diff --git a/frontend/src/views/CMAKnowledge.vue b/frontend/src/views/CMAKnowledge.vue
index b263704e..dfdce000 100644
--- a/frontend/src/views/CMAKnowledge.vue
+++ b/frontend/src/views/CMAKnowledge.vue
@@ -165,6 +165,7 @@
 import { ref, computed } from "vue"
 import { ElMessage } from "element-plus"
 import { ethicsQuizApi } from "../api/index"
+import api from "../api/index"
 
 // ── Tab ──
 const activeTab = ref("knowledge")
@@ -475,6 +476,67 @@ const searchResults = computed(() => {
   return results
 })
 
+// ── 动态知识库：从API加载（2026-08-26新增，支持CMA案例/税务合规/方法论等） ──
+const dynamicLoaded = ref(false)
+const CAT_LABELS: Record<string, string> = {
+  term: "术语解释", formula: "公式", practice: "实践", faq: "FAQ",
+  "CMA完整文档": "CMA完整文档", "管理会计方法": "管理会计方法", KPI设定: "KPI设定",
+  OKR: "OKR", "战略修正": "战略修正", 方法论: "方法论", "税务合规": "税务合规",
+  "CMA案例": "CMA案例",
+}
+const CAT_ICONS: Record<string, string> = {
+  term: "📖", formula: "🧮", practice: "🛠️", faq: "❓",
+  "CMA完整文档": "📚", "管理会计方法": "📐", KPI设定: "🎯",
+  OKR: "⭕", "战略修正": "🎯", 方法论: "📊", "税务合规": "🧾",
+  "CMA案例": "📖",
+}
+
+async function loadDynamicArticles() {
+  if (dynamicLoaded.value) return
+  try {
+    const r: any = await api.get('/knowledge-articles')
+    const list = Array.isArray(r.data) ? r.data : (r.data?.data || r.data?.items || [])
+    if (!Array.isArray(list) || list.length === 0) return
+    // 排除静态已有的基础分类（term/formula/practice/faq 保留静态内容）
+    const dynamic = list.filter((a: any) => !["term", "formula", "practice", "faq"].includes(a.category))
+    if (dynamic.length === 0) return
+    // 按分类聚合
+    const grouped: Record<string, any[]> = {}
+    for (const a of dynamic) {
+      const key = a.category || "其他"
+      if (!grouped[key]) grouped[key] = []
+      grouped[key].push({
+        title: a.title,
+        summary: a.summary || "",
+        content: a.content || "",
+        id: a.id,
+      })
+    }
+    // 合并到categories（已有分类追加，新分类新增）
+    const existingKeys = new Set(categories.value.map((c: any) => c.key))
+    for (const [key, items] of Object.entries(grouped)) {
+      const existing = categories.value.find((c: any) => c.key === key)
+      if (existing) {
+        existing.items.push(...items)
+      } else {
+        categories.value.push({
+          name: CAT_LABELS[key] || key,
+          icon: CAT_ICONS[key] || "📄",
+          key,
+          items,
+        })
+      }
+    }
+    dynamicLoaded.value = true
+  } catch (e) {
+    console.error("加载动态知识库失败", e)
+  }
+}
+
+// 页面加载时拉取动态知识库
+import { onMounted } from "vue"
+onMounted(() => { loadDynamicArticles() })
+
 function catLabel(key: string) {
   const map: Record<string, string> = { term: "术语", formula: "公式", practice: "实践", faq: "FAQ" }
   return map[key] || key