",
+        "value": 0.005
+       },
+       {
+        "key": "table_top_k",
+        "label": "列出前几段",
+        "value": 10
+       }
+      ],
+      "probes": []
+     },
+     {
+      "step": "analysis_calc",
+      "alias": "A1",
+      "values": [
+       {
+        "key": "base_total",
+        "raw": "2700",
+        "rendered": "2,700"
+       },
+       {
+        "key": "delta_total",
+        "raw": "-340",
+        "rendered": "-340"
+       },
+       {
+        "key": "gross_down",
+        "raw": "-340",
+        "rendered": "-340"
+       },
+       {
+        "key": "gross_up",
+        "raw": "0",
+        "rendered": "0"
+       },
+       {
+        "key": "pct_total",
+        "raw": "-0.125925925926",
+        "rendered": "-12.6%"
+       },
+       {
+        "key": "segments",
+        "raw": "4",
+        "rendered": "4"
+       },
+       {
+        "key": "target_total",
+        "raw": "2360",
+        "rendered": "2,360"
+       },
+       {
+        "key": "top_k",
+        "raw": "1",
+        "rendered": "1"
+       },
+       {
+        "key": "top_k_share",
+        "raw": "0.882352941176",
+        "rendered": "88.2%"
+       },
+       {
+        "key": "top_key",
+        "raw": "华东",
+        "rendered": "华东"
+       },
+       {
+        "key": "top_share",
+        "raw": "0.882352941176",
+        "rendered": "88.2%"
+       }
+      ],
+      "formulas": [
+       {
+        "label": "总变化",
+        "text": "总变化 = 本期合计 − 基期合计 = 2,360 − 2,700 = -340"
+       },
+       {
+        "label": "变化率",
+        "text": "变化率 = 总变化 ÷ 基期合计 = -340 ÷ 2,700 = -12.6%"
+       },
+       {
+        "label": "占比",
+        "text": "华东的占比 = 华东的变化 ÷ 总变化 = -300 ÷ （-340） = 88.2%"
+       }
+      ],
+      "table": {
+       "columns": [
+        "region",
+        "base",
+        "target",
+        "delta",
+        "pct",
+        "share",
+        "flag"
+       ],
+       "labels": {
+        "base": "基期",
+        "delta": "变化",
+        "flag": "说明",
+        "pct": "变化率",
+        "region": "地区",
+        "share": "占变化的比重",
+        "target": "本期"
+       },
+       "total_rows": 4,
+       "row_index": [
+        0,
+        1,
+        2,
+        3
+       ],
+       "rows": [
+        [
+         "华东",
+         "1,000",
+         "700",
+         "-300",
+         "-30.0%",
+         "88.2%",
+         "—"
+        ],
+        [
+         "华南",
+         "800",
+         "780",
+         "-20",
+         "-2.5%",
+         "5.9%",
+         "—"
+        ],
+        [
+         "华北",
+         "600",
+         "590",
+         "-10",
+         "-1.7%",
+         "2.9%",
+         "—"
+        ],
+        [
+         "西南",
+         "300",
+         "290",
+         "-10",
+         "-3.3%",
+         "2.9%",
+         "—"
+        ]
+       ],
+       "masked": [],
+       "highlight": {
+        "cells": [
+         [
+          0,
+          "share"
+         ]
+        ]
+       }
+      }
+     },
+     {
+      "step": "analysis_input",
+      "of": "A1",
+      "ref": "Q1.r0.gmv",
+      "role": "headline_base",
+      "role_label": "基期总数",
+      "artifact": "4660b212dfdeb2fc6ce8ffe74562f14ebe48bbdbe4152e987e43482a343a47f3",
+      "row": 0,
+      "column": "gmv",
+      "value": "2700",
+      "query": "Q1",
+      "node_id": "bot",
+      "sealed": true,
+      "closure": {
+       "mode": "additive",
+       "total_key": "base_total",
+       "total": "2,700",
+       "headline": "2,700",
+       "closed": true
+      }
+     },
+     {
+      "step": "analysis_input",
+      "of": "A1",
+      "ref": "Q1.r1.gmv",
+      "role": "headline_target",
+      "role_label": "本期总数",
+      "artifact": "4660b212dfdeb2fc6ce8ffe74562f14ebe48bbdbe4152e987e43482a343a47f3",
+      "row": 1,
+      "column": "gmv",
+      "value": "2360",
+      "query": "Q1",
+      "node_id": "bot",
+      "sealed": true,
+      "closure": {
+       "mode": "additive",
+       "total_key": "target_total",
+       "total": "2,360",
+       "headline": "2,360",
+       "closed": true
+      }
+     },
+     {
+      "step": "analysis_input",
+      "of": "A1",
+      "ref": "Q2",
+      "role": "data",
+      "role_label": "数据",
+      "artifact": "8322aa7cc7c2ad7d63887acb8d88d34ef6b1a9ed948afdb3acc9f7bd5328f460",
+      "columns": [
+       "region",
+       "week",
+       "gmv"
+      ],
+      "rows": "all",
+      "query": "Q2",
+      "node_id": "bot",
+      "sealed": true
+     },
+     {
+      "step": "query",
+      "alias": "Q1",
+      "artifact": "4660b212dfdeb2fc6ce8ffe74562f14ebe48bbdbe4152e987e43482a343a47f3",
+      "node_id": "bot",
+      "tool": "db_query__shop",
+      "source": "shop",
+      "sql": "SELECT week, SUM(amount) AS gmv FROM orders GROUP BY week ORDER BY week",
+      "columns": [
+       "week",
+       "gmv"
+      ],
+      "rows": [
+       [
+        "2026-W41",
+        2700
+       ],
+       [
+        "2026-W42",
+        2360
+       ]
+      ],
+      "row_offset": 0,
+      "row_index": [
+       0,
+       1
+      ],
+      "total_rows": 2,
+      "truncated": false,
+      "highlight": {
+       "rows": [
+        0,
+        1
+       ],
+       "cols": [
+        "gmv"
+       ],
+       "cells": [
+        [
+         0,
+         "gmv"
+        ],
+        [
+         1,
+         "gmv"
+        ]
+       ]
+      },
+      "masked": [],
+      "hash_ok": true,
+      "sealed": true,
+      "column_types": {
+       "gmv": "number",
+       "week": "text"
+      },
+      "schema_artifact": "3324dd9c82f1d9ec2771f14ffbcf2344e459b9864e6a7e3106e516590f263f65",
+      "catalog": [
+       {
+        "table": "orders",
+        "version": 1
+       }
+      ],
+      "input_of": "A1"
+     },
+     {
+      "step": "query",
+      "alias": "Q2",
+      "artifact": "8322aa7cc7c2ad7d63887acb8d88d34ef6b1a9ed948afdb3acc9f7bd5328f460",
+      "node_id": "bot",
+      "tool": "db_query__shop",
+      "source": "shop",
+      "sql": "SELECT region, week, SUM(amount) AS gmv FROM orders GROUP BY region, week ORDER BY region, week",
+      "columns": [
+       "region",
+       "week",
+       "gmv"
+      ],
+      "rows": [
+       [
+        "华东",
+        "2026-W41",
+        1000
+       ],
+       [
+        "华东",
+        "2026-W42",
+        700
+       ],
+       [
+        "华北",
+        "2026-W41",
+        600
+       ],
+       [
+        "华北",
+        "2026-W42",
+        590
+       ],
+       [
+        "华南",
+        "2026-W41",
+        800
+       ],
+       [
+        "华南",
+        "2026-W42",
+        780
+       ],
+       [
+        "西南",
+        "2026-W41",
+        300
+       ],
+       [
+        "西南",
+        "2026-W42",
+        290
+       ]
+      ],
+      "row_offset": 0,
+      "row_index": [
+       0,
+       1,
+       2,
+       3,
+       4,
+       5,
+       6,
+       7
+      ],
+      "total_rows": 8,
+      "truncated": false,
+      "highlight": {
+       "rows": [
+        0,
+        1,
+        2,
+        3,
+        4,
+        5,
+        6,
+        7
+       ],
+       "cols": [
+        "region",
+        "week",
+        "gmv"
+       ],
+       "cells": [
+        [
+         0,
+         "region"
+        ],
+        [
+         1,
+         "region"
+        ],
+        [
+         2,
+         "region"
+        ],
+        [
+         3,
+         "region"
+        ],
+        [
+         4,
+         "region"
+        ],
+        [
+         5,
+         "region"
+        ],
+        [
+         6,
+         "region"
+        ],
+        [
+         7,
+         "region"
+        ],
+        [
+         0,
+         "week"
+        ],
+        [
+         1,
+         "week"
+        ],
+        [
+         2,
+         "week"
+        ],
+        [
+         3,
+         "week"
+        ],
+        [
+         4,
+         "week"
+        ],
+        [
+         5,
+         "week"
+        ],
+        [
+         6,
+         "week"
+        ],
+        [
+         7,
+         "week"
+        ],
+        [
+         0,
+         "gmv"
+        ],
+        [
+         1,
+         "gmv"
+        ],
+        [
+         2,
+         "gmv"
+        ],
+        [
+         3,
+         "gmv"
+        ],
+        [
+         4,
+         "gmv"
+        ],
+        [
+         5,
+         "gmv"
+        ],
+        [
+         6,
+         "gmv"
+        ],
+        [
+         7,
+         "gmv"
+        ]
+       ]
+      },
+      "masked": [],
+      "hash_ok": true,
+      "sealed": true,
+      "column_types": {
+       "gmv": "number",
+       "region": "text",
+       "week": "text"
+      },
+      "schema_artifact": "3324dd9c82f1d9ec2771f14ffbcf2344e459b9864e6a7e3106e516590f263f65",
+      "catalog": [
+       {
+        "table": "orders",
+        "version": 1
+       }
+      ],
+      "input_of": "A1"
+     },
+     {
+      "step": "analysis_recompute",
+      "alias": "A1",
+      "method": "decompose.additive@1",
+      "status": "same",
+      "text": "复算一致：按封存的输入重新计算，结论逐项相同"
+     },
+     {
+      "step": "analysis_seal",
+      "alias": "A1",
+      "node_id": "bot",
+      "artifact": "f5d1fc01d62f6e37c62984318f0cb354f47ecb7ab30e7565222afaff49ee4f91",
+      "ledger": true,
+      "hash_ok": true,
+      "eid_ok": true,
+      "sealed": true
+     }
+    ],
+    "note": "该值由系统从分析结论的结果表中取出、按固定规则显示，未经模型转写",
+    "violations": [],
+    "seal": {
+     "sealed": true,
+     "ok": true,
+     "covered": true
+    },
+    "redacted": {
+     "columns": []
+    }
+   },
+   "s42": {
+    "report": {
+     "node_id": "write",
+     "doc_artifact": "32cc0cc3a309ef588a619cbf69d277710b6c0505b9c36ca880b50feaebca63dc"
+    },
+    "segment": {
+     "id": "s42",
+     "text": "华南",
+     "kind": "value",
+     "state": "deterministic",
+     "span": [
+      234,
+      236
+     ],
+     "unit": "u15",
+     "ref": "v:A1.r1.region",
+     "cite": {
+      "alias": "A1",
+      "eid": "ev:cell:15977323c7fb25b1",
+      "kind": "cell",
+      "locator": {
+       "column": "region",
+       "row": 1
+      },
+      "ref": "A1.r1.region",
+      "rendered": "华南",
+      "role": "value",
+      "status": "resolved",
+      "value": "华南"
+     }
+    },
+    "unit": {
+     "id": "u15",
+     "kind": "claim",
+     "text": "华南",
+     "span": [
+      234,
+      236
+     ],
+     "cites": [
+      "A1"
+     ],
+     "on_demand": {
+      "available": false,
+      "reason": "not_a_claim",
+      "message": "这句不是结论句（标题、连接性文字、表格单元格或代码），无需模型裁判"
+     }
+    },
+    "block": {
+     "id": "b7",
+     "type": "table"
+    },
+    "chain": [
+     {
+      "step": "analysis",
+      "alias": "A1",
+      "op": "decompose",
+      "mode": "additive",
+      "method_label": "变化拆解（可加）",
+      "origin": "agent",
+      "call_id": "call_3",
+      "node_id": "bot",
+      "label": "问数据",
+      "artifact": "f5d1fc01d62f6e37c62984318f0cb354f47ecb7ab30e7565222afaff49ee4f91",
+      "eid": "ev:analysis:a7edbc13c92c31a0",
+      "eid_ok": true,
+      "cited": {
+       "what": "cell",
+       "row": 1,
+       "column": "region",
+       "raw": "华南"
+      },
+      "rendered": "华南",
+      "render_ok": true,
+      "hash_ok": true,
+      "status": "ok",
+      "reason_code": null,
+      "reason": null,
+      "phrase": "销售额下降 340（-12.6%），主要来自华东（-300，占 88.2%）",
+      "criterion": "一段占总变化的一半以上算主要来源，最多前 2 段合计占 80% 以上算集中，总变化不到基期的 0.5% 算基本持平，各段之和要和总数对得上才判断变化来自哪里",
+      "verdict": {
+       "code": "driver",
+       "direction": "down",
+       "subjects": [
+        [
+         "华东"
+        ]
+       ]
+      },
+      "caveats": [
+       {
+        "code": "comparability",
+        "text": "没能核对本期的数据是否到齐（期次写成「年-W周号」，认不出 SQL 是按哪种周号算的，不知道是哪几天）"
+       }
+      ],
+      "hypothesis": "下降是不是集中在某个地区",
+      "hypothesis_note": "Agent 写的假设：说明这次在验证什么，不是分析结论，也不进报告正文"
+     },
+     {
+      "step": "analysis_method",
+      "alias": "A1",
+      "method": "decompose.additive@1",
+      "method_label": "变化拆解（可加）",
+      "params": {
+       "base": "2026-W41",
+       "by": [
+        "region"
+       ],
+       "catalog": {
+        "labels": {
+         "region": "地区",
+         "week": "周"
+        },
+        "measures": {
+         "gmv": "flow"
+        }
+       },
+       "headline": {
+        "base": "Q1.r0.gmv",
+        "target": "Q1.r1.gmv"
+       },
+       "label": "销售额",
+       "measure": "gmv",
+       "period": "week",
+       "query": "Q2",
+       "target": "2026-W42",
+       "today": "2026-10-21"
+      },
+      "settings": [
+       {
+        "key": "main_share",
+        "label": "「主要来源」的占比",
+        "value": 0.5
+       },
+       {
+        "key": "concentration",
+        "label": "「集中」的合计占比",
+        "value": 0.8
+       },
+       {
+        "key": "offset_ratio",
+        "label": "记为「抵消」的比例",
+        "value": 0.25
+       },
+       {
+        "key": "flat_pct",
+        "label": "「基本持平」的幅度",
+        "value": 0.005
+       },
+       {
+        "key": "table_top_k",
+        "label": "列出前几段",
+        "value": 10
+       }
+      ],
+      "probes": []
+     },
+     {
+      "step": "analysis_calc",
+      "alias": "A1",
+      "values": [
+       {
+        "key": "base_total",
+        "raw": "2700",
+        "rendered": "2,700"
+       },
+       {
+        "key": "delta_total",
+        "raw": "-340",
+        "rendered": "-340"
+       },
+       {
+        "key": "gross_down",
+        "raw": "-340",
+        "rendered": "-340"
+       },
+       {
+        "key": "gross_up",
+        "raw": "0",
+        "rendered": "0"
+       },
+       {
+        "key": "pct_total",
+        "raw": "-0.125925925926",
+        "rendered": "-12.6%"
+       },
+       {
+        "key": "segments",
+        "raw": "4",
+        "rendered": "4"
+       },
+       {
+        "key": "target_total",
+        "raw": "2360",
+        "rendered": "2,360"
+       },
+       {
+        "key": "top_k",
+        "raw": "1",
+        "rendered": "1"
+       },
+       {
+        "key": "top_k_share",
+        "raw": "0.882352941176",
+        "rendered": "88.2%"
+       },
+       {
+        "key": "top_key",
+        "raw": "华东",
+        "rendered": "华东"
+       },
+       {
+        "key": "top_share",
+        "raw": "0.882352941176",
+        "rendered": "88.2%"
+       }
+      ],
+      "formulas": [
+       {
+        "label": "总变化",
+        "text": "总变化 = 本期合计 − 基期合计 = 2,360 − 2,700 = -340"
+       },
+       {
+        "label": "变化率",
+        "text": "变化率 = 总变化 ÷ 基期合计 = -340 ÷ 2,700 = -12.6%"
+       },
+       {
+        "label": "占比",
+        "text": "华东的占比 = 华东的变化 ÷ 总变化 = -300 ÷ （-340） = 88.2%"
+       }
+      ],
+      "table": {
+       "columns": [
+        "region",
+        "base",
+        "target",
+        "delta",
+        "pct",
+        "share",
+        "flag"
+       ],
+       "labels": {
+        "base": "基期",
+        "delta": "变化",
+        "flag": "说明",
+        "pct": "变化率",
+        "region": "地区",
+        "share": "占变化的比重",
+        "target": "本期"
+       },
+       "total_rows": 4,
+       "row_index": [
+        0,
+        1,
+        2,
+        3
+       ],
+       "rows": [
+        [
+         "华东",
+         "1,000",
+         "700",
+         "-300",
+         "-30.0%",
+         "88.2%",
+         "—"
+        ],
+        [
+         "华南",
+         "800",
+         "780",
+         "-20",
+         "-2.5%",
+         "5.9%",
+         "—"
+        ],
+        [
+         "华北",
+         "600",
+         "590",
+         "-10",
+         "-1.7%",
+         "2.9%",
+         "—"
+        ],
+        [
+         "西南",
+         "300",
+         "290",
+         "-10",
+         "-3.3%",
+         "2.9%",
+         "—"
+        ]
+       ],
+       "masked": [],
+       "highlight": {
+        "cells": [
+         [
+          1,
+          "region"
+         ]
+        ]
+       }
+      }
+     },
+     {
+      "step": "analysis_input",
+      "of": "A1",
+      "ref": "Q1.r0.gmv",
+      "role": "headline_base",
+      "role_label": "基期总数",
+      "artifact": "4660b212dfdeb2fc6ce8ffe74562f14ebe48bbdbe4152e987e43482a343a47f3",
+      "row": 0,
+      "column": "gmv",
+      "value": "2700",
+      "query": "Q1",
+      "node_id": "bot",
+      "sealed": true,
+      "closure": {
+       "mode": "additive",
+       "total_key": "base_total",
+       "total": "2,700",
+       "headline": "2,700",
+       "closed": true
+      }
+     },
+     {
+      "step": "analysis_input",
+      "of": "A1",
+      "ref": "Q1.r1.gmv",
+      "role": "headline_target",
+      "role_label": "本期总数",
+      "artifact": "4660b212dfdeb2fc6ce8ffe74562f14ebe48bbdbe4152e987e43482a343a47f3",
+      "row": 1,
+      "column": "gmv",
+      "value": "2360",
+      "query": "Q1",
+      "node_id": "bot",
+      "sealed": true,
+      "closure": {
+       "mode": "additive",
+       "total_key": "target_total",
+       "total": "2,360",
+       "headline": "2,360",
+       "closed": true
+      }
+     },
+     {
+      "step": "analysis_input",
+      "of": "A1",
+      "ref": "Q2",
+      "role": "data",
+      "role_label": "数据",
+      "artifact": "8322aa7cc7c2ad7d63887acb8d88d34ef6b1a9ed948afdb3acc9f7bd5328f460",
+      "columns": [
+       "region",
+       "week",
+       "gmv"
+      ],
+      "rows": "all",
+      "query": "Q2",
+      "node_id": "bot",
+      "sealed": true
+     },
+     {
+      "step": "query",
+      "alias": "Q1",
+      "artifact": "4660b212dfdeb2fc6ce8ffe74562f14ebe48bbdbe4152e987e43482a343a47f3",
+      "node_id": "bot",
+      "tool": "db_query__shop",
+      "source": "shop",
+      "sql": "SELECT week, SUM(amount) AS gmv FROM orders GROUP BY week ORDER BY week",
+      "columns": [
+       "week",
+       "gmv"
+      ],
+      "rows": [
+       [
+        "2026-W41",
+        2700
+       ],
+       [
+        "2026-W42",
+        2360
+       ]
+      ],
+      "row_offset": 0,
+      "row_index": [
+       0,
+       1
+      ],
+      "total_rows": 2,
+      "truncated": false,
+      "highlight": {
+       "rows": [
+        0,
+        1
+       ],
+       "cols": [
+        "gmv"
+       ],
+       "cells": [
+        [
+         0,
+         "gmv"
+        ],
+        [
+         1,
+         "gmv"
+        ]
+       ]
+      },
+      "masked": [],
+      "hash_ok": true,
+      "sealed": true,
+      "column_types": {
+       "gmv": "number",
+       "week": "text"
+      },
+      "schema_artifact": "3324dd9c82f1d9ec2771f14ffbcf2344e459b9864e6a7e3106e516590f263f65",
+      "catalog": [
+       {
+        "table": "orders",
+        "version": 1
+       }
+      ],
+      "input_of": "A1"
+     },
+     {
+      "step": "query",
+      "alias": "Q2",
+      "artifact": "8322aa7cc7c2ad7d63887acb8d88d34ef6b1a9ed948afdb3acc9f7bd5328f460",
+      "node_id": "bot",
+      "tool": "db_query__shop",
+      "source": "shop",
+      "sql": "SELECT region, week, SUM(amount) AS gmv FROM orders GROUP BY region, week ORDER BY region, week",
+      "columns": [
+       "region",
+       "week",
+       "gmv"
+      ],
+      "rows": [
+       [
+        "华东",
+        "2026-W41",
+        1000
+       ],
+       [
+        "华东",
+        "2026-W42",
+        700
+       ],
+       [
+        "华北",
+        "2026-W41",
+        600
+       ],
+       [
+        "华北",
+        "2026-W42",
+        590
+       ],
+       [
+        "华南",
+        "2026-W41",
+        800
+       ],
+       [
+        "华南",
+        "2026-W42",
+        780
+       ],
+       [
+        "西南",
+        "2026-W41",
+        300
+       ],
+       [
+        "西南",
+        "2026-W42",
+        290
+       ]
+      ],
+      "row_offset": 0,
+      "row_index": [
+       0,
+       1,
+       2,
+       3,
+       4,
+       5,
+       6,
+       7
+      ],
+      "total_rows": 8,
+      "truncated": false,
+      "highlight": {
+       "rows": [
+        0,
+        1,
+        2,
+        3,
+        4,
+        5,
+        6,
+        7
+       ],
+       "cols": [
+        "region",
+        "week",
+        "gmv"
+       ],
+       "cells": [
+        [
+         0,
+         "region"
+        ],
+        [
+         1,
+         "region"
+        ],
+        [
+         2,
+         "region"
+        ],
+        [
+         3,
+         "region"
+        ],
+        [
+         4,
+         "region"
+        ],
+        [
+         5,
+         "region"
+        ],
+        [
+         6,
+         "region"
+        ],
+        [
+         7,
+         "region"
+        ],
+        [
+         0,
+         "week"
+        ],
+        [
+         1,
+         "week"
+        ],
+        [
+         2,
+         "week"
+        ],
+        [
+         3,
+         "week"
+        ],
+        [
+         4,
+         "week"
+        ],
+        [
+         5,
+         "week"
+        ],
+        [
+         6,
+         "week"
+        ],
+        [
+         7,
+         "week"
+        ],
+        [
+         0,
+         "gmv"
+        ],
+        [
+         1,
+         "gmv"
+        ],
+        [
+         2,
+         "gmv"
+        ],
+        [
+         3,
+         "gmv"
+        ],
+        [
+         4,
+         "gmv"
+        ],
+        [
+         5,
+         "gmv"
+        ],
+        [
+         6,
+         "gmv"
+        ],
+        [
+         7,
+         "gmv"
+        ]
+       ]
+      },
+      "masked": [],
+      "hash_ok": true,
+      "sealed": true,
+      "column_types": {
+       "gmv": "number",
+       "region": "text",
+       "week": "text"
+      },
+      "schema_artifact": "3324dd9c82f1d9ec2771f14ffbcf2344e459b9864e6a7e3106e516590f263f65",
+      "catalog": [
+       {
+        "table": "orders",
+        "version": 1
+       }
+      ],
+      "input_of": "A1"
+     },
+     {
+      "step": "analysis_recompute",
+      "alias": "A1",
+      "method": "decompose.additive@1",
+      "status": "same",
+      "text": "复算一致：按封存的输入重新计算，结论逐项相同"
+     },
+     {
+      "step": "analysis_seal",
+      "alias": "A1",
+      "node_id": "bot",
+      "artifact": "f5d1fc01d62f6e37c62984318f0cb354f47ecb7ab30e7565222afaff49ee4f91",
+      "ledger": true,
+      "hash_ok": true,
+      "eid_ok": true,
+      "sealed": true
+     }
+    ],
+    "note": "该值由系统从分析结论的结果表中取出、按固定规则显示，未经模型转写",
+    "violations": [],
+    "seal": {
+     "sealed": true,
+     "ok": true,
+     "covered": true
+    },
+    "redacted": {
+     "columns": []
+    }
+   },
+   "s44": {
+    "report": {
+     "node_id": "write",
+     "doc_artifact": "32cc0cc3a309ef588a619cbf69d277710b6c0505b9c36ca880b50feaebca63dc"
+    },
+    "segment": {
+     "id": "s44",
+     "text": "-20",
+     "kind": "number",
+     "state": "deterministic",
+     "span": [
+      239,
+      242
+     ],
+     "unit": "u16",
+     "ref": "v:A1.r1.delta",
+     "cite": {
+      "alias": "A1",
+      "eid": "ev:cell:50fa5438a057327a",
+      "kind": "cell",
+      "locator": {
+       "column": "delta",
+       "row": 1
+      },
+      "ref": "A1.r1.delta",
+      "rendered": "-20",
+      "role": "value",
+      "status": "resolved",
+      "value": -20
+     }
+    },
+    "unit": {
+     "id": "u16",
+     "kind": "claim",
+     "text": "-20",
+     "span": [
+      239,
+      242
+     ],
+     "cites": [
+      "A1"
+     ],
+     "on_demand": {
+      "available": false,
+      "reason": "not_a_claim",
+      "message": "这句不是结论句（标题、连接性文字、表格单元格或代码），无需模型裁判"
+     }
+    },
+    "block": {
+     "id": "b7",
+     "type": "table"
+    },
+    "chain": [
+     {
+      "step": "analysis",
+      "alias": "A1",
+      "op": "decompose",
+      "mode": "additive",
+      "method_label": "变化拆解（可加）",
+      "origin": "agent",
+      "call_id": "call_3",
+      "node_id": "bot",
+      "label": "问数据",
+      "artifact": "f5d1fc01d62f6e37c62984318f0cb354f47ecb7ab30e7565222afaff49ee4f91",
+      "eid": "ev:analysis:a7edbc13c92c31a0",
+      "eid_ok": true,
+      "cited": {
+       "what": "cell",
+       "row": 1,
+       "column": "delta",
+       "raw": "-20"
+      },
+      "rendered": "-20",
+      "render_ok": true,
+      "hash_ok": true,
+      "status": "ok",
+      "reason_code": null,
+      "reason": null,
+      "phrase": "销售额下降 340（-12.6%），主要来自华东（-300，占 88.2%）",
+      "criterion": "一段占总变化的一半以上算主要来源，最多前 2 段合计占 80% 以上算集中，总变化不到基期的 0.5% 算基本持平，各段之和要和总数对得上才判断变化来自哪里",
+      "verdict": {
+       "code": "driver",
+       "direction": "down",
+       "subjects": [
+        [
+         "华东"
+        ]
+       ]
+      },
+      "caveats": [
+       {
+        "code": "comparability",
+        "text": "没能核对本期的数据是否到齐（期次写成「年-W周号」，认不出 SQL 是按哪种周号算的，不知道是哪几天）"
+       }
+      ],
+      "hypothesis": "下降是不是集中在某个地区",
+      "hypothesis_note": "Agent 写的假设：说明这次在验证什么，不是分析结论，也不进报告正文"
+     },
+     {
+      "step": "analysis_method",
+      "alias": "A1",
+      "method": "decompose.additive@1",
+      "method_label": "变化拆解（可加）",
+      "params": {
+       "base": "2026-W41",
+       "by": [
+        "region"
+       ],
+       "catalog": {
+        "labels": {
+         "region": "地区",
+         "week": "周"
+        },
+        "measures": {
+         "gmv": "flow"
+        }
+       },
+       "headline": {
+        "base": "Q1.r0.gmv",
+        "target": "Q1.r1.gmv"
+       },
+       "label": "销售额",
+       "measure": "gmv",
+       "period": "week",
+       "query": "Q2",
+       "target": "2026-W42",
+       "today": "2026-10-21"
+      },
+      "settings": [
+       {
+        "key": "main_share",
+        "label": "「主要来源」的占比",
+        "value": 0.5
+       },
+       {
+        "key": "concentration",
+        "label": "「集中」的合计占比",
+        "value": 0.8
+       },
+       {
+        "key": "offset_ratio",
+        "label": "记为「抵消」的比例",
+        "value": 0.25
+       },
+       {
+        "key": "flat_pct",
+        "label": "「基本持平」的幅度",
+        "value": 0.005
+       },
+       {
+        "key": "table_top_k",
+        "label": "列出前几段",
+        "value": 10
+       }
+      ],
+      "probes": []
+     },
+     {
+      "step": "analysis_calc",
+      "alias": "A1",
+      "values": [
+       {
+        "key": "base_total",
+        "raw": "2700",
+        "rendered": "2,700"
+       },
+       {
+        "key": "delta_total",
+        "raw": "-340",
+        "rendered": "-340"
+       },
+       {
+        "key": "gross_down",
+        "raw": "-340",
+        "rendered": "-340"
+       },
+       {
+        "key": "gross_up",
+        "raw": "0",
+        "rendered": "0"
+       },
+       {
+        "key": "pct_total",
+        "raw": "-0.125925925926",
+        "rendered": "-12.6%"
+       },
+       {
+        "key": "segments",
+        "raw": "4",
+        "rendered": "4"
+       },
+       {
+        "key": "target_total",
+        "raw": "2360",
+        "rendered": "2,360"
+       },
+       {
+        "key": "top_k",
+        "raw": "1",
+        "rendered": "1"
+       },
+       {
+        "key": "top_k_share",
+        "raw": "0.882352941176",
+        "rendered": "88.2%"
+       },
+       {
+        "key": "top_key",
+        "raw": "华东",
+        "rendered": "华东"
+       },
+       {
+        "key": "top_share",
+        "raw": "0.882352941176",
+        "rendered": "88.2%"
+       }
+      ],
+      "formulas": [
+       {
+        "label": "总变化",
+        "text": "总变化 = 本期合计 − 基期合计 = 2,360 − 2,700 = -340"
+       },
+       {
+        "label": "变化率",
+        "text": "变化率 = 总变化 ÷ 基期合计 = -340 ÷ 2,700 = -12.6%"
+       },
+       {
+        "label": "占比",
+        "text": "华东的占比 = 华东的变化 ÷ 总变化 = -300 ÷ （-340） = 88.2%"
+       }
+      ],
+      "table": {
+       "columns": [
+        "region",
+        "base",
+        "target",
+        "delta",
+        "pct",
+        "share",
+        "flag"
+       ],
+       "labels": {
+        "base": "基期",
+        "delta": "变化",
+        "flag": "说明",
+        "pct": "变化率",
+        "region": "地区",
+        "share": "占变化的比重",
+        "target": "本期"
+       },
+       "total_rows": 4,
+       "row_index": [
+        0,
+        1,
+        2,
+        3
+       ],
+       "rows": [
+        [
+         "华东",
+         "1,000",
+         "700",
+         "-300",
+         "-30.0%",
+         "88.2%",
+         "—"
+        ],
+        [
+         "华南",
+         "800",
+         "780",
+         "-20",
+         "-2.5%",
+         "5.9%",
+         "—"
+        ],
+        [
+         "华北",
+         "600",
+         "590",
+         "-10",
+         "-1.7%",
+         "2.9%",
+         "—"
+        ],
+        [
+         "西南",
+         "300",
+         "290",
+         "-10",
+         "-3.3%",
+         "2.9%",
+         "—"
+        ]
+       ],
+       "masked": [],
+       "highlight": {
+        "cells": [
+         [
+          1,
+          "delta"
+         ]
+        ]
+       }
+      }
+     },
+     {
+      "step": "analysis_input",
+      "of": "A1",
+      "ref": "Q1.r0.gmv",
+      "role": "headline_base",
+      "role_label": "基期总数",
+      "artifact": "4660b212dfdeb2fc6ce8ffe74562f14ebe48bbdbe4152e987e43482a343a47f3",
+      "row": 0,
+      "column": "gmv",
+      "value": "2700",
+      "query": "Q1",
+      "node_id": "bot",
+      "sealed": true,
+      "closure": {
+       "mode": "additive",
+       "total_key": "base_total",
+       "total": "2,700",
+       "headline": "2,700",
+       "closed": true
+      }
+     },
+     {
+      "step": "analysis_input",
+      "of": "A1",
+      "ref": "Q1.r1.gmv",
+      "role": "headline_target",
+      "role_label": "本期总数",
+      "artifact": "4660b212dfdeb2fc6ce8ffe74562f14ebe48bbdbe4152e987e43482a343a47f3",
+      "row": 1,
+      "column": "gmv",
+      "value": "2360",
+      "query": "Q1",
+      "node_id": "bot",
+      "sealed": true,
+      "closure": {
+       "mode": "additive",
+       "total_key": "target_total",
+       "total": "2,360",
+       "headline": "2,360",
+       "closed": true
+      }
+     },
+     {
+      "step": "analysis_input",
+      "of": "A1",
+      "ref": "Q2",
+      "role": "data",
+      "role_label": "数据",
+      "artifact": "8322aa7cc7c2ad7d63887acb8d88d34ef6b1a9ed948afdb3acc9f7bd5328f460",
+      "columns": [
+       "region",
+       "week",
+       "gmv"
+      ],
+      "rows": "all",
+      "query": "Q2",
+      "node_id": "bot",
+      "sealed": true
+     },
+     {
+      "step": "query",
+      "alias": "Q1",
+      "artifact": "4660b212dfdeb2fc6ce8ffe74562f14ebe48bbdbe4152e987e43482a343a47f3",
+      "node_id": "bot",
+      "tool": "db_query__shop",
+      "source": "shop",
+      "sql": "SELECT week, SUM(amount) AS gmv FROM orders GROUP BY week ORDER BY week",
+      "columns": [
+       "week",
+       "gmv"
+      ],
+      "rows": [
+       [
+        "2026-W41",
+        2700
+       ],
+       [
+        "2026-W42",
+        2360
+       ]
+      ],
+      "row_offset": 0,
+      "row_index": [
+       0,
+       1
+      ],
+      "total_rows": 2,
+      "truncated": false,
+      "highlight": {
+       "rows": [
+        0,
+        1
+       ],
+       "cols": [
+        "gmv"
+       ],
+       "cells": [
+        [
+         0,
+         "gmv"
+        ],
+        [
+         1,
+         "gmv"
+        ]
+       ]
+      },
+      "masked": [],
+      "hash_ok": true,
+      "sealed": true,
+      "column_types": {
+       "gmv": "number",
+       "week": "text"
+      },
+      "schema_artifact": "3324dd9c82f1d9ec2771f14ffbcf2344e459b9864e6a7e3106e516590f263f65",
+      "catalog": [
+       {
+        "table": "orders",
+        "version": 1
+       }
+      ],
+      "input_of": "A1"
+     },
+     {
+      "step": "query",
+      "alias": "Q2",
+      "artifact": "8322aa7cc7c2ad7d63887acb8d88d34ef6b1a9ed948afdb3acc9f7bd5328f460",
+      "node_id": "bot",
+      "tool": "db_query__shop",
+      "source": "shop",
+      "sql": "SELECT region, week, SUM(amount) AS gmv FROM orders GROUP BY region, week ORDER BY region, week",
+      "columns": [
+       "region",
+       "week",
+       "gmv"
+      ],
+      "rows": [
+       [
+        "华东",
+        "2026-W41",
+        1000
+       ],
+       [
+        "华东",
+        "2026-W42",
+        700
+       ],
+       [
+        "华北",
+        "2026-W41",
+        600
+       ],
+       [
+        "华北",
+        "2026-W42",
+        590
+       ],
+       [
+        "华南",
+        "2026-W41",
+        800
+       ],
+       [
+        "华南",
+        "2026-W42",
+        780
+       ],
+       [
+        "西南",
+        "2026-W41",
+        300
+       ],
+       [
+        "西南",
+        "2026-W42",
+        290
+       ]
+      ],
+      "row_offset": 0,
+      "row_index": [
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+       1,
+       2,
+       3,
+       4,
+       5,
+       6,
+       7
+      ],
+      "total_rows": 8,
+      "truncated": false,
+      "highlight": {
+       "rows": [
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+        1,
+        2,
+        3,
+        4,
+        5,
+        6,
+        7
+       ],
+       "cols": [
+        "region",
+        "week",
+        "gmv"
+       ],
+       "cells": [
+        [
+         0,
+         "region"
+        ],
+        [
+         1,
+         "region"
+        ],
+        [
+         2,
+         "region"
+        ],
+        [
+         3,
+         "region"
+        ],
+        [
+         4,
+         "region"
+        ],
+        [
+         5,
+         "region"
+        ],
+        [
+         6,
+         "region"
+        ],
+        [
+         7,
+         "region"
+        ],
+        [
+         0,
+         "week"
+        ],
+        [
+         1,
+         "week"
+        ],
+        [
+         2,
+         "week"
+        ],
+        [
+         3,
+         "week"
+        ],
+        [
+         4,
+         "week"
+        ],
+        [
+         5,
+         "week"
+        ],
+        [
+         6,
+         "week"
+        ],
+        [
+         7,
+         "week"
+        ],
+        [
+         0,
+         "gmv"
+        ],
+        [
+         1,
+         "gmv"
+        ],
+        [
+         2,
+         "gmv"
+        ],
+        [
+         3,
+         "gmv"
+        ],
+        [
+         4,
+         "gmv"
+        ],
+        [
+         5,
+         "gmv"
+        ],
+        [
+         6,
+         "gmv"
+        ],
+        [
+         7,
+         "gmv"
+        ]
+       ]
+      },
+      "masked": [],
+      "hash_ok": true,
+      "sealed": true,
+      "column_types": {
+       "gmv": "number",
+       "region": "text",
+       "week": "text"
+      },
+      "schema_artifact": "3324dd9c82f1d9ec2771f14ffbcf2344e459b9864e6a7e3106e516590f263f65",
+      "catalog": [
+       {
+        "table": "orders",
+        "version": 1
+       }
+      ],
+      "input_of": "A1"
+     },
+     {
+      "step": "analysis_recompute",
+      "alias": "A1",
+      "method": "decompose.additive@1",
+      "status": "same",
+      "text": "复算一致：按封存的输入重新计算，结论逐项相同"
+     },
+     {
+      "step": "analysis_seal",
+      "alias": "A1",
+      "node_id": "bot",
+      "artifact": "f5d1fc01d62f6e37c62984318f0cb354f47ecb7ab30e7565222afaff49ee4f91",
+      "ledger": true,
+      "hash_ok": true,
+      "eid_ok": true,
+      "sealed": true
+     }
+    ],
+    "note": "该值由系统从分析结论的结果表中取出、按固定规则显示，未经模型转写",
+    "violations": [],
+    "seal": {
+     "sealed": true,
+     "ok": true,
+     "covered": true
+    },
+    "redacted": {
+     "columns": []
+    }
+   },
+   "s46": {
+    "report": {
+     "node_id": "write",
+     "doc_artifact": "32cc0cc3a309ef588a619cbf69d277710b6c0505b9c36ca880b50feaebca63dc"
+    },
+    "segment": {
+     "id": "s46",
+     "text": "-2.5%",
+     "kind": "number",
+     "state": "deterministic",
+     "span": [
+      245,
+      250
+     ],
+     "unit": "u17",
+     "ref": "v:A1.r1.pct",
+     "cite": {
+      "alias": "A1",
+      "conv": "pct",
+      "eid": "ev:cell:1bb9cb78a05f83a2",
+      "kind": "cell",
+      "locator": {
+       "column": "pct",
+       "row": 1
+      },
+      "ref": "A1.r1.pct",
+      "rendered": "-2.5%",
+      "role": "value",
+      "status": "resolved",
+      "value": -0.025
+     }
+    },
+    "unit": {
+     "id": "u17",
+     "kind": "claim",
+     "text": "-2.5%",
+     "span": [
+      245,
+      250
+     ],
+     "cites": [
+      "A1"
+     ],
+     "on_demand": {
+      "available": false,
+      "reason": "not_a_claim",
+      "message": "这句不是结论句（标题、连接性文字、表格单元格或代码），无需模型裁判"
+     }
+    },
+    "block": {
+     "id": "b7",
+     "type": "table"
+    },
+    "chain": [
+     {
+      "step": "analysis",
+      "alias": "A1",
+      "op": "decompose",
+      "mode": "additive",
+      "method_label": "变化拆解（可加）",
+      "origin": "agent",
+      "call_id": "call_3",
+      "node_id": "bot",
+      "label": "问数据",
+      "artifact": "f5d1fc01d62f6e37c62984318f0cb354f47ecb7ab30e7565222afaff49ee4f91",
+      "eid": "ev:analysis:a7edbc13c92c31a0",
+      "eid_ok": true,
+      "cited": {
+       "what": "cell",
+       "row": 1,
+       "column": "pct",
+       "raw": "-0.025"
+      },
+      "rendered": "-2.5%",
+      "render_ok": true,
+      "hash_ok": true,
+      "status": "ok",
+      "reason_code": null,
+      "reason": null,
+      "phrase": "销售额下降 340（-12.6%），主要来自华东（-300，占 88.2%）",
+      "criterion": "一段占总变化的一半以上算主要来源，最多前 2 段合计占 80% 以上算集中，总变化不到基期的 0.5% 算基本持平，各段之和要和总数对得上才判断变化来自哪里",
+      "verdict": {
+       "code": "driver",
+       "direction": "down",
+       "subjects": [
+        [
+         "华东"
+        ]
+       ]
+      },
+      "caveats": [
+       {
+        "code": "comparability",
+        "text": "没能核对本期的数据是否到齐（期次写成「年-W周号」，认不出 SQL 是按哪种周号算的，不知道是哪几天）"
+       }
+      ],
+      "hypothesis": "下降是不是集中在某个地区",
+      "hypothesis_note": "Agent 写的假设：说明这次在验证什么，不是分析结论，也不进报告正文"
+     },
+     {
+      "step": "analysis_method",
+      "alias": "A1",
+      "method": "decompose.additive@1",
+      "method_label": "变化拆解（可加）",
+      "params": {
+       "base": "2026-W41",
+       "by": [
+        "region"
+       ],
+       "catalog": {
+        "labels": {
+         "region": "地区",
+         "week": "周"
+        },
+        "measures": {
+         "gmv": "flow"
+        }
+       },
+       "headline": {
+        "base": "Q1.r0.gmv",
+        "target": "Q1.r1.gmv"
+       },
+       "label": "销售额",
+       "measure": "gmv",
+       "period": "week",
+       "query": "Q2",
+       "target": "2026-W42",
+       "today": "2026-10-21"
+      },
+      "settings": [
+       {
+        "key": "main_share",
+        "label": "「主要来源」的占比",
+        "value": 0.5
+       },
+       {
+        "key": "concentration",
+        "label": "「集中」的合计占比",
+        "value": 0.8
+       },
+       {
+        "key": "offset_ratio",
+        "label": "记为「抵消」的比例",
+        "value": 0.25
+       },
+       {
+        "key": "flat_pct",
+        "label": "「基本持平」的幅度",
+        "value": 0.005
+       },
+       {
+        "key": "table_top_k",
+        "label": "列出前几段",
+        "value": 10
+       }
+      ],
+      "probes": []
+     },
+     {
+      "step": "analysis_calc",
+      "alias": "A1",
+      "values": [
+       {
+        "key": "base_total",
+        "raw": "2700",
+        "rendered": "2,700"
+       },
+       {
+        "key": "delta_total",
+        "raw": "-340",
+        "rendered": "-340"
+       },
+       {
+        "key": "gross_down",
+        "raw": "-340",
+        "rendered": "-340"
+       },
+       {
+        "key": "gross_up",
+        "raw": "0",
+        "rendered": "0"
+       },
+       {
+        "key": "pct_total",
+        "raw": "-0.125925925926",
+        "rendered": "-12.6%"
+       },
+       {
+        "key": "segments",
+        "raw": "4",
+        "rendered": "4"
+       },
+       {
+        "key": "target_total",
+        "raw": "2360",
+        "rendered": "2,360"
+       },
+       {
+        "key": "top_k",
+        "raw": "1",
+        "rendered": "1"
+       },
+       {
+        "key": "top_k_share",
+        "raw": "0.882352941176",
+        "rendered": "88.2%"
+       },
+       {
+        "key": "top_key",
+        "raw": "华东",
+        "rendered": "华东"
+       },
+       {
+        "key": "top_share",
+        "raw": "0.882352941176",
+        "rendered": "88.2%"
+       }
+      ],
+      "formulas": [
+       {
+        "label": "总变化",
+        "text": "总变化 = 本期合计 − 基期合计 = 2,360 − 2,700 = -340"
+       },
+       {
+        "label": "变化率",
+        "text": "变化率 = 总变化 ÷ 基期合计 = -340 ÷ 2,700 = -12.6%"
+       },
+       {
+        "label": "占比",
+        "text": "华东的占比 = 华东的变化 ÷ 总变化 = -300 ÷ （-340） = 88.2%"
+       }
+      ],
+      "table": {
+       "columns": [
+        "region",
+        "base",
+        "target",
+        "delta",
+        "pct",
+        "share",
+        "flag"
+       ],
+       "labels": {
+        "base": "基期",
+        "delta": "变化",
+        "flag": "说明",
+        "pct": "变化率",
+        "region": "地区",
+        "share": "占变化的比重",
+        "target": "本期"
+       },
+       "total_rows": 4,
+       "row_index": [
+        0,
+        1,
+        2,
+        3
+       ],
+       "rows": [
+        [
+         "华东",
+         "1,000",
+         "700",
+         "-300",
+         "-30.0%",
+         "88.2%",
+         "—"
+        ],
+        [
+         "华南",
+         "800",
+         "780",
+         "-20",
+         "-2.5%",
+         "5.9%",
+         "—"
+        ],
+        [
+         "华北",
+         "600",
+         "590",
+         "-10",
+         "-1.7%",
+         "2.9%",
+         "—"
+        ],
+        [
+         "西南",
+         "300",
+         "290",
+         "-10",
+         "-3.3%",
+         "2.9%",
+         "—"
+        ]
+       ],
+       "masked": [],
+       "highlight": {
+        "cells": [
+         [
+          1,
+          "pct"
+         ]
+        ]
+       }
+      }
+     },
+     {
+      "step": "analysis_input",
+      "of": "A1",
+      "ref": "Q1.r0.gmv",
+      "role": "headline_base",
+      "role_label": "基期总数",
+      "artifact": "4660b212dfdeb2fc6ce8ffe74562f14ebe48bbdbe4152e987e43482a343a47f3",
+      "row": 0,
+      "column": "gmv",
+      "value": "2700",
+      "query": "Q1",
+      "node_id": "bot",
+      "sealed": true,
+      "closure": {
+       "mode": "additive",
+       "total_key": "base_total",
+       "total": "2,700",
+       "headline": "2,700",
+       "closed": true
+      }
+     },
+     {
+      "step": "analysis_input",
+      "of": "A1",
+      "ref": "Q1.r1.gmv",
+      "role": "headline_target",
+      "role_label": "本期总数",
+      "artifact": "4660b212dfdeb2fc6ce8ffe74562f14ebe48bbdbe4152e987e43482a343a47f3",
+      "row": 1,
+      "column": "gmv",
+      "value": "2360",
+      "query": "Q1",
+      "node_id": "bot",
+      "sealed": true,
+      "closure": {
+       "mode": "additive",
+       "total_key": "target_total",
+       "total": "2,360",
+       "headline": "2,360",
+       "closed": true
+      }
+     },
+     {
+      "step": "analysis_input",
+      "of": "A1",
+      "ref": "Q2",
+      "role": "data",
+      "role_label": "数据",
+      "artifact": "8322aa7cc7c2ad7d63887acb8d88d34ef6b1a9ed948afdb3acc9f7bd5328f460",
+      "columns": [
+       "region",
+       "week",
+       "gmv"
+      ],
+      "rows": "all",
+      "query": "Q2",
+      "node_id": "bot",
+      "sealed": true
+     },
+     {
+      "step": "query",
+      "alias": "Q1",
+      "artifact": "4660b212dfdeb2fc6ce8ffe74562f14ebe48bbdbe4152e987e43482a343a47f3",
+      "node_id": "bot",
+      "tool": "db_query__shop",
+      "source": "shop",
+      "sql": "SELECT week, SUM(amount) AS gmv FROM orders GROUP BY week ORDER BY week",
+      "columns": [
+       "week",
+       "gmv"
+      ],
+      "rows": [
+       [
+        "2026-W41",
+        2700
+       ],
+       [
+        "2026-W42",
+        2360
+       ]
+      ],
+      "row_offset": 0,
+      "row_index": [
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+      "total_rows": 2,
+      "truncated": false,
+      "highlight": {
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+       "cols": [
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+       ],
+       "cells": [
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+        ],
+        [
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+       ]
+      },
+      "masked": [],
+      "hash_ok": true,
+      "sealed": true,
+      "column_types": {
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+       "week": "text"
+      },
+      "schema_artifact": "3324dd9c82f1d9ec2771f14ffbcf2344e459b9864e6a7e3106e516590f263f65",
+      "catalog": [
+       {
+        "table": "orders",
+        "version": 1
+       }
+      ],
+      "input_of": "A1"
+     },
+     {
+      "step": "query",
+      "alias": "Q2",
+      "artifact": "8322aa7cc7c2ad7d63887acb8d88d34ef6b1a9ed948afdb3acc9f7bd5328f460",
+      "node_id": "bot",
+      "tool": "db_query__shop",
+      "source": "shop",
+      "sql": "SELECT region, week, SUM(amount) AS gmv FROM orders GROUP BY region, week ORDER BY region, week",
+      "columns": [
+       "region",
+       "week",
+       "gmv"
+      ],
+      "rows": [
+       [
+        "华东",
+        "2026-W41",
+        1000
+       ],
+       [
+        "华东",
+        "2026-W42",
+        700
+       ],
+       [
+        "华北",
+        "2026-W41",
+        600
+       ],
+       [
+        "华北",
+        "2026-W42",
+        590
+       ],
+       [
+        "华南",
+        "2026-W41",
+        800
+       ],
+       [
+        "华南",
+        "2026-W42",
+        780
+       ],
+       [
+        "西南",
+        "2026-W41",
+        300
+       ],
+       [
+        "西南",
+        "2026-W42",
+        290
+       ]
+      ],
+      "row_offset": 0,
+      "row_index": [
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+      "total_rows": 8,
+      "truncated": false,
+      "highlight": {
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+       ],
+       "cols": [
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+       ],
+       "cells": [
+        [
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+        ],
+        [
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+        ],
+        [
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+        ],
+        [
+         3,
+         "region"
+        ],
+        [
+         4,
+         "region"
+        ],
+        [
+         5,
+         "region"
+        ],
+        [
+         6,
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+        ],
+        [
+         7,
+         "region"
+        ],
+        [
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+        ],
+        [
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+        ],
+        [
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+        ],
+        [
+         3,
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+        ],
+        [
+         4,
+         "week"
+        ],
+        [
+         5,
+         "week"
+        ],
+        [
+         6,
+         "week"
+        ],
+        [
+         7,
+         "week"
+        ],
+        [
+         0,
+         "gmv"
+        ],
+        [
+         1,
+         "gmv"
+        ],
+        [
+         2,
+         "gmv"
+        ],
+        [
+         3,
+         "gmv"
+        ],
+        [
+         4,
+         "gmv"
+        ],
+        [
+         5,
+         "gmv"
+        ],
+        [
+         6,
+         "gmv"
+        ],
+        [
+         7,
+         "gmv"
+        ]
+       ]
+      },
+      "masked": [],
+      "hash_ok": true,
+      "sealed": true,
+      "column_types": {
+       "gmv": "number",
+       "region": "text",
+       "week": "text"
+      },
+      "schema_artifact": "3324dd9c82f1d9ec2771f14ffbcf2344e459b9864e6a7e3106e516590f263f65",
+      "catalog": [
+       {
+        "table": "orders",
+        "version": 1
+       }
+      ],
+      "input_of": "A1"
+     },
+     {
+      "step": "analysis_recompute",
+      "alias": "A1",
+      "method": "decompose.additive@1",
+      "status": "same",
+      "text": "复算一致：按封存的输入重新计算，结论逐项相同"
+     },
+     {
+      "step": "analysis_seal",
+      "alias": "A1",
+      "node_id": "bot",
+      "artifact": "f5d1fc01d62f6e37c62984318f0cb354f47ecb7ab30e7565222afaff49ee4f91",
+      "ledger": true,
+      "hash_ok": true,
+      "eid_ok": true,
+      "sealed": true
+     }
+    ],
+    "note": "该值由系统从分析结论的结果表中取出、按固定规则显示，未经模型转写",
+    "violations": [],
+    "seal": {
+     "sealed": true,
+     "ok": true,
+     "covered": true
+    },
+    "redacted": {
+     "columns": []
+    }
+   },
+   "s48": {
+    "report": {
+     "node_id": "write",
+     "doc_artifact": "32cc0cc3a309ef588a619cbf69d277710b6c0505b9c36ca880b50feaebca63dc"
+    },
+    "segment": {
+     "id": "s48",
+     "text": "5.9%",
+     "kind": "number",
+     "state": "deterministic",
+     "span": [
+      253,
+      257
+     ],
+     "unit": "u18",
+     "ref": "v:A1.r1.share",
+     "cite": {
+      "alias": "A1",
+      "conv": "pct",
+      "eid": "ev:cell:379dcf4b1b6947b1",
+      "kind": "cell",
+      "locator": {
+       "column": "share",
+       "row": 1
+      },
+      "ref": "A1.r1.share",
+      "rendered": "5.9%",
+      "role": "value",
+      "status": "resolved",
+      "value": 0.0588235294118
+     }
+    },
+    "unit": {
+     "id": "u18",
+     "kind": "claim",
+     "text": "5.9%",
+     "span": [
+      253,
+      257
+     ],
+     "cites": [
+      "A1"
+     ],
+     "on_demand": {
+      "available": false,
+      "reason": "not_a_claim",
+      "message": "这句不是结论句（标题、连接性文字、表格单元格或代码），无需模型裁判"
+     }
+    },
+    "block": {
+     "id": "b7",
+     "type": "table"
+    },
+    "chain": [
+     {
+      "step": "analysis",
+      "alias": "A1",
+      "op": "decompose",
+      "mode": "additive",
+      "method_label": "变化拆解（可加）",
+      "origin": "agent",
+      "call_id": "call_3",
+      "node_id": "bot",
+      "label": "问数据",
+      "artifact": "f5d1fc01d62f6e37c62984318f0cb354f47ecb7ab30e7565222afaff49ee4f91",
+      "eid": "ev:analysis:a7edbc13c92c31a0",
+      "eid_ok": true,
+      "cited": {
+       "what": "cell",
+       "row": 1,
+       "column": "share",
+       "raw": "0.0588235294118"
+      },
+      "rendered": "5.9%",
+      "render_ok": true,
+      "hash_ok": true,
+      "status": "ok",
+      "reason_code": null,
+      "reason": null,
+      "phrase": "销售额下降 340（-12.6%），主要来自华东（-300，占 88.2%）",
+      "criterion": "一段占总变化的一半以上算主要来源，最多前 2 段合计占 80% 以上算集中，总变化不到基期的 0.5% 算基本持平，各段之和要和总数对得上才判断变化来自哪里",
+      "verdict": {
+       "code": "driver",
+       "direction": "down",
+       "subjects": [
+        [
+         "华东"
+        ]
+       ]
+      },
+      "caveats": [
+       {
+        "code": "comparability",
+        "text": "没能核对本期的数据是否到齐（期次写成「年-W周号」，认不出 SQL 是按哪种周号算的，不知道是哪几天）"
+       }
+      ],
+      "hypothesis": "下降是不是集中在某个地区",
+      "hypothesis_note": "Agent 写的假设：说明这次在验证什么，不是分析结论，也不进报告正文"
+     },
+     {
+      "step": "analysis_method",
+      "alias": "A1",
+      "method": "decompose.additive@1",
+      "method_label": "变化拆解（可加）",
+      "params": {
+       "base": "2026-W41",
+       "by": [
+        "region"
+       ],
+       "catalog": {
+        "labels": {
+         "region": "地区",
+         "week": "周"
+        },
+        "measures": {
+         "gmv": "flow"
+        }
+       },
+       "headline": {
+        "base": "Q1.r0.gmv",
+        "target": "Q1.r1.gmv"
+       },
+       "label": "销售额",
+       "measure": "gmv",
+       "period": "week",
+       "query": "Q2",
+       "target": "2026-W42",
+       "today": "2026-10-21"
+      },
+      "settings": [
+       {
+        "key": "main_share",
+        "label": "「主要来源」的占比",
+        "value": 0.5
+       },
+       {
+        "key": "concentration",
+        "label": "「集中」的合计占比",
+        "value": 0.8
+       },
+       {
+        "key": "offset_ratio",
+        "label": "记为「抵消」的比例",
+        "value": 0.25
+       },
+       {
+        "key": "flat_pct",
+        "label": "「基本持平」的幅度",
+        "value": 0.005
+       },
+       {
+        "key": "table_top_k",
+        "label": "列出前几段",
+        "value": 10
+       }
+      ],
+      "probes": []
+     },
+     {
+      "step": "analysis_calc",
+      "alias": "A1",
+      "values": [
+       {
+        "key": "base_total",
+        "raw": "2700",
+        "rendered": "2,700"
+       },
+       {
+        "key": "delta_total",
+        "raw": "-340",
+        "rendered": "-340"
+       },
+       {
+        "key": "gross_down",
+        "raw": "-340",
+        "rendered": "-340"
+       },
+       {
+        "key": "gross_up",
+        "raw": "0",
+        "rendered": "0"
+       },
+       {
+        "key": "pct_total",
+        "raw": "-0.125925925926",
+        "rendered": "-12.6%"
+       },
+       {
+        "key": "segments",
+        "raw": "4",
+        "rendered": "4"
+       },
+       {
+        "key": "target_total",
+        "raw": "2360",
+        "rendered": "2,360"
+       },
+       {
+        "key": "top_k",
+        "raw": "1",
+        "rendered": "1"
+       },
+       {
+        "key": "top_k_share",
+        "raw": "0.882352941176",
+        "rendered": "88.2%"
+       },
+       {
+        "key": "top_key",
+        "raw": "华东",
+        "rendered": "华东"
+       },
+       {
+        "key": "top_share",
+        "raw": "0.882352941176",
+        "rendered": "88.2%"
+       }
+      ],
+      "formulas": [
+       {
+        "label": "总变化",
+        "text": "总变化 = 本期合计 − 基期合计 = 2,360 − 2,700 = -340"
+       },
+       {
+        "label": "变化率",
+        "text": "变化率 = 总变化 ÷ 基期合计 = -340 ÷ 2,700 = -12.6%"
+       },
+       {
+        "label": "占比",
+        "text": "华东的占比 = 华东的变化 ÷ 总变化 = -300 ÷ （-340） = 88.2%"
+       }
+      ],
+      "table": {
+       "columns": [
+        "region",
+        "base",
+        "target",
+        "delta",
+        "pct",
+        "share",
+        "flag"
+       ],
+       "labels": {
+        "base": "基期",
+        "delta": "变化",
+        "flag": "说明",
+        "pct": "变化率",
+        "region": "地区",
+        "share": "占变化的比重",
+        "target": "本期"
+       },
+       "total_rows": 4,
+       "row_index": [
+        0,
+        1,
+        2,
+        3
+       ],
+       "rows": [
+        [
+         "华东",
+         "1,000",
+         "700",
+         "-300",
+         "-30.0%",
+         "88.2%",
+         "—"
+        ],
+        [
+         "华南",
+         "800",
+         "780",
+         "-20",
+         "-2.5%",
+         "5.9%",
+         "—"
+        ],
+        [
+         "华北",
+         "600",
+         "590",
+         "-10",
+         "-1.7%",
+         "2.9%",
+         "—"
+        ],
+        [
+         "西南",
+         "300",
+         "290",
+         "-10",
+         "-3.3%",
+         "2.9%",
+         "—"
+        ]
+       ],
+       "masked": [],
+       "highlight": {
+        "cells": [
+         [
+          1,
+          "share"
+         ]
+        ]
+       }
+      }
+     },
+     {
+      "step": "analysis_input",
+      "of": "A1",
+      "ref": "Q1.r0.gmv",
+      "role": "headline_base",
+      "role_label": "基期总数",
+      "artifact": "4660b212dfdeb2fc6ce8ffe74562f14ebe48bbdbe4152e987e43482a343a47f3",
+      "row": 0,
+      "column": "gmv",
+      "value": "2700",
+      "query": "Q1",
+      "node_id": "bot",
+      "sealed": true,
+      "closure": {
+       "mode": "additive",
+       "total_key": "base_total",
+       "total": "2,700",
+       "headline": "2,700",
+       "closed": true
+      }
+     },
+     {
+      "step": "analysis_input",
+      "of": "A1",
+      "ref": "Q1.r1.gmv",
+      "role": "headline_target",
+      "role_label": "本期总数",
+      "artifact": "4660b212dfdeb2fc6ce8ffe74562f14ebe48bbdbe4152e987e43482a343a47f3",
+      "row": 1,
+      "column": "gmv",
+      "value": "2360",
+      "query": "Q1",
+      "node_id": "bot",
+      "sealed": true,
+      "closure": {
+       "mode": "additive",
+       "total_key": "target_total",
+       "total": "2,360",
+       "headline": "2,360",
+       "closed": true
+      }
+     },
+     {
+      "step": "analysis_input",
+      "of": "A1",
+      "ref": "Q2",
+      "role": "data",
+      "role_label": "数据",
+      "artifact": "8322aa7cc7c2ad7d63887acb8d88d34ef6b1a9ed948afdb3acc9f7bd5328f460",
+      "columns": [
+       "region",
+       "week",
+       "gmv"
+      ],
+      "rows": "all",
+      "query": "Q2",
+      "node_id": "bot",
+      "sealed": true
+     },
+     {
+      "step": "query",
+      "alias": "Q1",
+      "artifact": "4660b212dfdeb2fc6ce8ffe74562f14ebe48bbdbe4152e987e43482a343a47f3",
+      "node_id": "bot",
+      "tool": "db_query__shop",
+      "source": "shop",
+      "sql": "SELECT week, SUM(amount) AS gmv FROM orders GROUP BY week ORDER BY week",
+      "columns": [
+       "week",
+       "gmv"
+      ],
+      "rows": [
+       [
+        "2026-W41",
+        2700
+       ],
+       [
+        "2026-W42",
+        2360
+       ]
+      ],
+      "row_offset": 0,
+      "row_index": [
+       0,
+       1
+      ],
+      "total_rows": 2,
+      "truncated": false,
+      "highlight": {
+       "rows": [
+        0,
+        1
+       ],
+       "cols": [
+        "gmv"
+       ],
+       "cells": [
+        [
+         0,
+         "gmv"
+        ],
+        [
+         1,
+         "gmv"
+        ]
+       ]
+      },
+      "masked": [],
+      "hash_ok": true,
+      "sealed": true,
+      "column_types": {
+       "gmv": "number",
+       "week": "text"
+      },
+      "schema_artifact": "3324dd9c82f1d9ec2771f14ffbcf2344e459b9864e6a7e3106e516590f263f65",
+      "catalog": [
+       {
+        "table": "orders",
+        "version": 1
+       }
+      ],
+      "input_of": "A1"
+     },
+     {
+      "step": "query",
+      "alias": "Q2",
+      "artifact": "8322aa7cc7c2ad7d63887acb8d88d34ef6b1a9ed948afdb3acc9f7bd5328f460",
+      "node_id": "bot",
+      "tool": "db_query__shop",
+      "source": "shop",
+      "sql": "SELECT region, week, SUM(amount) AS gmv FROM orders GROUP BY region, week ORDER BY region, week",
+      "columns": [
+       "region",
+       "week",
+       "gmv"
+      ],
+      "rows": [
+       [
+        "华东",
+        "2026-W41",
+        1000
+       ],
+       [
+        "华东",
+        "2026-W42",
+        700
+       ],
+       [
+        "华北",
+        "2026-W41",
+        600
+       ],
+       [
+        "华北",
+        "2026-W42",
+        590
+       ],
+       [
+        "华南",
+        "2026-W41",
+        800
+       ],
+       [
+        "华南",
+        "2026-W42",
+        780
+       ],
+       [
+        "西南",
+        "2026-W41",
+        300
+       ],
+       [
+        "西南",
+        "2026-W42",
+        290
+       ]
+      ],
+      "row_offset": 0,
+      "row_index": [
+       0,
+       1,
+       2,
+       3,
+       4,
+       5,
+       6,
+       7
+      ],
+      "total_rows": 8,
+      "truncated": false,
+      "highlight": {
+       "rows": [
+        0,
+        1,
+        2,
+        3,
+        4,
+        5,
+        6,
+        7
+       ],
+       "cols": [
+        "region",
+        "week",
+        "gmv"
+       ],
+       "cells": [
+        [
+         0,
+         "region"
+        ],
+        [
+         1,
+         "region"
+        ],
+        [
+         2,
+         "region"
+        ],
+        [
+         3,
+         "region"
+        ],
+        [
+         4,
+         "region"
+        ],
+        [
+         5,
+         "region"
+        ],
+        [
+         6,
+         "region"
+        ],
+        [
+         7,
+         "region"
+        ],
+        [
+         0,
+         "week"
+        ],
+        [
+         1,
+         "week"
+        ],
+        [
+         2,
+         "week"
+        ],
+        [
+         3,
+         "week"
+        ],
+        [
+         4,
+         "week"
+        ],
+        [
+         5,
+         "week"
+        ],
+        [
+         6,
+         "week"
+        ],
+        [
+         7,
+         "week"
+        ],
+        [
+         0,
+         "gmv"
+        ],
+        [
+         1,
+         "gmv"
+        ],
+        [
+         2,
+         "gmv"
+        ],
+        [
+         3,
+         "gmv"
+        ],
+        [
+         4,
+         "gmv"
+        ],
+        [
+         5,
+         "gmv"
+        ],
+        [
+         6,
+         "gmv"
+        ],
+        [
+         7,
+         "gmv"
+        ]
+       ]
+      },
+      "masked": [],
+      "hash_ok": true,
+      "sealed": true,
+      "column_types": {
+       "gmv": "number",
+       "region": "text",
+       "week": "text"
+      },
+      "schema_artifact": "3324dd9c82f1d9ec2771f14ffbcf2344e459b9864e6a7e3106e516590f263f65",
+      "catalog": [
+       {
+        "table": "orders",
+        "version": 1
+       }
+      ],
+      "input_of": "A1"
+     },
+     {
+      "step": "analysis_recompute",
+      "alias": "A1",
+      "method": "decompose.additive@1",
+      "status": "same",
+      "text": "复算一致：按封存的输入重新计算，结论逐项相同"
+     },
+     {
+      "step": "analysis_seal",
+      "alias": "A1",
+      "node_id": "bot",
+      "artifact": "f5d1fc01d62f6e37c62984318f0cb354f47ecb7ab30e7565222afaff49ee4f91",
+      "ledger": true,
+      "hash_ok": true,
+      "eid_ok": true,
+      "sealed": true
+     }
+    ],
+    "note": "该值由系统从分析结论的结果表中取出、按固定规则显示，未经模型转写",
+    "violations": [],
+    "seal": {
+     "sealed": true,
+     "ok": true,
+     "covered": true
+    },
+    "redacted": {
+     "columns": []
+    }
    }
   },
   "graph": {
-   "run_id": "ed3de345aac143089fb3d0777d9056ec",
+   "run_id": "6d4d8c841a7d4900a3495f24bc932afa",
    "schema": "agentlab.evidence/1",
    "seal": {
     "sealed": true,
     "ok": true,
-    "manifest_seq": 78,
+    "manifest_seq": 84,
     "legacy": false
    },
    "reports": [
     {
      "node_id": "write",
-     "doc_artifact": "d115c361e8ae4f6d06bd4f839c6f6f6c62c0721575b048da7350834f8ce41389",
+     "doc_artifact": "32cc0cc3a309ef588a619cbf69d277710b6c0505b9c36ca880b50feaebca63dc",
      "doc_sealed": true,
      "hash_ok": true,
      "ok": false,
@@ -2760,22 +10736,22 @@
      ],
      "stats": {
       "analysis_claims": 3,
-      "claims": 5,
-      "connective": 0,
+      "claims": 14,
+      "connective": 4,
       "entities": 0,
       "headings": 1,
-      "numbers": 2,
-      "numbers_cited": 2,
+      "numbers": 11,
+      "numbers_cited": 11,
       "quotes": 0,
       "see": 2,
-      "segments": 17,
+      "segments": 50,
       "uncited_claims": 2,
       "uncited_numbers": 0,
-      "units": 6,
+      "units": 19,
       "unknown_entities": 0,
       "unresolved": 0,
       "unverified_entities": 0,
-      "values": 1,
+      "values": 3,
       "violations": 3
      },
      "claims": "off",
@@ -2787,21 +10763,41 @@
    "evidence": [
     {
      "alias": "A1",
-     "eid": "ev:analysis:10fb652eb3e403a8",
+     "eid": "ev:analysis:a7edbc13c92c31a0",
      "kind": "analysis",
      "label": "变化拆解（可加） · 销售额下降 340（-12.6%），主要来自华东（-300，占 88.2%）",
      "node_id": "bot",
-     "artifact": "6d06b2913312497d982d4e36e0c94a57c377b990110bac960d72d64979d7c12d",
+     "artifact": "f5d1fc01d62f6e37c62984318f0cb354f47ecb7ab30e7565222afaff49ee4f91",
      "sealed": true,
      "cited_by": [
       "s3",
       "s7",
-      "s9"
+      "s9",
+      "s19",
+      "s21",
+      "s23",
+      "s34",
+      "s36",
+      "s38",
+      "s40",
+      "s42",
+      "s44",
+      "s46",
+      "s48"
      ],
      "units": [
       "u1",
       "u2",
-      "u3"
+      "u3",
+      "u6",
+      "u11",
+      "u12",
+      "u13",
+      "u14",
+      "u15",
+      "u16",
+      "u17",
+      "u18"
      ],
      "report": "write",
      "op": "decompose",
@@ -2812,11 +10808,11 @@
     },
     {
      "alias": "A2",
-     "eid": "ev:analysis:436f6b967aa1414c",
+     "eid": "ev:analysis:d89ecaae59a168f0",
      "kind": "analysis",
      "label": "波动基线 · 波动基线没有做成：只有 0 期历史，至少要 8 期",
      "node_id": "bot",
-     "artifact": "2e4139852d4ca46f8ee328ce44cb2ddde14f79e54c1371b3a77e15bf232b0122",
+     "artifact": "edaa673d3f04f17f8968ef35209c2ad6b281a9d54de71e383bed7df318ec5d99",
      "sealed": true,
      "cited_by": [],
      "units": [],
@@ -2827,11 +10823,11 @@
     },
     {
      "alias": "A3",
-     "eid": "ev:analysis:bb168f2c30497439",
+     "eid": "ev:analysis:066e85d56f331b63",
      "kind": "analysis",
      "label": "可比性检查 · 两期可比，窗口长度、整期、星期构成核对不了",
      "node_id": "bot",
-     "artifact": "afa2ea2ba75e5eb20e7f3372e3a9dea164eddb0338fa51c6b2fd9a808c09072a",
+     "artifact": "df87e1917658e653f79ccac7e43e2cf70210b04dc2194bb849eb099303b66f23",
      "sealed": true,
      "cited_by": [],
      "units": [],
@@ -2843,11 +10839,11 @@
     },
     {
      "alias": "Q1",
-     "eid": "ev:query:ad723c3d0c0ae28c",
+     "eid": "ev:query:9c920fc7352dde33",
      "kind": "query",
      "label": "db_query__shop · 2 行",
      "node_id": "bot",
-     "artifact": "8fa60a625e4a072804462dd66dde6b1634f9fbd8244183e626a6fdcd8acb87fc",
+     "artifact": "4660b212dfdeb2fc6ce8ffe74562f14ebe48bbdbe4152e987e43482a343a47f3",
      "sealed": true,
      "cited_by": [],
      "units": [],
@@ -2863,11 +10859,11 @@
     },
     {
      "alias": "Q2",
-     "eid": "ev:query:c390b8b187033425",
+     "eid": "ev:query:42ab65ce25770550",
      "kind": "query",
      "label": "db_query__shop · 8 行",
      "node_id": "bot",
-     "artifact": "94f47ca377dfd4fddc3e4bdba0466cbefdd6c4b66beaf4468332a9dd51be7901",
+     "artifact": "8322aa7cc7c2ad7d63887acb8d88d34ef6b1a9ed948afdb3acc9f7bd5328f460",
      "sealed": true,
      "cited_by": [],
      "units": [],
@@ -2914,6 +10910,72 @@
      "rel": "supports",
      "report": "write"
     },
+    {
+     "from": "s19",
+     "to": "A1",
+     "rel": "cites",
+     "report": "write"
+    },
+    {
+     "from": "s21",
+     "to": "A1",
+     "rel": "cites",
+     "report": "write"
+    },
+    {
+     "from": "s23",
+     "to": "A1",
+     "rel": "cites",
+     "report": "write"
+    },
+    {
+     "from": "s34",
+     "to": "A1",
+     "rel": "cites",
+     "report": "write"
+    },
+    {
+     "from": "s36",
+     "to": "A1",
+     "rel": "cites",
+     "report": "write"
+    },
+    {
+     "from": "s38",
+     "to": "A1",
+     "rel": "cites",
+     "report": "write"
+    },
+    {
+     "from": "s40",
+     "to": "A1",
+     "rel": "cites",
+     "report": "write"
+    },
+    {
+     "from": "s42",
+     "to": "A1",
+     "rel": "cites",
+     "report": "write"
+    },
+    {
+     "from": "s44",
+     "to": "A1",
+     "rel": "cites",
+     "report": "write"
+    },
+    {
+     "from": "s46",
+     "to": "A1",
+     "rel": "cites",
+     "report": "write"
+    },
+    {
+     "from": "s48",
+     "to": "A1",
+     "rel": "cites",
+     "report": "write"
+    },
     {
      "from": "A1",
      "to": "Q1",
@@ -2943,18 +11005,60 @@
      "to": "A1",
      "rel": "cell_of",
      "report": "write"
+    },
+    {
+     "from": "A1.r0.pct",
+     "to": "A1",
+     "rel": "cell_of",
+     "report": "write"
+    },
+    {
+     "from": "A1.r0.share",
+     "to": "A1",
+     "rel": "cell_of",
+     "report": "write"
+    },
+    {
+     "from": "A1.r0.region",
+     "to": "A1",
+     "rel": "cell_of",
+     "report": "write"
+    },
+    {
+     "from": "A1.r1.region",
+     "to": "A1",
+     "rel": "cell_of",
+     "report": "write"
+    },
+    {
+     "from": "A1.r1.delta",
+     "to": "A1",
+     "rel": "cell_of",
+     "report": "write"
+    },
+    {
+     "from": "A1.r1.pct",
+     "to": "A1",
+     "rel": "cell_of",
+     "report": "write"
+    },
+    {
+     "from": "A1.r1.share",
+     "to": "A1",
+     "rel": "cell_of",
+     "report": "write"
     }
    ],
    "mode": "cited"
   },
   "audit": {
-   "run_id": "ed3de345aac143089fb3d0777d9056ec",
+   "run_id": "6d4d8c841a7d4900a3495f24bc932afa",
    "schema": "agentlab.evidence.audit/1",
    "mode": "cited",
    "seal": {
     "sealed": true,
     "ok": true,
-    "manifest_seq": 78,
+    "manifest_seq": 84,
     "legacy": false,
     "events": 45,
     "message": "事件记录与封存时一致"
@@ -2962,7 +11066,7 @@
    "reports": [
     {
      "node_id": "write",
-     "doc_artifact": "d115c361e8ae4f6d06bd4f839c6f6f6c62c0721575b048da7350834f8ce41389",
+     "doc_artifact": "32cc0cc3a309ef588a619cbf69d277710b6c0505b9c36ca880b50feaebca63dc",
      "hash_ok": true,
      "doc_sealed": true,
      "fields": [
@@ -2970,22 +11074,22 @@
      ],
      "stats": {
       "analysis_claims": 3,
-      "claims": 5,
-      "connective": 0,
+      "claims": 14,
+      "connective": 4,
       "entities": 0,
       "headings": 1,
-      "numbers": 2,
-      "numbers_cited": 2,
+      "numbers": 11,
+      "numbers_cited": 11,
       "quotes": 0,
       "see": 2,
-      "segments": 17,
+      "segments": 50,
       "uncited_claims": 2,
       "uncited_numbers": 0,
-      "units": 6,
+      "units": 19,
       "unknown_entities": 0,
       "unresolved": 0,
       "unverified_entities": 0,
-      "values": 1,
+      "values": 3,
       "violations": 3
      },
      "claims": "off",
@@ -2998,7 +11102,7 @@
     {
      "key": "cited",
      "label": "有出处",
-     "count": 3,
+     "count": 14,
      "rows": [
       {
        "group": "cited",
@@ -3014,8 +11118,8 @@
        "alias": "A1",
        "evidence_kind": "analysis",
        "evidence": "变化拆解（可加） · 销售额下降 340（-12.6%），主要来自华东（-300，占 88.2%）",
-       "eid": "ev:analysis:10fb652eb3e403a8",
-       "artifact": "6d06b2913312497d982d4e36e0c94a57c377b990110bac960d72d64979d7c12d",
+       "eid": "ev:analysis:a7edbc13c92c31a0",
+       "artifact": "f5d1fc01d62f6e37c62984318f0cb354f47ecb7ab30e7565222afaff49ee4f91",
        "node_id": "bot",
        "sealed": true,
        "span": [
@@ -3039,8 +11143,8 @@
        "alias": "A1",
        "evidence_kind": "analysis",
        "evidence": "A1.r0.delta",
-       "eid": "ev:cell:164abd36aeac4c3b",
-       "artifact": "6d06b2913312497d982d4e36e0c94a57c377b990110bac960d72d64979d7c12d",
+       "eid": "ev:cell:a7deaec3f4ed6ab6",
+       "artifact": "f5d1fc01d62f6e37c62984318f0cb354f47ecb7ab30e7565222afaff49ee4f91",
        "node_id": "bot",
        "sealed": true,
        "span": [
@@ -3064,8 +11168,8 @@
        "alias": "A1",
        "evidence_kind": "analysis",
        "evidence": "A1.top_share",
-       "eid": "ev:analysis:efc6267321553bc3",
-       "artifact": "6d06b2913312497d982d4e36e0c94a57c377b990110bac960d72d64979d7c12d",
+       "eid": "ev:analysis:5517f6de3df56204",
+       "artifact": "f5d1fc01d62f6e37c62984318f0cb354f47ecb7ab30e7565222afaff49ee4f91",
        "node_id": "bot",
        "sealed": true,
        "span": [
@@ -3074,6 +11178,281 @@
        ],
        "sentence": "华东的变化为 -300，占总变化的 88.2%。",
        "note": "这个数取自分析结论的具名的数，由系统按固定规则显示，未经模型转写"
+      },
+      {
+       "group": "cited",
+       "report": "write",
+       "field": "周报",
+       "segment": "s19",
+       "unit": "u6",
+       "kind": "number",
+       "text": "-30.0%",
+       "state": "deterministic",
+       "issue": null,
+       "ref": "v:A1.r0.pct",
+       "alias": "A1",
+       "evidence_kind": "analysis",
+       "evidence": "A1.r0.pct",
+       "eid": "ev:cell:32d18640349e7717",
+       "artifact": "f5d1fc01d62f6e37c62984318f0cb354f47ecb7ab30e7565222afaff49ee4f91",
+       "node_id": "bot",
+       "sealed": true,
+       "span": [
+        121,
+        127
+       ],
+       "sentence": "变化率 -30.0%、比重 88.2%、占比 88.2%。",
+       "note": "该值由系统从分析结论的结果表中取出、按固定规则显示，未经模型转写"
+      },
+      {
+       "group": "cited",
+       "report": "write",
+       "field": "周报",
+       "segment": "s21",
+       "unit": "u6",
+       "kind": "number",
+       "text": "88.2%",
+       "state": "deterministic",
+       "issue": null,
+       "ref": "v:A1.r0.share",
+       "alias": "A1",
+       "evidence_kind": "analysis",
+       "evidence": "A1.r0.share",
+       "eid": "ev:cell:b36848a6055a5628",
+       "artifact": "f5d1fc01d62f6e37c62984318f0cb354f47ecb7ab30e7565222afaff49ee4f91",
+       "node_id": "bot",
+       "sealed": true,
+       "span": [
+        131,
+        136
+       ],
+       "sentence": "变化率 -30.0%、比重 88.2%、占比 88.2%。",
+       "note": "该值由系统从分析结论的结果表中取出、按固定规则显示，未经模型转写"
+      },
+      {
+       "group": "cited",
+       "report": "write",
+       "field": "周报",
+       "segment": "s23",
+       "unit": "u6",
+       "kind": "number",
+       "text": "88.2%",
+       "state": "deterministic",
+       "issue": null,
+       "ref": "a:A1.top_share",
+       "alias": "A1",
+       "evidence_kind": "analysis",
+       "evidence": "A1.top_share",
+       "eid": "ev:analysis:5517f6de3df56204",
+       "artifact": "f5d1fc01d62f6e37c62984318f0cb354f47ecb7ab30e7565222afaff49ee4f91",
+       "node_id": "bot",
+       "sealed": true,
+       "span": [
+        140,
+        145
+       ],
+       "sentence": "变化率 -30.0%、比重 88.2%、占比 88.2%。",
+       "note": "这个数取自分析结论的具名的数，由系统按固定规则显示，未经模型转写"
+      },
+      {
+       "group": "cited",
+       "report": "write",
+       "field": "周报",
+       "segment": "s34",
+       "unit": "u11",
+       "kind": "value",
+       "text": "华东",
+       "state": "deterministic",
+       "issue": null,
+       "ref": "v:A1.r0.region",
+       "alias": "A1",
+       "evidence_kind": "analysis",
+       "evidence": "A1.r0.region",
+       "eid": "ev:cell:cf44ef048f0ff6cf",
+       "artifact": "f5d1fc01d62f6e37c62984318f0cb354f47ecb7ab30e7565222afaff49ee4f91",
+       "node_id": "bot",
+       "sealed": true,
+       "span": [
+        203,
+        205
+       ],
+       "sentence": "华东",
+       "note": "该值由系统从分析结论的结果表中取出、按固定规则显示，未经模型转写"
+      },
+      {
+       "group": "cited",
+       "report": "write",
+       "field": "周报",
+       "segment": "s36",
+       "unit": "u12",
+       "kind": "number",
+       "text": "-300",
+       "state": "deterministic",
+       "issue": null,
+       "ref": "v:A1.r0.delta",
+       "alias": "A1",
+       "evidence_kind": "analysis",
+       "evidence": "A1.r0.delta",
+       "eid": "ev:cell:a7deaec3f4ed6ab6",
+       "artifact": "f5d1fc01d62f6e37c62984318f0cb354f47ecb7ab30e7565222afaff49ee4f91",
+       "node_id": "bot",
+       "sealed": true,
+       "span": [
+        208,
+        212
+       ],
+       "sentence": "-300",
+       "note": "该值由系统从分析结论的结果表中取出、按固定规则显示，未经模型转写"
+      },
+      {
+       "group": "cited",
+       "report": "write",
+       "field": "周报",
+       "segment": "s38",
+       "unit": "u13",
+       "kind": "number",
+       "text": "-30.0%",
+       "state": "deterministic",
+       "issue": null,
+       "ref": "v:A1.r0.pct",
+       "alias": "A1",
+       "evidence_kind": "analysis",
+       "evidence": "A1.r0.pct",
+       "eid": "ev:cell:32d18640349e7717",
+       "artifact": "f5d1fc01d62f6e37c62984318f0cb354f47ecb7ab30e7565222afaff49ee4f91",
+       "node_id": "bot",
+       "sealed": true,
+       "span": [
+        215,
+        221
+       ],
+       "sentence": "-30.0%",
+       "note": "该值由系统从分析结论的结果表中取出、按固定规则显示，未经模型转写"
+      },
+      {
+       "group": "cited",
+       "report": "write",
+       "field": "周报",
+       "segment": "s40",
+       "unit": "u14",
+       "kind": "number",
+       "text": "88.2%",
+       "state": "deterministic",
+       "issue": null,
+       "ref": "v:A1.r0.share",
+       "alias": "A1",
+       "evidence_kind": "analysis",
+       "evidence": "A1.r0.share",
+       "eid": "ev:cell:b36848a6055a5628",
+       "artifact": "f5d1fc01d62f6e37c62984318f0cb354f47ecb7ab30e7565222afaff49ee4f91",
+       "node_id": "bot",
+       "sealed": true,
+       "span": [
+        224,
+        229
+       ],
+       "sentence": "88.2%",
+       "note": "该值由系统从分析结论的结果表中取出、按固定规则显示，未经模型转写"
+      },
+      {
+       "group": "cited",
+       "report": "write",
+       "field": "周报",
+       "segment": "s42",
+       "unit": "u15",
+       "kind": "value",
+       "text": "华南",
+       "state": "deterministic",
+       "issue": null,
+       "ref": "v:A1.r1.region",
+       "alias": "A1",
+       "evidence_kind": "analysis",
+       "evidence": "A1.r1.region",
+       "eid": "ev:cell:15977323c7fb25b1",
+       "artifact": "f5d1fc01d62f6e37c62984318f0cb354f47ecb7ab30e7565222afaff49ee4f91",
+       "node_id": "bot",
+       "sealed": true,
+       "span": [
+        234,
+        236
+       ],
+       "sentence": "华南",
+       "note": "该值由系统从分析结论的结果表中取出、按固定规则显示，未经模型转写"
+      },
+      {
+       "group": "cited",
+       "report": "write",
+       "field": "周报",
+       "segment": "s44",
+       "unit": "u16",
+       "kind": "number",
+       "text": "-20",
+       "state": "deterministic",
+       "issue": null,
+       "ref": "v:A1.r1.delta",
+       "alias": "A1",
+       "evidence_kind": "analysis",
+       "evidence": "A1.r1.delta",
+       "eid": "ev:cell:50fa5438a057327a",
+       "artifact": "f5d1fc01d62f6e37c62984318f0cb354f47ecb7ab30e7565222afaff49ee4f91",
+       "node_id": "bot",
+       "sealed": true,
+       "span": [
+        239,
+        242
+       ],
+       "sentence": "-20",
+       "note": "该值由系统从分析结论的结果表中取出、按固定规则显示，未经模型转写"
+      },
+      {
+       "group": "cited",
+       "report": "write",
+       "field": "周报",
+       "segment": "s46",
+       "unit": "u17",
+       "kind": "number",
+       "text": "-2.5%",
+       "state": "deterministic",
+       "issue": null,
+       "ref": "v:A1.r1.pct",
+       "alias": "A1",
+       "evidence_kind": "analysis",
+       "evidence": "A1.r1.pct",
+       "eid": "ev:cell:1bb9cb78a05f83a2",
+       "artifact": "f5d1fc01d62f6e37c62984318f0cb354f47ecb7ab30e7565222afaff49ee4f91",
+       "node_id": "bot",
+       "sealed": true,
+       "span": [
+        245,
+        250
+       ],
+       "sentence": "-2.5%",
+       "note": "该值由系统从分析结论的结果表中取出、按固定规则显示，未经模型转写"
+      },
+      {
+       "group": "cited",
+       "report": "write",
+       "field": "周报",
+       "segment": "s48",
+       "unit": "u18",
+       "kind": "number",
+       "text": "5.9%",
+       "state": "deterministic",
+       "issue": null,
+       "ref": "v:A1.r1.share",
+       "alias": "A1",
+       "evidence_kind": "analysis",
+       "evidence": "A1.r1.share",
+       "eid": "ev:cell:379dcf4b1b6947b1",
+       "artifact": "f5d1fc01d62f6e37c62984318f0cb354f47ecb7ab30e7565222afaff49ee4f91",
+       "node_id": "bot",
+       "sealed": true,
+       "span": [
+        253,
+        257
+       ],
+       "sentence": "5.9%",
+       "note": "该值由系统从分析结论的结果表中取出、按固定规则显示，未经模型转写"
       }
      ]
     },
@@ -3223,19 +11602,19 @@
     }
    ],
    "counts": {
-    "cited": 3,
+    "cited": 14,
     "none": 5,
     "suspicious": 0,
     "candidate": 0
    },
-   "total": 8
+   "total": 19
   },
   "analyses": {
    "A1": {
-    "run_id": "ed3de345aac143089fb3d0777d9056ec",
+    "run_id": "6d4d8c841a7d4900a3495f24bc932afa",
     "report": {
      "node_id": "write",
-     "doc_artifact": "d115c361e8ae4f6d06bd4f839c6f6f6c62c0721575b048da7350834f8ce41389"
+     "doc_artifact": "32cc0cc3a309ef588a619cbf69d277710b6c0505b9c36ca880b50feaebca63dc"
     },
     "alias": "A1",
     "rendered": "销售额下降 340（-12.6%），主要来自华东（-300，占 88.2%）",
@@ -3250,8 +11629,8 @@
       "call_id": "call_3",
       "node_id": "bot",
       "label": "问数据",
-      "artifact": "6d06b2913312497d982d4e36e0c94a57c377b990110bac960d72d64979d7c12d",
-      "eid": "ev:analysis:10fb652eb3e403a8",
+      "artifact": "f5d1fc01d62f6e37c62984318f0cb354f47ecb7ab30e7565222afaff49ee4f91",
+      "eid": "ev:analysis:a7edbc13c92c31a0",
       "eid_ok": true,
       "cited": {
        "what": "phrase"
@@ -3368,7 +11747,7 @@
        {
         "key": "pct_total",
         "raw": "-0.125925925926",
-        "rendered": "-0.1259259259"
+        "rendered": "-12.6%"
        },
        {
         "key": "segments",
@@ -3388,7 +11767,7 @@
        {
         "key": "top_k_share",
         "raw": "0.882352941176",
-        "rendered": "0.8823529412"
+        "rendered": "88.2%"
        },
        {
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@@ -3398,7 +11777,7 @@
        {
         "key": "top_share",
         "raw": "0.882352941176",
-        "rendered": "0.8823529412"
+        "rendered": "88.2%"
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       "formulas": [
@@ -3444,39 +11823,39 @@
        "rows": [
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-         "1000",
+         "1,000",
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-         "-0.3",
-         "0.882352941176",
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+         "-30.0%",
+         "88.2%",
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-         "0.0588235294118",
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+         "-2.5%",
+         "5.9%",
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-         "0.0294117647059",
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+         "-1.7%",
+         "2.9%",
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-         "-0.0333333333333",
-         "0.0294117647059",
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+         "-3.3%",
+         "2.9%",
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@@ -3491,7 +11870,7 @@
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       "role_label": "基期总数",
-      "artifact": "8fa60a625e4a072804462dd66dde6b1634f9fbd8244183e626a6fdcd8acb87fc",
+      "artifact": "4660b212dfdeb2fc6ce8ffe74562f14ebe48bbdbe4152e987e43482a343a47f3",
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@@ -3512,7 +11891,7 @@
       "ref": "Q1.r1.gmv",
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       "role_label": "本期总数",
-      "artifact": "8fa60a625e4a072804462dd66dde6b1634f9fbd8244183e626a6fdcd8acb87fc",
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@@ -3533,7 +11912,7 @@
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-      "artifact": "94f47ca377dfd4fddc3e4bdba0466cbefdd6c4b66beaf4468332a9dd51be7901",
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        "week",
@@ -3547,7 +11926,7 @@
      {
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-      "artifact": "8fa60a625e4a072804462dd66dde6b1634f9fbd8244183e626a6fdcd8acb87fc",
+      "artifact": "4660b212dfdeb2fc6ce8ffe74562f14ebe48bbdbe4152e987e43482a343a47f3",
       "node_id": "bot",
       "tool": "db_query__shop",
       "source": "shop",
@@ -3599,7 +11978,7 @@
        "gmv": "number",
        "week": "text"
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-      "schema_artifact": "4c3229daead9cdde26fab4b3156cfc17eba8cec291a35b54e2af392a8a694aec",
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@@ -3611,7 +11990,7 @@
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       "node_id": "bot",
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@@ -3799,7 +12178,7 @@
        "region": "text",
        "week": "text"
       },
-      "schema_artifact": "4c3229daead9cdde26fab4b3156cfc17eba8cec291a35b54e2af392a8a694aec",
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@@ -3819,7 +12198,7 @@
       "step": "analysis_seal",
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       "node_id": "bot",
-      "artifact": "6d06b2913312497d982d4e36e0c94a57c377b990110bac960d72d64979d7c12d",
+      "artifact": "f5d1fc01d62f6e37c62984318f0cb354f47ecb7ab30e7565222afaff49ee4f91",
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@@ -3836,10 +12215,10 @@
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+    "run_id": "6d4d8c841a7d4900a3495f24bc932afa",
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     "rendered": "波动基线没有做成：只有 0 期历史，至少要 8 期",
@@ -3854,8 +12233,8 @@
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-      "eid": "ev:analysis:436f6b967aa1414c",
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@@ -3925,7 +12304,7 @@
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@@ -3938,7 +12317,7 @@
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@@ -3999,7 +12378,7 @@
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        "week": "text"
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@@ -4019,7 +12398,7 @@
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-      "artifact": "2e4139852d4ca46f8ee328ce44cb2ddde14f79e54c1371b3a77e15bf232b0122",
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@@ -4036,10 +12415,10 @@
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+    "run_id": "6d4d8c841a7d4900a3495f24bc932afa",
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@@ -4054,8 +12433,8 @@
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-      "eid": "ev:analysis:bb168f2c30497439",
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@@ -4157,37 +12536,37 @@
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-         null,
-         null,
-         null
+         "—",
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@@ -4202,7 +12581,7 @@
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@@ -4215,7 +12594,7 @@
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@@ -4370,7 +12749,7 @@
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        "week": "text"
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@@ -4390,7 +12769,7 @@
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@@ -4412,7 +12791,7 @@
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@@ -4420,7 +12799,7 @@
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-   "matched_numbers": 2,
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@@ -4434,7 +12813,7 @@
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@@ -4448,18 +12827,144 @@
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-     "eid": "ev:analysis:efc6267321553bc3"
+     "eid": "ev:analysis:5517f6de3df56204"
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+     "cell": "A1.r0.pct",
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+     "end": 127,
+     "span": [
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+    {
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+     "cell": "A1.r0.share",
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+     "analysis": "A1.top_share",
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@@ -4472,7 +12977,7 @@
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-   "declared_at": "2026-10-21T10:36:36.123894+00:00",
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@@ -4532,9 +13037,9 @@
   }
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@@ -4629,7 +13134,7 @@
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@@ -4651,7 +13156,7 @@
         {
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@@ -4712,7 +13217,7 @@
         {
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@@ -4773,7 +13278,7 @@
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@@ -4950,7 +13455,7 @@
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@@ -4994,11 +13499,11 @@
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@@ -5012,12 +13517,12 @@
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@@ -5032,12 +13537,12 @@
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@@ -5047,17 +13552,17 @@
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      "truncated": false,
-     "via": "b1dacecebc489f096e7582673486790ee51a258afc93144289992bfa7f9eb59d"
+     "via": "8c92a414da25b414b17fdadd1b9e2e2f767d20f0e9e788561d509af73046cc05"
     },
     "Q2": {
      "alias": "Q2",
-     "artifact": "81b47f64b0d0919842039e3492a594d69dea9a25e7f6b93ff0efc3d5bebbd0a9",
+     "artifact": "36ed6a1a4443227c0d747c5621516f59ce7a5cc345dec576c97e7f4c6ab6ebce",
      "columns": [
       "region",
       "week",
       "gmv"
      ],
-     "eid": "ev:query:d3b62a2e9c2b52a7",
+     "eid": "ev:query:9edc88bec38d5ca5",
      "exec": 1,
      "kind": "query",
      "label": "db_query__shop · 8 行",
@@ -5067,14 +13572,14 @@
      "source": "shop",
      "tool": "db_query__shop",
      "truncated": false,
-     "via": "452f5b41122353bb5a478d4ba092e8321eb371edced6dbc6ccd0c920291eff54"
+     "via": "e376922d642ba221ce1dd5d6a4e3f14735e0bdeab37e051924446564f1e7fa26"
     }
    },
    "entity_syntax": 2,
    "markdown": "## 本周销售\n\n销售额下降 340（-12.6%），主要来自华东（-300，占 88.2%）。\n\n波动基线没有做成：只有 0 期历史，至少要 8 期\n\n华东的变化为 -300。\n\n| 地区 | 变化 |\n|---|---|\n| 华东 | -300 |",
    "node_id": "write",
    "provenance": 1,
-   "run_id": "ffeb7bfbcde6480fbddb573a6c6558af",
+   "run_id": "803b3fd6fc66470b8d0c8353cfd87899",
    "schema": "agentlab.report/1",
    "source": "## 本周销售\n\n[[a:A2]]。[[see:A2]]\n\n[[a:A1]]\n\n华东的变化为 [[v:A2.r0.delta]]。\n\n| 地区 | 变化 |\n|---|---|\n| 华东 | [[v:A2.r0.delta]] |",
    "stats": {
@@ -5103,7 +13608,7 @@
    "s3": {
     "report": {
      "node_id": "write",
-     "doc_artifact": "047519f5bcdfea3056d2a226585cb7c33969a9f6b908940672b6bfee16a8ec75"
+     "doc_artifact": "0dfdadc2c8c470f7840b80525ae902ccbe0787e5d362fdd5a3fd2b5e8e79edb9"
     },
     "segment": {
      "id": "s3",
@@ -5118,7 +13623,7 @@
      "ref": "a:A2",
      "cite": {
       "alias": "A2",
-      "eid": "ev:analysis:b11cf44f63eaa443",
+      "eid": "ev:analysis:f872ae8bf6eeaee1",
       "kind": "analysis",
       "locator": {},
       "ref": "A2",
@@ -5159,8 +13664,8 @@
       "item": "where",
       "node_id": "card",
       "label": "异动分析",
-      "artifact": "fce97813bea8e5e060681d5d44249705e86a6feb1f5912165984aec0c951f7dc",
-      "eid": "ev:analysis:b11cf44f63eaa443",
+      "artifact": "6bb7505a929ec15dce8676bcb6765c621a5d15c56ae66fa71b6da52183c343ac",
+      "eid": "ev:analysis:f872ae8bf6eeaee1",
       "eid_ok": true,
       "cited": {
        "what": "phrase"
@@ -5277,7 +13782,7 @@
        {
         "key": "pct_total",
         "raw": "-0.125925925926",
-        "rendered": "-0.1259259259"
+        "rendered": "-12.6%"
        },
        {
         "key": "segments",
@@ -5297,7 +13802,7 @@
        {
         "key": "top_k_share",
         "raw": "0.882352941176",
-        "rendered": "0.8823529412"
+        "rendered": "88.2%"
        },
        {
         "key": "top_key",
@@ -5307,7 +13812,7 @@
        {
         "key": "top_share",
         "raw": "0.882352941176",
-        "rendered": "0.8823529412"
+        "rendered": "88.2%"
        }
       ],
       "formulas": [
@@ -5353,39 +13858,39 @@
        "rows": [
         [
          "华东",
-         "1000",
+         "1,000",
          "700",
          "-300",
-         "-0.3",
-         "0.882352941176",
-         null
+         "-30.0%",
+         "88.2%",
+         "—"
         ],
         [
          "华南",
          "800",
          "780",
          "-20",
-         "-0.025",
-         "0.0588235294118",
-         null
+         "-2.5%",
+         "5.9%",
+         "—"
         ],
         [
          "华北",
          "600",
          "590",
          "-10",
-         "-0.0166666666667",
-         "0.0294117647059",
-         null
+         "-1.7%",
+         "2.9%",
+         "—"
         ],
         [
          "西南",
          "300",
          "290",
          "-10",
-         "-0.0333333333333",
-         "0.0294117647059",
-         null
+         "-3.3%",
+         "2.9%",
+         "—"
         ]
        ],
        "masked": [],
@@ -5400,7 +13905,7 @@
       "ref": "weekly.r0.gmv",
       "role": "headline_base",
       "role_label": "基期总数",
-      "artifact": "ec8a1a81d76fc960f4028b7e93e60e32cc84be7249edf18ef550970a6c59611e",
+      "artifact": "d22f4912d7727581f89f306343bbe2fa8392d35f001de792afd9612d0c3a1c76",
       "row": 0,
       "column": "gmv",
       "value": "2700",
@@ -5421,7 +13926,7 @@
       "ref": "weekly.r1.gmv",
       "role": "headline_target",
       "role_label": "本期总数",
-      "artifact": "ec8a1a81d76fc960f4028b7e93e60e32cc84be7249edf18ef550970a6c59611e",
+      "artifact": "d22f4912d7727581f89f306343bbe2fa8392d35f001de792afd9612d0c3a1c76",
       "row": 1,
       "column": "gmv",
       "value": "2360",
@@ -5442,7 +13947,7 @@
       "ref": "by_region",
       "role": "data",
       "role_label": "数据",
-      "artifact": "81b47f64b0d0919842039e3492a594d69dea9a25e7f6b93ff0efc3d5bebbd0a9",
+      "artifact": "36ed6a1a4443227c0d747c5621516f59ce7a5cc345dec576c97e7f4c6ab6ebce",
       "columns": [
        "region",
        "week",
@@ -5456,7 +13961,7 @@
      {
       "step": "query",
       "alias": "Q1",
-      "artifact": "ec8a1a81d76fc960f4028b7e93e60e32cc84be7249edf18ef550970a6c59611e",
+      "artifact": "d22f4912d7727581f89f306343bbe2fa8392d35f001de792afd9612d0c3a1c76",
       "node_id": "weekly",
       "tool": "db_query__shop",
       "source": "shop",
@@ -5508,7 +14013,7 @@
        "gmv": "number",
        "week": "text"
       },
-      "schema_artifact": "4c3229daead9cdde26fab4b3156cfc17eba8cec291a35b54e2af392a8a694aec",
+      "schema_artifact": "3324dd9c82f1d9ec2771f14ffbcf2344e459b9864e6a7e3106e516590f263f65",
       "catalog": [
        {
         "table": "orders",
@@ -5520,7 +14025,7 @@
      {
       "step": "query",
       "alias": "Q2",
-      "artifact": "81b47f64b0d0919842039e3492a594d69dea9a25e7f6b93ff0efc3d5bebbd0a9",
+      "artifact": "36ed6a1a4443227c0d747c5621516f59ce7a5cc345dec576c97e7f4c6ab6ebce",
       "node_id": "by_region",
       "tool": "db_query__shop",
       "source": "shop",
@@ -5708,7 +14213,7 @@
        "region": "text",
        "week": "text"
       },
-      "schema_artifact": "4c3229daead9cdde26fab4b3156cfc17eba8cec291a35b54e2af392a8a694aec",
+      "schema_artifact": "3324dd9c82f1d9ec2771f14ffbcf2344e459b9864e6a7e3106e516590f263f65",
       "catalog": [
        {
         "table": "orders",
@@ -5728,7 +14233,7 @@
       "step": "analysis_seal",
       "alias": "A2",
       "node_id": "card",
-      "artifact": "fce97813bea8e5e060681d5d44249705e86a6feb1f5912165984aec0c951f7dc",
+      "artifact": "6bb7505a929ec15dce8676bcb6765c621a5d15c56ae66fa71b6da52183c343ac",
       "ledger": true,
       "hash_ok": true,
       "eid_ok": true,
@@ -5749,7 +14254,7 @@
    "s6": {
     "report": {
      "node_id": "write",
-     "doc_artifact": "047519f5bcdfea3056d2a226585cb7c33969a9f6b908940672b6bfee16a8ec75"
+     "doc_artifact": "0dfdadc2c8c470f7840b80525ae902ccbe0787e5d362fdd5a3fd2b5e8e79edb9"
     },
     "segment": {
      "id": "s6",
@@ -5764,7 +14269,7 @@
      "ref": "a:A1",
      "cite": {
       "alias": "A1",
-      "eid": "ev:analysis:88367707fd963815",
+      "eid": "ev:analysis:faa7de010775194d",
       "kind": "analysis",
       "locator": {},
       "ref": "A1",
@@ -5805,8 +14310,8 @@
       "item": "wow",
       "node_id": "card",
       "label": "异动分析",
-      "artifact": "c3ab06e1330c51f0567f410f6275a2726a38cad2bd092e145dc6c70260545e9b",
-      "eid": "ev:analysis:88367707fd963815",
+      "artifact": "a234a885f55bde88562ab83886da7a3f2c60f9cc352ce05ca6481d32166886f0",
+      "eid": "ev:analysis:faa7de010775194d",
       "eid_ok": true,
       "cited": {
        "what": "phrase"
@@ -5874,7 +14379,7 @@
       "ref": "weekly",
       "role": "data",
       "role_label": "数据",
-      "artifact": "ec8a1a81d76fc960f4028b7e93e60e32cc84be7249edf18ef550970a6c59611e",
+      "artifact": "d22f4912d7727581f89f306343bbe2fa8392d35f001de792afd9612d0c3a1c76",
       "columns": [
        "week",
        "gmv"
@@ -5887,7 +14392,7 @@
      {
       "step": "query",
       "alias": "Q1",
-      "artifact": "ec8a1a81d76fc960f4028b7e93e60e32cc84be7249edf18ef550970a6c59611e",
+      "artifact": "d22f4912d7727581f89f306343bbe2fa8392d35f001de792afd9612d0c3a1c76",
       "node_id": "weekly",
       "tool": "db_query__shop",
       "source": "shop",
@@ -5948,7 +14453,7 @@
        "gmv": "number",
        "week": "text"
       },
-      "schema_artifact": "4c3229daead9cdde26fab4b3156cfc17eba8cec291a35b54e2af392a8a694aec",
+      "schema_artifact": "3324dd9c82f1d9ec2771f14ffbcf2344e459b9864e6a7e3106e516590f263f65",
       "catalog": [
        {
         "table": "orders",
@@ -5968,7 +14473,7 @@
       "step": "analysis_seal",
       "alias": "A1",
       "node_id": "card",
-      "artifact": "c3ab06e1330c51f0567f410f6275a2726a38cad2bd092e145dc6c70260545e9b",
+      "artifact": "a234a885f55bde88562ab83886da7a3f2c60f9cc352ce05ca6481d32166886f0",
       "ledger": true,
       "hash_ok": true,
       "eid_ok": true,
@@ -5989,7 +14494,7 @@
    "s9": {
     "report": {
      "node_id": "write",
-     "doc_artifact": "047519f5bcdfea3056d2a226585cb7c33969a9f6b908940672b6bfee16a8ec75"
+     "doc_artifact": "0dfdadc2c8c470f7840b80525ae902ccbe0787e5d362fdd5a3fd2b5e8e79edb9"
     },
     "segment": {
      "id": "s9",
@@ -6004,7 +14509,7 @@
      "ref": "v:A2.r0.delta",
      "cite": {
       "alias": "A2",
-      "eid": "ev:cell:8f04cbf82264a3bb",
+      "eid": "ev:cell:289f04710d52804d",
       "kind": "cell",
       "locator": {
        "column": "delta",
@@ -6049,8 +14554,8 @@
       "item": "where",
       "node_id": "card",
       "label": "异动分析",
-      "artifact": "fce97813bea8e5e060681d5d44249705e86a6feb1f5912165984aec0c951f7dc",
-      "eid": "ev:analysis:b11cf44f63eaa443",
+      "artifact": "6bb7505a929ec15dce8676bcb6765c621a5d15c56ae66fa71b6da52183c343ac",
+      "eid": "ev:analysis:f872ae8bf6eeaee1",
       "eid_ok": true,
       "cited": {
        "what": "cell",
@@ -6170,7 +14675,7 @@
        {
         "key": "pct_total",
         "raw": "-0.125925925926",
-        "rendered": "-0.1259259259"
+        "rendered": "-12.6%"
        },
        {
         "key": "segments",
@@ -6190,7 +14695,7 @@
        {
         "key": "top_k_share",
         "raw": "0.882352941176",
-        "rendered": "0.8823529412"
+        "rendered": "88.2%"
        },
        {
         "key": "top_key",
@@ -6200,7 +14705,7 @@
        {
         "key": "top_share",
         "raw": "0.882352941176",
-        "rendered": "0.8823529412"
+        "rendered": "88.2%"
        }
       ],
       "formulas": [
@@ -6246,39 +14751,39 @@
        "rows": [
         [
          "华东",
-         "1000",
+         "1,000",
          "700",
          "-300",
-         "-0.3",
-         "0.882352941176",
-         null
+         "-30.0%",
+         "88.2%",
+         "—"
         ],
         [
          "华南",
          "800",
          "780",
          "-20",
-         "-0.025",
-         "0.0588235294118",
-         null
+         "-2.5%",
+         "5.9%",
+         "—"
         ],
         [
          "华北",
          "600",
          "590",
          "-10",
-         "-0.0166666666667",
-         "0.0294117647059",
-         null
+         "-1.7%",
+         "2.9%",
+         "—"
         ],
         [
          "西南",
          "300",
          "290",
          "-10",
-         "-0.0333333333333",
-         "0.0294117647059",
-         null
+         "-3.3%",
+         "2.9%",
+         "—"
         ]
        ],
        "masked": [],
@@ -6298,7 +14803,7 @@
       "ref": "weekly.r0.gmv",
       "role": "headline_base",
       "role_label": "基期总数",
-      "artifact": "ec8a1a81d76fc960f4028b7e93e60e32cc84be7249edf18ef550970a6c59611e",
+      "artifact": "d22f4912d7727581f89f306343bbe2fa8392d35f001de792afd9612d0c3a1c76",
       "row": 0,
       "column": "gmv",
       "value": "2700",
@@ -6319,7 +14824,7 @@
       "ref": "weekly.r1.gmv",
       "role": "headline_target",
       "role_label": "本期总数",
-      "artifact": "ec8a1a81d76fc960f4028b7e93e60e32cc84be7249edf18ef550970a6c59611e",
+      "artifact": "d22f4912d7727581f89f306343bbe2fa8392d35f001de792afd9612d0c3a1c76",
       "row": 1,
       "column": "gmv",
       "value": "2360",
@@ -6340,7 +14845,7 @@
       "ref": "by_region",
       "role": "data",
       "role_label": "数据",
-      "artifact": "81b47f64b0d0919842039e3492a594d69dea9a25e7f6b93ff0efc3d5bebbd0a9",
+      "artifact": "36ed6a1a4443227c0d747c5621516f59ce7a5cc345dec576c97e7f4c6ab6ebce",
       "columns": [
        "region",
        "week",
@@ -6354,7 +14859,7 @@
      {
       "step": "query",
       "alias": "Q1",
-      "artifact": "ec8a1a81d76fc960f4028b7e93e60e32cc84be7249edf18ef550970a6c59611e",
+      "artifact": "d22f4912d7727581f89f306343bbe2fa8392d35f001de792afd9612d0c3a1c76",
       "node_id": "weekly",
       "tool": "db_query__shop",
       "source": "shop",
@@ -6406,7 +14911,7 @@
        "gmv": "number",
        "week": "text"
       },
-      "schema_artifact": "4c3229daead9cdde26fab4b3156cfc17eba8cec291a35b54e2af392a8a694aec",
+      "schema_artifact": "3324dd9c82f1d9ec2771f14ffbcf2344e459b9864e6a7e3106e516590f263f65",
       "catalog": [
        {
         "table": "orders",
@@ -6418,7 +14923,7 @@
      {
       "step": "query",
       "alias": "Q2",
-      "artifact": "81b47f64b0d0919842039e3492a594d69dea9a25e7f6b93ff0efc3d5bebbd0a9",
+      "artifact": "36ed6a1a4443227c0d747c5621516f59ce7a5cc345dec576c97e7f4c6ab6ebce",
       "node_id": "by_region",
       "tool": "db_query__shop",
       "source": "shop",
@@ -6606,7 +15111,7 @@
        "region": "text",
        "week": "text"
       },
-      "schema_artifact": "4c3229daead9cdde26fab4b3156cfc17eba8cec291a35b54e2af392a8a694aec",
+      "schema_artifact": "3324dd9c82f1d9ec2771f14ffbcf2344e459b9864e6a7e3106e516590f263f65",
       "catalog": [
        {
         "table": "orders",
@@ -6626,7 +15131,7 @@
       "step": "analysis_seal",
       "alias": "A2",
       "node_id": "card",
-      "artifact": "fce97813bea8e5e060681d5d44249705e86a6feb1f5912165984aec0c951f7dc",
+      "artifact": "6bb7505a929ec15dce8676bcb6765c621a5d15c56ae66fa71b6da52183c343ac",
       "ledger": true,
       "hash_ok": true,
       "eid_ok": true,
@@ -6647,7 +15152,7 @@
    "s18": {
     "report": {
      "node_id": "write",
-     "doc_artifact": "047519f5bcdfea3056d2a226585cb7c33969a9f6b908940672b6bfee16a8ec75"
+     "doc_artifact": "0dfdadc2c8c470f7840b80525ae902ccbe0787e5d362fdd5a3fd2b5e8e79edb9"
     },
     "segment": {
      "id": "s18",
@@ -6662,7 +15167,7 @@
      "ref": "v:A2.r0.delta",
      "cite": {
       "alias": "A2",
-      "eid": "ev:cell:8f04cbf82264a3bb",
+      "eid": "ev:cell:289f04710d52804d",
       "kind": "cell",
       "locator": {
        "column": "delta",
@@ -6707,8 +15212,8 @@
       "item": "where",
       "node_id": "card",
       "label": "异动分析",
-      "artifact": "fce97813bea8e5e060681d5d44249705e86a6feb1f5912165984aec0c951f7dc",
-      "eid": "ev:analysis:b11cf44f63eaa443",
+      "artifact": "6bb7505a929ec15dce8676bcb6765c621a5d15c56ae66fa71b6da52183c343ac",
+      "eid": "ev:analysis:f872ae8bf6eeaee1",
       "eid_ok": true,
       "cited": {
        "what": "cell",
@@ -6828,7 +15333,7 @@
        {
         "key": "pct_total",
         "raw": "-0.125925925926",
-        "rendered": "-0.1259259259"
+        "rendered": "-12.6%"
        },
        {
         "key": "segments",
@@ -6848,7 +15353,7 @@
        {
         "key": "top_k_share",
         "raw": "0.882352941176",
-        "rendered": "0.8823529412"
+        "rendered": "88.2%"
        },
        {
         "key": "top_key",
@@ -6858,7 +15363,7 @@
        {
         "key": "top_share",
         "raw": "0.882352941176",
-        "rendered": "0.8823529412"
+        "rendered": "88.2%"
        }
       ],
       "formulas": [
@@ -6904,39 +15409,39 @@
        "rows": [
         [
          "华东",
-         "1000",
+         "1,000",
          "700",
          "-300",
-         "-0.3",
-         "0.882352941176",
-         null
+         "-30.0%",
+         "88.2%",
+         "—"
         ],
         [
          "华南",
          "800",
          "780",
          "-20",
-         "-0.025",
-         "0.0588235294118",
-         null
+         "-2.5%",
+         "5.9%",
+         "—"
         ],
         [
          "华北",
          "600",
          "590",
          "-10",
-         "-0.0166666666667",
-         "0.0294117647059",
-         null
+         "-1.7%",
+         "2.9%",
+         "—"
         ],
         [
          "西南",
          "300",
          "290",
          "-10",
-         "-0.0333333333333",
-         "0.0294117647059",
-         null
+         "-3.3%",
+         "2.9%",
+         "—"
         ]
        ],
        "masked": [],
@@ -6956,7 +15461,7 @@
       "ref": "weekly.r0.gmv",
       "role": "headline_base",
       "role_label": "基期总数",
-      "artifact": "ec8a1a81d76fc960f4028b7e93e60e32cc84be7249edf18ef550970a6c59611e",
+      "artifact": "d22f4912d7727581f89f306343bbe2fa8392d35f001de792afd9612d0c3a1c76",
       "row": 0,
       "column": "gmv",
       "value": "2700",
@@ -6977,7 +15482,7 @@
       "ref": "weekly.r1.gmv",
       "role": "headline_target",
       "role_label": "本期总数",
-      "artifact": "ec8a1a81d76fc960f4028b7e93e60e32cc84be7249edf18ef550970a6c59611e",
+      "artifact": "d22f4912d7727581f89f306343bbe2fa8392d35f001de792afd9612d0c3a1c76",
       "row": 1,
       "column": "gmv",
       "value": "2360",
@@ -6998,7 +15503,7 @@
       "ref": "by_region",
       "role": "data",
       "role_label": "数据",
-      "artifact": "81b47f64b0d0919842039e3492a594d69dea9a25e7f6b93ff0efc3d5bebbd0a9",
+      "artifact": "36ed6a1a4443227c0d747c5621516f59ce7a5cc345dec576c97e7f4c6ab6ebce",
       "columns": [
        "region",
        "week",
@@ -7012,7 +15517,7 @@
      {
       "step": "query",
       "alias": "Q1",
-      "artifact": "ec8a1a81d76fc960f4028b7e93e60e32cc84be7249edf18ef550970a6c59611e",
+      "artifact": "d22f4912d7727581f89f306343bbe2fa8392d35f001de792afd9612d0c3a1c76",
       "node_id": "weekly",
       "tool": "db_query__shop",
       "source": "shop",
@@ -7064,7 +15569,7 @@
        "gmv": "number",
        "week": "text"
       },
-      "schema_artifact": "4c3229daead9cdde26fab4b3156cfc17eba8cec291a35b54e2af392a8a694aec",
+      "schema_artifact": "3324dd9c82f1d9ec2771f14ffbcf2344e459b9864e6a7e3106e516590f263f65",
       "catalog": [
        {
         "table": "orders",
@@ -7076,7 +15581,7 @@
      {
       "step": "query",
       "alias": "Q2",
-      "artifact": "81b47f64b0d0919842039e3492a594d69dea9a25e7f6b93ff0efc3d5bebbd0a9",
+      "artifact": "36ed6a1a4443227c0d747c5621516f59ce7a5cc345dec576c97e7f4c6ab6ebce",
       "node_id": "by_region",
       "tool": "db_query__shop",
       "source": "shop",
@@ -7264,7 +15769,7 @@
        "region": "text",
        "week": "text"
       },
-      "schema_artifact": "4c3229daead9cdde26fab4b3156cfc17eba8cec291a35b54e2af392a8a694aec",
+      "schema_artifact": "3324dd9c82f1d9ec2771f14ffbcf2344e459b9864e6a7e3106e516590f263f65",
       "catalog": [
        {
         "table": "orders",
@@ -7284,7 +15789,7 @@
       "step": "analysis_seal",
       "alias": "A2",
       "node_id": "card",
-      "artifact": "fce97813bea8e5e060681d5d44249705e86a6feb1f5912165984aec0c951f7dc",
+      "artifact": "6bb7505a929ec15dce8676bcb6765c621a5d15c56ae66fa71b6da52183c343ac",
       "ledger": true,
       "hash_ok": true,
       "eid_ok": true,
@@ -7304,7 +15809,7 @@
    }
   },
   "graph": {
-   "run_id": "ffeb7bfbcde6480fbddb573a6c6558af",
+   "run_id": "803b3fd6fc66470b8d0c8353cfd87899",
    "schema": "agentlab.evidence/1",
    "seal": {
     "sealed": true,
@@ -7315,7 +15820,7 @@
    "reports": [
     {
      "node_id": "write",
-     "doc_artifact": "047519f5bcdfea3056d2a226585cb7c33969a9f6b908940672b6bfee16a8ec75",
+     "doc_artifact": "0dfdadc2c8c470f7840b80525ae902ccbe0787e5d362fdd5a3fd2b5e8e79edb9",
      "doc_sealed": true,
      "hash_ok": true,
      "ok": true,
@@ -7352,11 +15857,11 @@
    "evidence": [
     {
      "alias": "A1",
-     "eid": "ev:analysis:88367707fd963815",
+     "eid": "ev:analysis:faa7de010775194d",
      "kind": "analysis",
      "label": "波动基线 · 波动基线没有做成：只有 0 期历史，至少要 8 期",
      "node_id": "card",
-     "artifact": "c3ab06e1330c51f0567f410f6275a2726a38cad2bd092e145dc6c70260545e9b",
+     "artifact": "a234a885f55bde88562ab83886da7a3f2c60f9cc352ce05ca6481d32166886f0",
      "sealed": true,
      "cited_by": [
       "s6"
@@ -7371,11 +15876,11 @@
     },
     {
      "alias": "A2",
-     "eid": "ev:analysis:b11cf44f63eaa443",
+     "eid": "ev:analysis:f872ae8bf6eeaee1",
      "kind": "analysis",
      "label": "变化拆解（可加） · 销售额下降 340（-12.6%），主要来自华东（-300，占 88.2%）",
      "node_id": "card",
-     "artifact": "fce97813bea8e5e060681d5d44249705e86a6feb1f5912165984aec0c951f7dc",
+     "artifact": "6bb7505a929ec15dce8676bcb6765c621a5d15c56ae66fa71b6da52183c343ac",
      "sealed": true,
      "cited_by": [
       "s3",
@@ -7396,11 +15901,11 @@
     },
     {
      "alias": "Q1",
-     "eid": "ev:query:30fcabb3fa33690b",
+     "eid": "ev:query:1697ecefc4f957ae",
      "kind": "query",
      "label": "db_query__shop · 2 行",
      "node_id": "weekly",
-     "artifact": "ec8a1a81d76fc960f4028b7e93e60e32cc84be7249edf18ef550970a6c59611e",
+     "artifact": "d22f4912d7727581f89f306343bbe2fa8392d35f001de792afd9612d0c3a1c76",
      "sealed": true,
      "cited_by": [],
      "units": [],
@@ -7416,11 +15921,11 @@
     },
     {
      "alias": "Q2",
-     "eid": "ev:query:d3b62a2e9c2b52a7",
+     "eid": "ev:query:9edc88bec38d5ca5",
      "kind": "query",
      "label": "db_query__shop · 8 行",
      "node_id": "by_region",
-     "artifact": "81b47f64b0d0919842039e3492a594d69dea9a25e7f6b93ff0efc3d5bebbd0a9",
+     "artifact": "36ed6a1a4443227c0d747c5621516f59ce7a5cc345dec576c97e7f4c6ab6ebce",
      "sealed": true,
      "cited_by": [],
      "units": [],
@@ -7495,7 +16000,7 @@
    "mode": "cited"
   },
   "audit": {
-   "run_id": "ffeb7bfbcde6480fbddb573a6c6558af",
+   "run_id": "803b3fd6fc66470b8d0c8353cfd87899",
    "schema": "agentlab.evidence.audit/1",
    "mode": "cited",
    "seal": {
@@ -7509,7 +16014,7 @@
    "reports": [
     {
      "node_id": "write",
-     "doc_artifact": "047519f5bcdfea3056d2a226585cb7c33969a9f6b908940672b6bfee16a8ec75",
+     "doc_artifact": "0dfdadc2c8c470f7840b80525ae902ccbe0787e5d362fdd5a3fd2b5e8e79edb9",
      "hash_ok": true,
      "doc_sealed": true,
      "fields": [
@@ -7561,8 +16066,8 @@
        "alias": "A2",
        "evidence_kind": "analysis",
        "evidence": "变化拆解（可加） · 销售额下降 340（-12.6%），主要来自华东（-300，占 88.2%）",
-       "eid": "ev:analysis:b11cf44f63eaa443",
-       "artifact": "fce97813bea8e5e060681d5d44249705e86a6feb1f5912165984aec0c951f7dc",
+       "eid": "ev:analysis:f872ae8bf6eeaee1",
+       "artifact": "6bb7505a929ec15dce8676bcb6765c621a5d15c56ae66fa71b6da52183c343ac",
        "node_id": "card",
        "sealed": true,
        "span": [
@@ -7586,8 +16091,8 @@
        "alias": "A1",
        "evidence_kind": "analysis",
        "evidence": "波动基线 · 波动基线没有做成：只有 0 期历史，至少要 8 期",
-       "eid": "ev:analysis:88367707fd963815",
-       "artifact": "c3ab06e1330c51f0567f410f6275a2726a38cad2bd092e145dc6c70260545e9b",
+       "eid": "ev:analysis:faa7de010775194d",
+       "artifact": "a234a885f55bde88562ab83886da7a3f2c60f9cc352ce05ca6481d32166886f0",
        "node_id": "card",
        "sealed": true,
        "span": [
@@ -7611,8 +16116,8 @@
        "alias": "A2",
        "evidence_kind": "analysis",
        "evidence": "A2.r0.delta",
-       "eid": "ev:cell:8f04cbf82264a3bb",
-       "artifact": "fce97813bea8e5e060681d5d44249705e86a6feb1f5912165984aec0c951f7dc",
+       "eid": "ev:cell:289f04710d52804d",
+       "artifact": "6bb7505a929ec15dce8676bcb6765c621a5d15c56ae66fa71b6da52183c343ac",
        "node_id": "card",
        "sealed": true,
        "span": [
@@ -7636,8 +16141,8 @@
        "alias": "A2",
        "evidence_kind": "analysis",
        "evidence": "A2.r0.delta",
-       "eid": "ev:cell:8f04cbf82264a3bb",
-       "artifact": "fce97813bea8e5e060681d5d44249705e86a6feb1f5912165984aec0c951f7dc",
+       "eid": "ev:cell:289f04710d52804d",
+       "artifact": "6bb7505a929ec15dce8676bcb6765c621a5d15c56ae66fa71b6da52183c343ac",
        "node_id": "card",
        "sealed": true,
        "span": [
@@ -7678,10 +16183,10 @@
   },
   "analyses": {
    "A1": {
-    "run_id": "ffeb7bfbcde6480fbddb573a6c6558af",
+    "run_id": "803b3fd6fc66470b8d0c8353cfd87899",
     "report": {
      "node_id": "write",
-     "doc_artifact": "047519f5bcdfea3056d2a226585cb7c33969a9f6b908940672b6bfee16a8ec75"
+     "doc_artifact": "0dfdadc2c8c470f7840b80525ae902ccbe0787e5d362fdd5a3fd2b5e8e79edb9"
     },
     "alias": "A1",
     "rendered": "波动基线没有做成：只有 0 期历史，至少要 8 期",
@@ -7696,8 +16201,8 @@
       "item": "wow",
       "node_id": "card",
       "label": "异动分析",
-      "artifact": "c3ab06e1330c51f0567f410f6275a2726a38cad2bd092e145dc6c70260545e9b",
-      "eid": "ev:analysis:88367707fd963815",
+      "artifact": "a234a885f55bde88562ab83886da7a3f2c60f9cc352ce05ca6481d32166886f0",
+      "eid": "ev:analysis:faa7de010775194d",
       "eid_ok": true,
       "cited": {
        "what": "phrase"
@@ -7765,7 +16270,7 @@
       "ref": "weekly",
       "role": "data",
       "role_label": "数据",
-      "artifact": "ec8a1a81d76fc960f4028b7e93e60e32cc84be7249edf18ef550970a6c59611e",
+      "artifact": "d22f4912d7727581f89f306343bbe2fa8392d35f001de792afd9612d0c3a1c76",
       "columns": [
        "week",
        "gmv"
@@ -7778,7 +16283,7 @@
      {
       "step": "query",
       "alias": "Q1",
-      "artifact": "ec8a1a81d76fc960f4028b7e93e60e32cc84be7249edf18ef550970a6c59611e",
+      "artifact": "d22f4912d7727581f89f306343bbe2fa8392d35f001de792afd9612d0c3a1c76",
       "node_id": "weekly",
       "tool": "db_query__shop",
       "source": "shop",
@@ -7839,7 +16344,7 @@
        "gmv": "number",
        "week": "text"
       },
-      "schema_artifact": "4c3229daead9cdde26fab4b3156cfc17eba8cec291a35b54e2af392a8a694aec",
+      "schema_artifact": "3324dd9c82f1d9ec2771f14ffbcf2344e459b9864e6a7e3106e516590f263f65",
       "catalog": [
        {
         "table": "orders",
@@ -7859,7 +16364,7 @@
       "step": "analysis_seal",
       "alias": "A1",
       "node_id": "card",
-      "artifact": "c3ab06e1330c51f0567f410f6275a2726a38cad2bd092e145dc6c70260545e9b",
+      "artifact": "a234a885f55bde88562ab83886da7a3f2c60f9cc352ce05ca6481d32166886f0",
       "ledger": true,
       "hash_ok": true,
       "eid_ok": true,
@@ -7876,10 +16381,10 @@
     }
    },
    "A2": {
-    "run_id": "ffeb7bfbcde6480fbddb573a6c6558af",
+    "run_id": "803b3fd6fc66470b8d0c8353cfd87899",
     "report": {
      "node_id": "write",
-     "doc_artifact": "047519f5bcdfea3056d2a226585cb7c33969a9f6b908940672b6bfee16a8ec75"
+     "doc_artifact": "0dfdadc2c8c470f7840b80525ae902ccbe0787e5d362fdd5a3fd2b5e8e79edb9"
     },
     "alias": "A2",
     "rendered": "销售额下降 340（-12.6%），主要来自华东（-300，占 88.2%）",
@@ -7894,8 +16399,8 @@
       "item": "where",
       "node_id": "card",
       "label": "异动分析",
-      "artifact": "fce97813bea8e5e060681d5d44249705e86a6feb1f5912165984aec0c951f7dc",
-      "eid": "ev:analysis:b11cf44f63eaa443",
+      "artifact": "6bb7505a929ec15dce8676bcb6765c621a5d15c56ae66fa71b6da52183c343ac",
+      "eid": "ev:analysis:f872ae8bf6eeaee1",
       "eid_ok": true,
       "cited": {
        "what": "phrase"
@@ -8012,7 +16517,7 @@
        {
         "key": "pct_total",
         "raw": "-0.125925925926",
-        "rendered": "-0.1259259259"
+        "rendered": "-12.6%"
        },
        {
         "key": "segments",
@@ -8032,7 +16537,7 @@
        {
         "key": "top_k_share",
         "raw": "0.882352941176",
-        "rendered": "0.8823529412"
+        "rendered": "88.2%"
        },
        {
         "key": "top_key",
@@ -8042,7 +16547,7 @@
        {
         "key": "top_share",
         "raw": "0.882352941176",
-        "rendered": "0.8823529412"
+        "rendered": "88.2%"
        }
       ],
       "formulas": [
@@ -8088,39 +16593,39 @@
        "rows": [
         [
          "华东",
-         "1000",
+         "1,000",
          "700",
          "-300",
-         "-0.3",
-         "0.882352941176",
-         null
+         "-30.0%",
+         "88.2%",
+         "—"
         ],
         [
          "华南",
          "800",
          "780",
          "-20",
-         "-0.025",
-         "0.0588235294118",
-         null
+         "-2.5%",
+         "5.9%",
+         "—"
         ],
         [
          "华北",
          "600",
          "590",
          "-10",
-         "-0.0166666666667",
-         "0.0294117647059",
-         null
+         "-1.7%",
+         "2.9%",
+         "—"
         ],
         [
          "西南",
          "300",
          "290",
          "-10",
-         "-0.0333333333333",
-         "0.0294117647059",
-         null
+         "-3.3%",
+         "2.9%",
+         "—"
         ]
        ],
        "masked": [],
@@ -8135,7 +16640,7 @@
       "ref": "weekly.r0.gmv",
       "role": "headline_base",
       "role_label": "基期总数",
-      "artifact": "ec8a1a81d76fc960f4028b7e93e60e32cc84be7249edf18ef550970a6c59611e",
+      "artifact": "d22f4912d7727581f89f306343bbe2fa8392d35f001de792afd9612d0c3a1c76",
       "row": 0,
       "column": "gmv",
       "value": "2700",
@@ -8156,7 +16661,7 @@
       "ref": "weekly.r1.gmv",
       "role": "headline_target",
       "role_label": "本期总数",
-      "artifact": "ec8a1a81d76fc960f4028b7e93e60e32cc84be7249edf18ef550970a6c59611e",
+      "artifact": "d22f4912d7727581f89f306343bbe2fa8392d35f001de792afd9612d0c3a1c76",
       "row": 1,
       "column": "gmv",
       "value": "2360",
@@ -8177,7 +16682,7 @@
       "ref": "by_region",
       "role": "data",
       "role_label": "数据",
-      "artifact": "81b47f64b0d0919842039e3492a594d69dea9a25e7f6b93ff0efc3d5bebbd0a9",
+      "artifact": "36ed6a1a4443227c0d747c5621516f59ce7a5cc345dec576c97e7f4c6ab6ebce",
       "columns": [
        "region",
        "week",
@@ -8191,7 +16696,7 @@
      {
       "step": "query",
       "alias": "Q1",
-      "artifact": "ec8a1a81d76fc960f4028b7e93e60e32cc84be7249edf18ef550970a6c59611e",
+      "artifact": "d22f4912d7727581f89f306343bbe2fa8392d35f001de792afd9612d0c3a1c76",
       "node_id": "weekly",
       "tool": "db_query__shop",
       "source": "shop",
@@ -8243,7 +16748,7 @@
        "gmv": "number",
        "week": "text"
       },
-      "schema_artifact": "4c3229daead9cdde26fab4b3156cfc17eba8cec291a35b54e2af392a8a694aec",
+      "schema_artifact": "3324dd9c82f1d9ec2771f14ffbcf2344e459b9864e6a7e3106e516590f263f65",
       "catalog": [
        {
         "table": "orders",
@@ -8255,7 +16760,7 @@
      {
       "step": "query",
       "alias": "Q2",
-      "artifact": "81b47f64b0d0919842039e3492a594d69dea9a25e7f6b93ff0efc3d5bebbd0a9",
+      "artifact": "36ed6a1a4443227c0d747c5621516f59ce7a5cc345dec576c97e7f4c6ab6ebce",
       "node_id": "by_region",
       "tool": "db_query__shop",
       "source": "shop",
@@ -8443,7 +16948,7 @@
        "region": "text",
        "week": "text"
       },
-      "schema_artifact": "4c3229daead9cdde26fab4b3156cfc17eba8cec291a35b54e2af392a8a694aec",
+      "schema_artifact": "3324dd9c82f1d9ec2771f14ffbcf2344e459b9864e6a7e3106e516590f263f65",
       "catalog": [
        {
         "table": "orders",
@@ -8463,7 +16968,7 @@
       "step": "analysis_seal",
       "alias": "A2",
       "node_id": "card",
-      "artifact": "fce97813bea8e5e060681d5d44249705e86a6feb1f5912165984aec0c951f7dc",
+      "artifact": "6bb7505a929ec15dce8676bcb6765c621a5d15c56ae66fa71b6da52183c343ac",
       "ledger": true,
       "hash_ok": true,
       "eid_ok": true,
@@ -8485,7 +16990,7 @@
    "tier": "formal",
    "report": {
     "node_id": "write",
-    "doc_artifact": "047519f5bcdfea3056d2a226585cb7c33969a9f6b908940672b6bfee16a8ec75"
+    "doc_artifact": "0dfdadc2c8c470f7840b80525ae902ccbe0787e5d362fdd5a3fd2b5e8e79edb9"
    },
    "calibers": [],
    "metrics_checked": 0,
@@ -8507,7 +17012,7 @@
       84,
       88
      ],
-     "eid": "ev:cell:8f04cbf82264a3bb"
+     "eid": "ev:cell:289f04710d52804d"
     },
     {
      "token": "-300",
@@ -8521,7 +17026,7 @@
       120,
       124
      ],
-     "eid": "ev:cell:8f04cbf82264a3bb"
+     "eid": "ev:cell:289f04710d52804d"
     }
    ],
    "stats": {
@@ -8545,13 +17050,13 @@
     "analysis_claims": 0
    },
    "gaps": [],
-   "declared_at": "2026-10-21T10:36:36.611189+00:00"
+   "declared_at": "2026-10-21T15:22:25.297775+00:00"
   }
  },
  "metric": {
-  "run_id": "153afe100eb0406e8be4d9dc7adac8d6",
+  "run_id": "9367b703c01d492891d1ae80113eb973",
   "run_class": "exploratory",
-  "doc_artifact": "e8572d3a890d844783f980891af048db3b71d7533b85ce3ca00926acc199fdca",
+  "doc_artifact": "e75fd02f25fef1593d17c4151f632755cdda3bcbfe7060c43ef4206fbcc218aa",
   "doc": {
    "analysis_claims": {
     "lexicon": 1,
@@ -8583,7 +17088,7 @@
         {
          "cite": {
           "alias": "m:wow",
-          "eid": "ev:metric:a2ec409041e4deb7",
+          "eid": "ev:metric:f800d62ed5db82c6",
           "kind": "metric",
           "locator": {
            "metric": "wow"
@@ -8626,11 +17131,11 @@
    "catalog": {
     "Q1": {
      "alias": "Q1",
-     "artifact": "5659261ab82f038f44106c558cab3c57aed2e86eb9eb0426d34c81cfc5029278",
+     "artifact": "7f6252ec2ffe6a8818000b03eba0804096439a0ea0f0a90d783d11efc2a97895",
      "columns": [
       "gmv"
      ],
-     "eid": "ev:query:60498acf9bf713c7",
+     "eid": "ev:query:6f585173ecdd78d9",
      "exec": 1,
      "kind": "query",
      "label": "db_query__shop · 1 行",
@@ -8640,15 +17145,15 @@
      "source": "shop",
      "tool": "db_query__shop",
      "truncated": false,
-     "via": "03718830cc3618e9dd3bc6bb750cc06845e4e2cc35b90499c02826e79f8441c1"
+     "via": "87eb650424e1cc8ac89d2fbeb4b9125a5c18c9572d80d40ce905975bc8a20a5b"
     },
     "Q2": {
      "alias": "Q2",
-     "artifact": "0f9d43f91a5ea754fca6cf494fc69b373fa1fadd85eaccf1dbca2b1d65542e2c",
+     "artifact": "843e7e96c4a5c036093203b54af6d7f11565aa9bb38db53b2df49c04ac2844ec",
      "columns": [
       "gmv"
      ],
-     "eid": "ev:query:62b02f6bb6886f1c",
+     "eid": "ev:query:25033729f2cf3072",
      "exec": 1,
      "kind": "query",
      "label": "db_query__shop · 1 行",
@@ -8658,20 +17163,20 @@
      "source": "shop",
      "tool": "db_query__shop",
      "truncated": false,
-     "via": "e42968afbe8ea4ca5b056fb9535eda96efba5113e3feedcff683a8c84f4dbccb"
+     "via": "0e72565a4da0b50a98b25cb5541aaab205ccd3e079e782598490c2615f4321ee"
     },
     "m:wow": {
      "alias": "m:wow",
-     "artifact": "bc5a8e29e70745eed2c7dfabc866532ba1ef1953cbc1cc8d77d9eb02da0cdf84",
+     "artifact": "ee4f584270883dad6b80a231a42f95212d4d166f5b61f6398973a3a16cbea115",
      "caliber": "周报口径",
      "comparability": {
-      "artifact": "f5d88bbccf1fdaf6ad3724cf6a2f5e0eea5defdd386e8c85cf663bc2ec14fde2",
+      "artifact": "95fae782d86479a4acd9888355ac5b8a47378a7fe2f49037c7a4416c93f2123c",
       "phrase": "两期可比，窗口长度、整期、星期构成核对不了",
       "reasons": [],
       "verdict": "comparable"
      },
      "decimals": 3,
-     "eid": "ev:metric:a2ec409041e4deb7",
+     "eid": "ev:metric:f800d62ed5db82c6",
      "format": "percent_of_ratio",
      "kind": "metric",
      "label": "环比 = -12.6%",
@@ -8691,7 +17196,7 @@
    "markdown": "环比 -12.6%。",
    "node_id": "write",
    "provenance": 1,
-   "run_id": "153afe100eb0406e8be4d9dc7adac8d6",
+   "run_id": "9367b703c01d492891d1ae80113eb973",
    "schema": "agentlab.report/1",
    "source": "环比 [[m:wow]]。",
    "stats": {
@@ -8720,7 +17225,7 @@
    "s1": {
     "report": {
      "node_id": "write",
-     "doc_artifact": "e8572d3a890d844783f980891af048db3b71d7533b85ce3ca00926acc199fdca"
+     "doc_artifact": "e75fd02f25fef1593d17c4151f632755cdda3bcbfe7060c43ef4206fbcc218aa"
     },
     "segment": {
      "id": "s1",
@@ -8735,7 +17240,7 @@
      "ref": "m:wow",
      "cite": {
       "alias": "m:wow",
-      "eid": "ev:metric:a2ec409041e4deb7",
+      "eid": "ev:metric:f800d62ed5db82c6",
       "kind": "metric",
       "locator": {
        "metric": "wow"
@@ -8787,8 +17292,8 @@
       "recompute_ok": true,
       "status": "ok",
       "node_id": "kpi",
-      "artifact": "bc5a8e29e70745eed2c7dfabc866532ba1ef1953cbc1cc8d77d9eb02da0cdf84",
-      "eid": "ev:metric:a2ec409041e4deb7",
+      "artifact": "ee4f584270883dad6b80a231a42f95212d4d166f5b61f6398973a3a16cbea115",
+      "eid": "ev:metric:f800d62ed5db82c6",
       "eid_ok": true,
       "hash_ok": true,
       "render_ok": true,
@@ -8799,7 +17304,7 @@
        "verdict": "comparable",
        "phrase": "两期可比，窗口长度、整期、星期构成核对不了",
        "reasons": [],
-       "artifact": "f5d88bbccf1fdaf6ad3724cf6a2f5e0eea5defdd386e8c85cf663bc2ec14fde2",
+       "artifact": "95fae782d86479a4acd9888355ac5b8a47378a7fe2f49037c7a4416c93f2123c",
        "hash_ok": true,
        "sealed": true,
        "method": "comparable@1",
@@ -8816,8 +17321,8 @@
          "origin": "metric",
          "node_id": "kpi",
          "label": "周报口径",
-         "artifact": "f5d88bbccf1fdaf6ad3724cf6a2f5e0eea5defdd386e8c85cf663bc2ec14fde2",
-         "eid": "ev:analysis:3cfd497192a30e70",
+         "artifact": "95fae782d86479a4acd9888355ac5b8a47378a7fe2f49037c7a4416c93f2123c",
+         "eid": "ev:analysis:fbedd7c089d2595c",
          "eid_ok": true,
          "cited": {
           "what": "phrase"
@@ -8914,37 +17419,37 @@
            [
             "同口径",
             "通过",
-            null,
-            null,
-            null
+            "—",
+            "—",
+            "—"
            ],
            [
             "窗口长度",
             "核对不了",
-            null,
-            null,
-            null
+            "—",
+            "—",
+            "—"
            ],
            [
             "整期",
             "核对不了",
             "核对不了",
             "核对不了",
-            null
+            "—"
            ],
            [
             "星期构成",
             "核对不了",
-            null,
-            null,
-            null
+            "—",
+            "—",
+            "—"
            ],
            [
             "数据问题",
             "通过",
-            null,
-            null,
-            null
+            "—",
+            "—",
+            "—"
            ]
           ],
           "masked": [],
@@ -8959,7 +17464,7 @@
          "ref": "last_week",
          "role": "base",
          "role_label": "基期",
-         "artifact": "0f9d43f91a5ea754fca6cf494fc69b373fa1fadd85eaccf1dbca2b1d65542e2c",
+         "artifact": "843e7e96c4a5c036093203b54af6d7f11565aa9bb38db53b2df49c04ac2844ec",
          "columns": [
           "gmv"
          ],
@@ -8974,7 +17479,7 @@
          "ref": "this_week",
          "role": "target",
          "role_label": "本期",
-         "artifact": "5659261ab82f038f44106c558cab3c57aed2e86eb9eb0426d34c81cfc5029278",
+         "artifact": "7f6252ec2ffe6a8818000b03eba0804096439a0ea0f0a90d783d11efc2a97895",
          "columns": [
           "gmv"
          ],
@@ -8994,7 +17499,7 @@
          "step": "analysis_seal",
          "alias": "",
          "node_id": "kpi",
-         "artifact": "f5d88bbccf1fdaf6ad3724cf6a2f5e0eea5defdd386e8c85cf663bc2ec14fde2",
+         "artifact": "95fae782d86479a4acd9888355ac5b8a47378a7fe2f49037c7a4416c93f2123c",
          "ledger": false,
          "hash_ok": true,
          "eid_ok": true,
@@ -9008,8 +17513,8 @@
      },
      {
       "step": "input",
-      "artifact": "5659261ab82f038f44106c558cab3c57aed2e86eb9eb0426d34c81cfc5029278",
-      "eid": "ev:cell:31abb0e1cb0cb3ca",
+      "artifact": "7f6252ec2ffe6a8818000b03eba0804096439a0ea0f0a90d783d11efc2a97895",
+      "eid": "ev:cell:b2aca6553acd6f1f",
       "locator": {
        "column": "gmv",
        "row": 0
@@ -9024,8 +17529,8 @@
      },
      {
       "step": "input",
-      "artifact": "0f9d43f91a5ea754fca6cf494fc69b373fa1fadd85eaccf1dbca2b1d65542e2c",
-      "eid": "ev:cell:f3221a76e3c58c31",
+      "artifact": "843e7e96c4a5c036093203b54af6d7f11565aa9bb38db53b2df49c04ac2844ec",
+      "eid": "ev:cell:85ff4ca6a21650c7",
       "locator": {
        "column": "gmv",
        "row": 0
@@ -9041,7 +17546,7 @@
      {
       "step": "query",
       "alias": "Q1",
-      "artifact": "5659261ab82f038f44106c558cab3c57aed2e86eb9eb0426d34c81cfc5029278",
+      "artifact": "7f6252ec2ffe6a8818000b03eba0804096439a0ea0f0a90d783d11efc2a97895",
       "node_id": "this_week",
       "tool": "db_query__shop",
       "source": "shop",
@@ -9080,7 +17585,7 @@
       "column_types": {
        "gmv": "number"
       },
-      "schema_artifact": "4c3229daead9cdde26fab4b3156cfc17eba8cec291a35b54e2af392a8a694aec",
+      "schema_artifact": "3324dd9c82f1d9ec2771f14ffbcf2344e459b9864e6a7e3106e516590f263f65",
       "catalog": [
        {
         "table": "orders",
@@ -9091,7 +17596,7 @@
      {
       "step": "query",
       "alias": "Q2",
-      "artifact": "0f9d43f91a5ea754fca6cf494fc69b373fa1fadd85eaccf1dbca2b1d65542e2c",
+      "artifact": "843e7e96c4a5c036093203b54af6d7f11565aa9bb38db53b2df49c04ac2844ec",
       "node_id": "last_week",
       "tool": "db_query__shop",
       "source": "shop",
@@ -9130,7 +17635,7 @@
       "column_types": {
        "gmv": "number"
       },
-      "schema_artifact": "4c3229daead9cdde26fab4b3156cfc17eba8cec291a35b54e2af392a8a694aec",
+      "schema_artifact": "3324dd9c82f1d9ec2771f14ffbcf2344e459b9864e6a7e3106e516590f263f65",
       "catalog": [
        {
         "table": "orders",
@@ -9152,7 +17657,7 @@
    }
   },
   "graph": {
-   "run_id": "153afe100eb0406e8be4d9dc7adac8d6",
+   "run_id": "9367b703c01d492891d1ae80113eb973",
    "schema": "agentlab.evidence/1",
    "seal": {
     "sealed": true,
@@ -9163,7 +17668,7 @@
    "reports": [
     {
      "node_id": "write",
-     "doc_artifact": "e8572d3a890d844783f980891af048db3b71d7533b85ce3ca00926acc199fdca",
+     "doc_artifact": "e75fd02f25fef1593d17c4151f632755cdda3bcbfe7060c43ef4206fbcc218aa",
      "doc_sealed": true,
      "hash_ok": true,
      "ok": true,
@@ -9200,11 +17705,11 @@
    "evidence": [
     {
      "alias": "Q1",
-     "eid": "ev:query:60498acf9bf713c7",
+     "eid": "ev:query:6f585173ecdd78d9",
      "kind": "query",
      "label": "db_query__shop · 1 行",
      "node_id": "this_week",
-     "artifact": "5659261ab82f038f44106c558cab3c57aed2e86eb9eb0426d34c81cfc5029278",
+     "artifact": "7f6252ec2ffe6a8818000b03eba0804096439a0ea0f0a90d783d11efc2a97895",
      "sealed": true,
      "cited_by": [],
      "units": [],
@@ -9219,11 +17724,11 @@
     },
     {
      "alias": "Q2",
-     "eid": "ev:query:62b02f6bb6886f1c",
+     "eid": "ev:query:25033729f2cf3072",
      "kind": "query",
      "label": "db_query__shop · 1 行",
      "node_id": "last_week",
-     "artifact": "0f9d43f91a5ea754fca6cf494fc69b373fa1fadd85eaccf1dbca2b1d65542e2c",
+     "artifact": "843e7e96c4a5c036093203b54af6d7f11565aa9bb38db53b2df49c04ac2844ec",
      "sealed": true,
      "cited_by": [],
      "units": [],
@@ -9238,11 +17743,11 @@
     },
     {
      "alias": "m:wow",
-     "eid": "ev:metric:a2ec409041e4deb7",
+     "eid": "ev:metric:f800d62ed5db82c6",
      "kind": "metric",
      "label": "环比 = -12.6%",
      "node_id": "kpi",
-     "artifact": "bc5a8e29e70745eed2c7dfabc866532ba1ef1953cbc1cc8d77d9eb02da0cdf84",
+     "artifact": "ee4f584270883dad6b80a231a42f95212d4d166f5b61f6398973a3a16cbea115",
      "sealed": true,
      "cited_by": [
       "s1"
@@ -9292,7 +17797,7 @@
    "mode": "cited"
   },
   "audit": {
-   "run_id": "153afe100eb0406e8be4d9dc7adac8d6",
+   "run_id": "9367b703c01d492891d1ae80113eb973",
    "schema": "agentlab.evidence.audit/1",
    "mode": "cited",
    "seal": {
@@ -9306,7 +17811,7 @@
    "reports": [
     {
      "node_id": "write",
-     "doc_artifact": "e8572d3a890d844783f980891af048db3b71d7533b85ce3ca00926acc199fdca",
+     "doc_artifact": "e75fd02f25fef1593d17c4151f632755cdda3bcbfe7060c43ef4206fbcc218aa",
      "hash_ok": true,
      "doc_sealed": true,
      "fields": [
@@ -9358,8 +17863,8 @@
        "alias": "m:wow",
        "evidence_kind": "metric",
        "evidence": "环比 = -12.6%",
-       "eid": "ev:metric:a2ec409041e4deb7",
-       "artifact": "bc5a8e29e70745eed2c7dfabc866532ba1ef1953cbc1cc8d77d9eb02da0cdf84",
+       "eid": "ev:metric:f800d62ed5db82c6",
+       "artifact": "ee4f584270883dad6b80a231a42f95212d4d166f5b61f6398973a3a16cbea115",
        "node_id": "kpi",
        "sealed": true,
        "span": [
@@ -9404,7 +17909,7 @@
    "tier": "formal",
    "report": {
     "node_id": "write",
-    "doc_artifact": "e8572d3a890d844783f980891af048db3b71d7533b85ce3ca00926acc199fdca"
+    "doc_artifact": "e75fd02f25fef1593d17c4151f632755cdda3bcbfe7060c43ef4206fbcc218aa"
    },
    "calibers": [],
    "metrics_checked": 0,
@@ -9426,7 +17931,7 @@
       3,
       9
      ],
-     "eid": "ev:metric:a2ec409041e4deb7"
+     "eid": "ev:metric:f800d62ed5db82c6"
     }
    ],
    "stats": {
@@ -9450,7 +17955,7 @@
     "analysis_claims": 0
    },
    "gaps": [],
-   "declared_at": "2026-10-21T10:36:37.326911+00:00"
+   "declared_at": "2026-10-21T15:22:25.849170+00:00"
   }
  }
 }
\ No newline at end of file
diff --git a/scripts/check-evidence.mjs b/scripts/check-evidence.mjs
index 2d5f4688..472d14d1 100644
--- a/scripts/check-evidence.mjs
+++ b/scripts/check-evidence.mjs
@@ -614,6 +614,15 @@ await section('analysis', '分析结论：判定语、具名的数、结果表
   check('计算一步：关键数的代入式照服务端', (await calc.locator('[data-ev-analysis-formulas]').innerText()).includes('华东的占比 = 华东的变化 ÷ 总变化 = -300 ÷ （-340） = 88.2%'))
   check('……具名的数、结果表（表头是给人看的列名）', await calc.locator('[data-ev-analysis-value="top_share"]').count() === 1
     && (await calc.locator('[data-ev-analysis-table] th').allInnerTexts()).join('、').includes('占变化的比重'))
+  // 第 2 波 S1：占比、变化率按百分数显示（以前照原样写 0.8823529412），空格写「—」不写 null
+  check('……具名的数按结论记的格式写：占比 88.2%，不是 0.8823529412',
+    (await calc.locator('[data-ev-analysis-value="top_share"]').innerText()).includes('88.2%')
+    && !(await calc.locator('[data-ev-analysis-value="top_share"]').innerText()).includes('0.88'))
+  const calcRows = (await calc.locator('[data-ev-analysis-table] tbody tr').allInnerTexts()).map((t) => t.replace(/\s+/g, ' '))
+  check('……结果表照结论记的格式写：变化率 -30.0%、占变化的比重 88.2%，空格写「—」',
+    calcRows[0].includes('-30.0%') && calcRows[0].includes('88.2%') && !calcRows[0].includes('null')
+    && !calcRows[0].includes('-0.3') && !(await calc.locator('[data-ev-analysis-table] tbody').innerText()).includes('null'),
+    calcRows[0])
   const inputs = p.locator('[data-ev-analysis-input]')
   check('输入一步：每份一节（基期总数、本期总数、数据）', JSON.stringify(await inputs.evaluateAll((els) => els.map((e) => e.dataset.evAnalysisInput)))
     === JSON.stringify(['headline_base', 'headline_target', 'data']))
@@ -627,6 +636,14 @@ await section('analysis', '分析结论：判定语、具名的数、结果表
   check('分析结论的数不走口径账本：没有「口径」一步', await p.locator('[data-ev-ledger]').count() === 0)
   check('面板底下写服务端的说明（判定只说明变化来自哪里）', (await p.locator('[data-ev-analysis-note]').innerText()).includes('判定只说明变化来自哪里'))
 
+  // 没写换算的具名的数、结果表的格：按结论记的格式显示（第 2 波 S1），正文、出处链、整表一致
+  for (const [sid, text] of [['s19', '-30.0%'], ['s21', '88.2%'], ['s23', '88.2%']]) {
+    check(`没写换算的 ${sid === 's23' ? '具名的数 [[a:A1.top_share]]' : '结果表的格 [[v:A1.r0.' + (sid === 's19' ? 'pct' : 'share') + ']]'}按结论记的格式显示 ${text}`,
+      (await box.locator(`[data-seg="${sid}"]`).innerText()) === text, await box.locator(`[data-seg="${sid}"]`).innerText())
+  }
+  check('……整表 [[table:A1 cols=region,delta,pct,share]] 的格也按格式写', (await box.locator('[data-seg="s38"]').innerText()) === '-30.0%'
+    && (await box.locator('[data-seg="s40"]').innerText()) === '88.2%')
+
   // 具名的数、结果表的格：同一条链，「这一处引用的是」写清是哪一项，被引用的那个描出来
   await box.locator('[data-seg="s9"]').click()
   await p.locator('[data-ev-analysis-cited="value"]').waitFor({ timeout: 8000 })