diff --git a/apps/web/messages/en.json b/apps/web/messages/en.json
index 8c248c66..a50decbd 100644
--- a/apps/web/messages/en.json
+++ b/apps/web/messages/en.json
@@ -3611,6 +3611,45 @@
             "next": "下一步：{gates} 個 learning / trust gate 未打開。"
           }
         },
+        "agentWorkload": {
+          "title": "AI Agent 工作量與專業分工",
+          "badge": "OpenClaw / Hermes / Nemotron / Security-SRE",
+          "summary": "目前可見工作量 {workload} 件；其中負責人審核 {review} 件、阻擋 {blocked} 件，正式寫入 / Telegram / 機密讀取 / 破壞性操作邊界總數 {live}。",
+          "labels": {
+            "review": "審核 {count}",
+            "blocked": "阻擋 {count}"
+          },
+          "agents": {
+            "openclaw": {
+              "label": "OpenClaw",
+              "mission": "仲裁、風險分級、乾跑候選與負責人審核包主責；不靠身份保護，仍接受市場與回放數據挑戰。",
+              "telegram": "Telegram：{reviews} 件需審核時只產摘要/批准包，不直接發正式處置。",
+              "learning": "學習：承接 {candidates} 個 PlayBook / KM 候選，等待 gate 後寫回。",
+              "next": "下一步：整理 {dryRuns} 個乾跑候選與 {high} 個高風險審核包。"
+            },
+            "hermes": {
+              "label": "Hermes",
+              "mission": "報告、圖表、回執、RAG / KM 摘要與 Telegram 無發送預覽主責。",
+              "telegram": "Telegram：{drafts} 個佇列草稿先做無發送預覽，正式發送仍需 gate。",
+              "learning": "學習：KM draft {km} 筆，learning gate {gates} 個未開。",
+              "next": "下一步：產 {reports} 份報告資產與 {charts} 個圖表來源。"
+            },
+            "nemotron": {
+              "label": "Nemotron",
+              "mission": "市場版本雷達、回放、shadow scorecard 與模型候選比較主責；未通過 gate 不切 provider。",
+              "telegram": "Telegram：{replays} 次回放只進摘要候選，不做正式發送。",
+              "learning": "學習：市場候選 {market}、版本漂移 {drift} 形成比較證據。",
+              "next": "下一步：shadow 通過 {passed}/{total}，未批准前不升級路由。"
+            },
+            "securitySre": {
+              "label": "Security / SRE",
+              "mission": "權限模型、主機/服務 gate、執行期寫入邊界、Verifier 與回滾檢查主責。",
+              "telegram": "Telegram：{gates} 條 gate 只產風險/批准摘要，禁止直接 Bot API 操作。",
+              "learning": "學習：Verifier / 服務健康證據 {verifiers} 筆進入審計與回寫候選。",
+              "next": "下一步：{blocked} 個被阻擋的執行期 / 寫入類別維持預設關閉。"
+            }
+          }
+        },
         "executionQueue": {
           "title": "全面授權後推進佇列",
           "badge": "低中風險自動準備 · 高風險等審核",
diff --git a/apps/web/messages/zh-TW.json b/apps/web/messages/zh-TW.json
index 8c248c66..a50decbd 100644
--- a/apps/web/messages/zh-TW.json
+++ b/apps/web/messages/zh-TW.json
@@ -3611,6 +3611,45 @@
             "next": "下一步：{gates} 個 learning / trust gate 未打開。"
           }
         },
+        "agentWorkload": {
+          "title": "AI Agent 工作量與專業分工",
+          "badge": "OpenClaw / Hermes / Nemotron / Security-SRE",
+          "summary": "目前可見工作量 {workload} 件；其中負責人審核 {review} 件、阻擋 {blocked} 件，正式寫入 / Telegram / 機密讀取 / 破壞性操作邊界總數 {live}。",
+          "labels": {
+            "review": "審核 {count}",
+            "blocked": "阻擋 {count}"
+          },
+          "agents": {
+            "openclaw": {
+              "label": "OpenClaw",
+              "mission": "仲裁、風險分級、乾跑候選與負責人審核包主責；不靠身份保護，仍接受市場與回放數據挑戰。",
+              "telegram": "Telegram：{reviews} 件需審核時只產摘要/批准包，不直接發正式處置。",
+              "learning": "學習：承接 {candidates} 個 PlayBook / KM 候選，等待 gate 後寫回。",
+              "next": "下一步：整理 {dryRuns} 個乾跑候選與 {high} 個高風險審核包。"
+            },
+            "hermes": {
+              "label": "Hermes",
+              "mission": "報告、圖表、回執、RAG / KM 摘要與 Telegram 無發送預覽主責。",
+              "telegram": "Telegram：{drafts} 個佇列草稿先做無發送預覽，正式發送仍需 gate。",
+              "learning": "學習：KM draft {km} 筆，learning gate {gates} 個未開。",
+              "next": "下一步：產 {reports} 份報告資產與 {charts} 個圖表來源。"
+            },
+            "nemotron": {
+              "label": "Nemotron",
+              "mission": "市場版本雷達、回放、shadow scorecard 與模型候選比較主責；未通過 gate 不切 provider。",
+              "telegram": "Telegram：{replays} 次回放只進摘要候選，不做正式發送。",
+              "learning": "學習：市場候選 {market}、版本漂移 {drift} 形成比較證據。",
+              "next": "下一步：shadow 通過 {passed}/{total}，未批准前不升級路由。"
+            },
+            "securitySre": {
+              "label": "Security / SRE",
+              "mission": "權限模型、主機/服務 gate、執行期寫入邊界、Verifier 與回滾檢查主責。",
+              "telegram": "Telegram：{gates} 條 gate 只產風險/批准摘要，禁止直接 Bot API 操作。",
+              "learning": "學習：Verifier / 服務健康證據 {verifiers} 筆進入審計與回寫候選。",
+              "next": "下一步：{blocked} 個被阻擋的執行期 / 寫入類別維持預設關閉。"
+            }
+          }
+        },
         "executionQueue": {
           "title": "全面授權後推進佇列",
           "badge": "低中風險自動準備 · 高風險等審核",
diff --git a/apps/web/src/app/[locale]/governance/tabs/automation-inventory-tab.tsx b/apps/web/src/app/[locale]/governance/tabs/automation-inventory-tab.tsx
index 341ffe93..625d75e6 100644
--- a/apps/web/src/app/[locale]/governance/tabs/automation-inventory-tab.tsx
+++ b/apps/web/src/app/[locale]/governance/tabs/automation-inventory-tab.tsx
@@ -5465,6 +5465,126 @@ export function AutomationInventoryTab() {
   )
   const globalControlQueueOwnerReview = highRiskOwnerQueueItems + reportRuntimeApprovals + runtimeShadowApprovals + learningWritebackApprovals
   const globalControlQueueBlocked = highRiskOwnerQueueBlocked + operationPermissionBlocked + runtimeShadowBlocked + reportRuntimeBlocked
+  const openClawWorkload = (
+    serviceHealthActions
+    + candidateDryRunNeedsReview
+    + lowMediumWhitelistCandidates
+    + highRiskOwnerQueueItems
+    + operationPermissionHumanApproval
+    + explicitApprovalTaskCount
+  )
+  const openClawOwnerReview = (
+    candidateDryRunNeedsReview
+    + highRiskOwnerQueueItems
+    + operationPermissionHumanApproval
+  )
+  const hermesWorkload = (
+    reportRuntimeReady
+    + reportDryRunArtifacts
+    + reportDryRunQueueDrafts
+    + matchedPlaybookCandidates
+    + taskResultKmDrafts
+    + hostStatefulInventory.rollups.readonly_probe_step_count
+  )
+  const hermesOwnerReview = reportRuntimeApprovals + reportDryRunApprovals + reportFixtureApprovals + learningWritebackApprovals
+  const nemotronWorkload = (
+    runtimeShadowCandidates
+    + runtimeShadowReplays
+    + dependencySupplyChainDriftMonitor.rollups.drift_candidate_count
+    + warRoomMarketCandidates
+    + providerRouteGateApprovals
+  )
+  const nemotronOwnerReview = runtimeShadowApprovals + providerRouteGateApprovals + dependencySupplyChainDriftMonitor.rollups.blocked_operation_count
+  const securitySreWorkload = (
+    operationPermissionCategories
+    + highRiskOwnerQueueItems
+    + serviceHealthOperatorReviews
+    + giteaRunnerActions
+    + runtimeWriteApprovals
+  )
+  const securitySreOwnerReview = operationPermissionHumanApproval + highRiskOwnerQueueItems + runtimeWriteApprovals
+  const agentWorkloadTotal = openClawWorkload + hermesWorkload + nemotronWorkload + securitySreWorkload
+  const agentWorkloadOwnerReviewTotal = openClawOwnerReview + hermesOwnerReview + nemotronOwnerReview + securitySreOwnerReview
+  const agentWorkloadBlockedTotal = (
+    highRiskOwnerQueueBlocked
+    + operationPermissionBlocked
+    + runtimeShadowBlocked
+    + reportRuntimeBlocked
+    + lowMediumWhitelistBlocked
+    + dependencySupplyChainDriftMonitor.rollups.blocked_operation_count
+  )
+  const agentWorkloadLiveBoundaryTotal = (
+    globalControlLiveWriteAllowedTotal
+    + globalControlTelegramSendTotal
+    + operationPermissionSecretReads
+    + operationPermissionDestructive
+  )
+  const globalControlAgentWorkloadRows: Array<{
+    key: string
+    label: string
+    mission: string
+    workload: number
+    ownerReview: number
+    blocked: number
+    telegram: string
+    learning: string
+    next: string
+    tone: 'ok' | 'warn' | 'danger' | 'neutral'
+    icon: ReactNode
+  }> = [
+    {
+      key: 'openclaw',
+      label: t('globalControl.agentWorkload.agents.openclaw.label'),
+      mission: t('globalControl.agentWorkload.agents.openclaw.mission'),
+      workload: openClawWorkload,
+      ownerReview: openClawOwnerReview,
+      blocked: highRiskOwnerQueueBlocked + operationPermissionBlocked + lowMediumWhitelistBlocked,
+      telegram: t('globalControl.agentWorkload.agents.openclaw.telegram', { reviews: openClawOwnerReview }),
+      learning: t('globalControl.agentWorkload.agents.openclaw.learning', { candidates: matchedPlaybookCandidates + taskResultKmDrafts }),
+      next: t('globalControl.agentWorkload.agents.openclaw.next', { dryRuns: candidateDryRunNeedsReview, high: highRiskOwnerQueueItems }),
+      tone: openClawOwnerReview + highRiskOwnerQueueBlocked + operationPermissionBlocked > 0 ? 'warn' : 'ok',
+      icon: <Target size={15} />,
+    },
+    {
+      key: 'hermes',
+      label: t('globalControl.agentWorkload.agents.hermes.label'),
+      mission: t('globalControl.agentWorkload.agents.hermes.mission'),
+      workload: hermesWorkload,
+      ownerReview: hermesOwnerReview,
+      blocked: reportRuntimeBlocked + learningWritebackBlockedWrites + taskResultBlocked,
+      telegram: t('globalControl.agentWorkload.agents.hermes.telegram', { drafts: reportDryRunQueueDrafts }),
+      learning: t('globalControl.agentWorkload.agents.hermes.learning', { km: taskResultKmDrafts, gates: learningWritebackApprovals }),
+      next: t('globalControl.agentWorkload.agents.hermes.next', { reports: reportDryRunArtifacts, charts: visibleReportStatusCharts.length + visibleReportCharts.length }),
+      tone: hermesOwnerReview + reportRuntimeBlocked + learningWritebackApprovals > 0 ? 'warn' : 'ok',
+      icon: <MessageSquareText size={15} />,
+    },
+    {
+      key: 'nemotron',
+      label: t('globalControl.agentWorkload.agents.nemotron.label'),
+      mission: t('globalControl.agentWorkload.agents.nemotron.mission'),
+      workload: nemotronWorkload,
+      ownerReview: nemotronOwnerReview,
+      blocked: runtimeShadowBlocked + dependencySupplyChainDriftMonitor.rollups.blocked_operation_count + providerRouteDeniedCount,
+      telegram: t('globalControl.agentWorkload.agents.nemotron.telegram', { replays: runtimeShadowReplays }),
+      learning: t('globalControl.agentWorkload.agents.nemotron.learning', { market: warRoomMarketCandidates, drift: dependencySupplyChainDriftMonitor.rollups.drift_candidate_count }),
+      next: t('globalControl.agentWorkload.agents.nemotron.next', { passed: runtimeShadowPassed, total: runtimeShadowCandidates }),
+      tone: runtimeShadowBlocked + nemotronOwnerReview > 0 ? 'warn' : 'ok',
+      icon: <RefreshCw size={15} />,
+    },
+    {
+      key: 'securitySre',
+      label: t('globalControl.agentWorkload.agents.securitySre.label'),
+      mission: t('globalControl.agentWorkload.agents.securitySre.mission'),
+      workload: securitySreWorkload,
+      ownerReview: securitySreOwnerReview,
+      blocked: operationPermissionBlocked + runtimeWriteBlockedActions + serviceHealthOperatorReviews,
+      telegram: t('globalControl.agentWorkload.agents.securitySre.telegram', { gates: operationPermissionGates }),
+      learning: t('globalControl.agentWorkload.agents.securitySre.learning', { verifiers: serviceHealthOperatorReviews + runtimeVerifierActions }),
+      next: t('globalControl.agentWorkload.agents.securitySre.next', { blocked: operationPermissionBlocked + runtimeWriteBlockedActions }),
+      tone: operationPermissionBlocked + runtimeWriteBlockedActions + highRiskOwnerQueueItems > 0 ? 'danger' : 'ok',
+      icon: <ShieldAlert size={15} />,
+    },
+  ]
   const globalControlExecutionQueueRows: Array<{
     key: string
     label: string
@@ -5803,6 +5923,70 @@ export function AutomationInventoryTab() {
             </div>
           </div>
 
+          <div style={{ padding: 12, border: '0.5px solid #d7d2f4', borderRadius: 7, background: '#fbfaff', display: 'flex', flexDirection: 'column', gap: 11, minWidth: 0 }}>
+            <div style={{ display: 'flex', alignItems: 'flex-start', justifyContent: 'space-between', gap: 10, flexWrap: 'wrap' }}>
+              <div style={{ display: 'flex', flexDirection: 'column', gap: 4, minWidth: 0 }}>
+                <SmallLabel>{t('globalControl.agentWorkload.title')}</SmallLabel>
+                <span style={{ fontFamily: "'DM Mono', monospace", fontSize: 10, color: '#625f78', lineHeight: 1.5, overflowWrap: 'anywhere' }}>
+                  {t('globalControl.agentWorkload.summary', {
+                    workload: agentWorkloadTotal,
+                    review: agentWorkloadOwnerReviewTotal,
+                    blocked: agentWorkloadBlockedTotal,
+                    live: agentWorkloadLiveBoundaryTotal,
+                  })}
+                </span>
+              </div>
+              <Chip value={t('globalControl.agentWorkload.badge')} muted />
+            </div>
+            <div style={{ display: 'grid', gridTemplateColumns: 'repeat(4, minmax(0, 1fr))', gap: 10 }} className="automation-inventory-global-control-agent-workload-grid">
+              {globalControlAgentWorkloadRows.map(row => {
+                const color = toneColor(row.tone)
+                return (
+                  <div key={row.key} style={{ padding: 11, border: `0.5px solid ${color}44`, borderRadius: 7, background: '#fff', display: 'flex', flexDirection: 'column', gap: 8, minWidth: 0 }}>
+                    <div style={{ display: 'flex', justifyContent: 'space-between', gap: 8, alignItems: 'flex-start', minWidth: 0 }}>
+                      <div style={{ display: 'flex', gap: 7, alignItems: 'center', minWidth: 0 }}>
+                        <div style={{
+                          width: 28,
+                          height: 28,
+                          borderRadius: 7,
+                          border: `0.5px solid ${color}55`,
+                          background: `${color}12`,
+                          color,
+                          display: 'flex',
+                          alignItems: 'center',
+                          justifyContent: 'center',
+                          flexShrink: 0,
+                        }}>
+                          {row.icon}
+                        </div>
+                        <span style={{ fontFamily: 'Syne, sans-serif', fontSize: 13, fontWeight: 760, color: '#141413', lineHeight: 1.2, overflowWrap: 'anywhere' }}>
+                          {row.label}
+                        </span>
+                      </div>
+                      <Chip value={String(row.workload)} muted={row.tone === 'ok'} />
+                    </div>
+                    <span style={{ fontFamily: "'DM Mono', monospace", fontSize: 10, color: '#625f78', lineHeight: 1.45, overflowWrap: 'anywhere' }}>
+                      {row.mission}
+                    </span>
+                    <div style={{ display: 'flex', flexWrap: 'wrap', gap: 6 }}>
+                      <Chip value={t('globalControl.agentWorkload.labels.review', { count: row.ownerReview })} muted />
+                      <Chip value={t('globalControl.agentWorkload.labels.blocked', { count: row.blocked })} muted={row.blocked === 0} />
+                    </div>
+                    <span style={{ fontFamily: "'DM Mono', monospace", fontSize: 10, color: '#625f78', lineHeight: 1.45, overflowWrap: 'anywhere' }}>
+                      {row.telegram}
+                    </span>
+                    <span style={{ fontFamily: "'DM Mono', monospace", fontSize: 10, color: '#625f78', lineHeight: 1.45, overflowWrap: 'anywhere' }}>
+                      {row.learning}
+                    </span>
+                    <span style={{ fontFamily: "'DM Mono', monospace", fontSize: 10, color, fontWeight: 700, lineHeight: 1.45, overflowWrap: 'anywhere' }}>
+                      {row.next}
+                    </span>
+                  </div>
+                )
+              })}
+            </div>
+          </div>
+
           <div style={{ padding: 12, border: '0.5px solid #eee1c8', borderRadius: 7, background: '#fffdf7', display: 'flex', flexDirection: 'column', gap: 11, minWidth: 0 }}>
             <div style={{ display: 'flex', alignItems: 'flex-start', justifyContent: 'space-between', gap: 10, flexWrap: 'wrap' }}>
               <div style={{ display: 'flex', flexDirection: 'column', gap: 4, minWidth: 0 }}>
@@ -18577,6 +18761,7 @@ export function AutomationInventoryTab() {
           .automation-inventory-global-control-grid,
           .automation-inventory-global-control-pipeline-grid,
           .automation-inventory-global-control-runway-grid,
+          .automation-inventory-global-control-agent-workload-grid,
           .automation-inventory-global-control-execution-queue-grid,
           .automation-inventory-global-control-execution-queue-meta-grid,
           .automation-inventory-global-control-domain-grid,