diff --git a/backend/src/services/risk.service.ts b/backend/src/services/risk.service.ts
index dae8f27..1522f3a 100644
--- a/backend/src/services/risk.service.ts
+++ b/backend/src/services/risk.service.ts
@@ -447,9 +447,16 @@ export async function runRiskDetection(orgId: string) {
   // 按 employeeId:type 归并，不依赖 actionUrl（actionUrl 可能因天数变化而不同）
   const existingRisks = await prisma.riskItem.findMany({
     where: { orgId, status: { in: ['PENDING', 'RESOLVED', 'IGNORED'] } },
-    select: { employeeId: true, type: true },
+    select: { id: true, employeeId: true, type: true, title: true, status: true },
   })
   const existingKeys = new Set(existingRisks.map((r: typeof existingRisks[number]) => `${r.employeeId}:${r.type}`))
+  // PENDING 风险的 employeeId:type → record 映射，用于更新标题
+  const pendingRiskMap = new Map<string, typeof existingRisks[number]>()
+  for (const r of existingRisks) {
+    if (r.status === 'PENDING' && r.employeeId) {
+      pendingRiskMap.set(`${r.employeeId}:${r.type}`, r)
+    }
+  }
 
   // 当月任务去重：检查所有状态（含 RESOLVED/IGNORED），避免已完成的当月任务被重新创建
   const currentMonth = `${new Date().getFullYear()}-${String(new Date().getMonth() + 1).padStart(2, '0')}`
@@ -477,10 +484,41 @@ export async function runRiskDetection(orgId: string) {
   // 月度任务用 monthlyKeys 去重，其他任务用 existingKeys 去重
   const nonMonthlyRisks = [...contractRisks, ...terminationRisks, ...onboardingRisks, ...specialStatusRisks]
   const toCreate = [
-    ...nonMonthlyRisks.filter((r) => !existingKeys.has(`${r.employeeId}:${r.type}:${r.actionUrl}`)),
+    ...nonMonthlyRisks.filter((r) => !existingKeys.has(`${r.employeeId}:${r.type}`)),
     ...monthlyTasks.filter((r) => !monthlyKeys.has(`${r.employeeId}:${r.title}`)),
   ]
 
+  // 更新已存在的 PENDING 风险：标题/量化信息可能因天数变化而变化
+  const toUpdate: { id: string; title: string; description: string; estimatedLoss: number; lossRange: [number, number]; deadline?: Date }[] = []
+  for (const r of nonMonthlyRisks) {
+    const key = `${r.employeeId}:${r.type}`
+    const existing = pendingRiskMap.get(key)
+    if (existing && existing.title !== r.title) {
+      const emp = r.employeeId ? empMap.get(r.employeeId) : null
+      const cost = estimateRiskCost(r, emp)
+      toUpdate.push({
+        id: existing.id,
+        title: r.title,
+        description: r.description,
+        estimatedLoss: cost.estimatedLoss,
+        lossRange: cost.lossRange,
+        deadline: cost.deadline,
+      })
+    }
+  }
+  for (const u of toUpdate) {
+    await prisma.riskItem.update({
+      where: { id: u.id },
+      data: {
+        title: u.title,
+        description: u.description,
+        estimatedLoss: u.estimatedLoss,
+        lossRange: u.lossRange,
+        deadline: u.deadline,
+      },
+    })
+  }
+
   if (toCreate.length > 0) {
     // 为每个风险计算量化信息
     const createData = toCreate.map((r) => {
@@ -527,9 +565,8 @@ export async function getDashboardData(orgId: string) {
     prisma.riskItem.count({ where: { orgId, status: 'PENDING' } }),
     prisma.riskItem.findMany({
       where: { orgId, status: 'PENDING' },
-      include: { employee: true },
-      orderBy: [{ level: 'asc' }, { createdAt: 'desc' }],
-      take: 10,
+      include: { employee: { select: { id: true, name: true, department: true, idCardHash: true } } },
+      orderBy: [{ level: 'asc' }, { estimatedLoss: 'desc' }],
     }),
     prisma.riskItem.findMany({
       where: { orgId, status: 'RESOLVED' },
@@ -759,9 +796,42 @@ export async function getDashboardData(orgId: string) {
       lossRange: r.lossRange as [number, number] | null,
       deadline: r.deadline?.toISOString().slice(0, 10) || null,
       daysUntilDeadline,
+      employeeName: r.employee?.name || null,
+      employeeDepartment: r.employee?.department || null,
+      employeeIdCardHash: r.employee?.idCardHash || null,
     }
   })
 
+  // 按员工 + 风险类别去重：同一员工同一类别只保留 estimatedLoss 最大的一条
+  function getTodoRiskCategoryKey(title: string): string {
+    if (title.includes('未签合同') && title.includes('无固定期限')) return 'CONTRACT_UNSIGNED_OVER_YEAR'
+    if (title.includes('未签合同') && title.includes('个月')) return 'CONTRACT_UNSIGNED'
+    if (title.includes('到期') && title.includes('未续签')) return 'CONTRACT_EXPIRED'
+    if (title.includes('即将到期')) return 'CONTRACT_EXPIRING'
+    if (title.includes('试用期')) return 'CONTRACT_PROBATION'
+    if (title.includes('入职手续未完成')) return 'ONBOARDING_INCOMPLETE'
+    if (title.includes('孕期') || title.includes('哺乳期')) return 'SPECIAL_PREGNANCY'
+    if (title.includes('工伤')) return 'SPECIAL_INJURY'
+    if (title.includes('医疗期')) return 'SPECIAL_MEDICAL'
+    if (title.includes('社保')) return 'MONTHLY_SOCIAL'
+    if (title.includes('公积金')) return 'MONTHLY_HOUSING'
+    if (title.includes('工资')) return 'MONTHLY_PAYROLL'
+    if (title.includes('个税')) return 'MONTHLY_TAX'
+    return title.replace(/\d+/g, '').trim()
+  }
+
+  const dedupedTodoMap = new Map<string, typeof todosWithCost[number]>()
+  for (const t of todosWithCost) {
+    const personKey = t.employeeIdCardHash || t.employeeName || t.id
+    const catKey = getTodoRiskCategoryKey(t.title || '')
+    const dedupKey = `${personKey}:${catKey}`
+    const existing = dedupedTodoMap.get(dedupKey)
+    if (!existing || t.estimatedLoss > existing.estimatedLoss) {
+      dedupedTodoMap.set(dedupKey, t)
+    }
+  }
+  const dedupedTodos = Array.from(dedupedTodoMap.values())
+
   // 按优先级排序：URGENT > HIGH > MEDIUM > LOW
   const priorityOrder = { URGENT: 0, HIGH: 1, MEDIUM: 2, LOW: 3 }
   todosWithCost.sort((a, b) => priorityOrder[a.priority] - priorityOrder[b.priority])
@@ -783,9 +853,11 @@ export async function getDashboardData(orgId: string) {
     }))
 
   // 紧急风险横幅：最高优先级且预估损失>0
-  const urgentRisk = todosWithCost.find((t) => t.priority === 'URGENT' && t.estimatedLoss > 0) || null
+  const urgentRisk = dedupedTodos.find((t) => t.priority === 'URGENT' && t.estimatedLoss > 0) || null
 
-  const todos = todosWithCost
+  // 按优先级排序去重后的 todos
+  dedupedTodos.sort((a, b) => priorityOrder[a.priority] - priorityOrder[b.priority])
+  const todos = dedupedTodos
 
   const resolvedTodos = resolvedItems.map((r: typeof resolvedItems[number]) => ({
     id: r.id,
diff --git a/frontend/src/pages/Dashboard.tsx b/frontend/src/pages/Dashboard.tsx
index 2082a13..58b8b20 100644
--- a/frontend/src/pages/Dashboard.tsx
+++ b/frontend/src/pages/Dashboard.tsx
@@ -978,8 +978,14 @@ export default function Dashboard() {
                       <Link to={todo.actionUrl} className="flex items-center gap-2.5 flex-1">
                         <TodoIcon type={todo.type} level={todo.level} />
                         <div className="flex flex-col">
-                          <div className="flex items-center gap-1.5">
-                            <span className="text-xs text-gray-800">{todo.title}</span>
+                          <div className="flex items-center gap-1.5 flex-wrap">
+                            {todo.employeeName && (
+                              <span className="text-xs font-bold text-gray-900">{todo.employeeName}</span>
+                            )}
+                            {todo.employeeDepartment && (
+                              <span className="text-xs text-gray-400">{todo.employeeDepartment}</span>
+                            )}
+                            <span className="text-xs text-gray-700">{todo.title}</span>
                             {todo.priority && priorityConfig[todo.priority] && (
                               <span className={`px-1 py-0.5 rounded text-xs font-medium ${priorityConfig[todo.priority].bg} ${priorityConfig[todo.priority].color}`}>
                                 {priorityConfig[todo.priority].label}
diff --git a/frontend/src/types/index.ts b/frontend/src/types/index.ts
index 5ef5585..448bdeb 100644
--- a/frontend/src/types/index.ts
+++ b/frontend/src/types/index.ts
@@ -108,6 +108,8 @@ export interface DashboardData {
     lossRange: [number, number] | null
     deadline: string | null
     daysUntilDeadline: number | null
+    employeeName: string | null
+    employeeDepartment: string | null
   }[]
   resolvedTodos: {
     id: string