diff --git a/src/components/ai/AiTerminalPanel.tsx b/src/components/ai/AiTerminalPanel.tsx
index c96c09a..3dbc19a 100644
--- a/src/components/ai/AiTerminalPanel.tsx
+++ b/src/components/ai/AiTerminalPanel.tsx
@@ -20,7 +20,6 @@ import { extractBashBlocks, singleLineTerminalInsert, terminalContextLineCount }
 import { writeClipboardText } from '../../platform/clipboard'
 import { analyzeAgentOutput } from '../../utils/agentOutput'
 import {
-  agentCommandAllowFingerprint,
   agentCommandNeedsConfirmation,
   assessAgentCommandRisk,
   normalizeAgentSafetyMode,
@@ -45,8 +44,6 @@ interface AiTerminalPanelProps {
   connectionId?: string | null
   targetLabel?: string
   isLocal?: boolean
-  /** 将命令文本写入当前焦点终端输入行（不带回车）；返回 false 表示当前不可写。 */
-  insertToTerminal?: (text: string) => boolean
 }
 
 interface AgentStep {
@@ -176,7 +173,6 @@ export default function AiTerminalPanel({
   connectionId = null,
   targetLabel = '当前 SSH 会话',
   isLocal = false,
-  insertToTerminal,
 }: AiTerminalPanelProps) {
   const { t } = useTranslation('ai')
   const store = useAiProviderStore()
@@ -197,7 +193,7 @@ export default function AiTerminalPanel({
   const [copiedId, setCopiedId] = useState('')
   const runIdRef = useRef(0)
   const runConnectionIdRef = useRef<string | null>(null)
-  const sessionAllowRef = useRef(new Set<string>())
+  const sessionAllowRef = useRef(false)
   const timelineRef = useRef<HTMLDivElement>(null)
   const initialSelectionRef = useRef('')
   const liveStepsRef = useRef<AgentStep[]>([])
@@ -230,7 +226,7 @@ export default function AiTerminalPanel({
     setPrompt('')
     setQueued(null)
     setCopiedId('')
-    sessionAllowRef.current.clear()
+    sessionAllowRef.current = false
     initialSelectionRef.current = ''
   }
 
@@ -334,54 +330,34 @@ export default function AiTerminalPanel({
           throw new Error(i18n.t('ai:error.criticalBlocked', { command }))
         }
         const proposed: AgentStep = { round, command, risk, status: 'running' }
-        if (agentCommandNeedsConfirmation(risk, runSafetyMode, runConfirmAll)) {
-          const fingerprint = agentCommandAllowFingerprint(command, risk)
-          if (!sessionAllowRef.current.has(fingerprint)) {
-            const awaiting = { ...proposed, status: 'awaiting' as const }
-            setLiveSteps([...completedSteps, awaiting])
-            const choice = await confirmAgentRisk({
-              title: t('step.confirmTitle', { round, risk: t(`risk.${risk}`) }),
-              message: t('step.confirmMessage', {
-                target: targetLabel,
-                mode: t(`safety.${runSafetyMode}.label`),
-                command,
-              }),
-              danger: risk === 'high',
-            })
-            if (runIdRef.current !== runId) return
-            if (choice === 'insert') {
-              const inserted = insertToTerminal?.(command) || false
-              if (!inserted) {
-                await writeClipboardText(command)
-              }
-              setLiveSteps([])
-              setMessages((prev) => [
-                ...prev,
-                {
-                  id: messageId(),
-                  role: 'assistant',
-                  content: inserted ? t('step.inserted', { round }) : t('step.insertedClipboard', { round }),
-                  steps: [...completedSteps],
-                },
-              ])
-              return
-            }
-            if (choice === 'reject') {
-              setLiveSteps([])
-              setMessages((prev) => [
-                ...prev,
-                {
-                  id: messageId(),
-                  role: 'assistant',
-                  content: t('step.rejected', { round }),
-                  steps: [...completedSteps],
-                },
-              ])
-              return
-            }
-            if (choice === 'always') {
-              sessionAllowRef.current.add(fingerprint)
-            }
+        if (agentCommandNeedsConfirmation(risk, runSafetyMode, runConfirmAll) && !sessionAllowRef.current) {
+          const awaiting = { ...proposed, status: 'awaiting' as const }
+          setLiveSteps([...completedSteps, awaiting])
+          const choice = await confirmAgentRisk({
+            title: t('step.confirmTitle', { round, risk: t(`risk.${risk}`) }),
+            message: t('step.confirmMessage', {
+              target: targetLabel,
+              mode: t(`safety.${runSafetyMode}.label`),
+              command,
+            }),
+            danger: risk === 'high',
+          })
+          if (runIdRef.current !== runId) return
+          if (choice === 'reject') {
+            setLiveSteps([])
+            setMessages((prev) => [
+              ...prev,
+              {
+                id: messageId(),
+                role: 'assistant',
+                content: t('step.rejected', { round }),
+                steps: [...completedSteps],
+              },
+            ])
+            return
+          }
+          if (choice === 'always') {
+            sessionAllowRef.current = true
           }
         }
 
diff --git a/src/components/common/ConfirmDialog.tsx b/src/components/common/ConfirmDialog.tsx
index 63a7276..ab35cbc 100644
--- a/src/components/common/ConfirmDialog.tsx
+++ b/src/components/common/ConfirmDialog.tsx
@@ -31,8 +31,8 @@ export interface ConfirmOptions {
   cancelText?: string
 }
 
-/** Agent 高风险确认：Reject / Insert（只插入不执行）/ Once / Always（Always 仅会话内存） */
-export type AgentRiskChoice = 'reject' | 'once' | 'always' | 'insert'
+/** Agent 高风险确认：Reject / Once / Always（Always 对本话题后续命令生效，仅内存） */
+export type AgentRiskChoice = 'reject' | 'once' | 'always'
 
 export interface AgentRiskConfirmOptions {
   title: string
@@ -173,9 +173,6 @@ export function useConfirmDialog() {
             <Button variant="ghost" size="sm" onClick={() => resolveAgentRisk('reject')}>
               {t('ai:confirm.reject')}
             </Button>
-            <Button variant="secondary" size="sm" onClick={() => resolveAgentRisk('insert')}>
-              {t('ai:confirm.insert')}
-            </Button>
             <Button
               variant={agentRisk.danger ? 'danger' : 'primary'}
               size="sm"
diff --git a/src/components/terminal/TerminalWorkspace.tsx b/src/components/terminal/TerminalWorkspace.tsx
index b7cb087..001c3ba 100644
--- a/src/components/terminal/TerminalWorkspace.tsx
+++ b/src/components/terminal/TerminalWorkspace.tsx
@@ -1361,7 +1361,6 @@ export default function TerminalWorkspace({ tabId, isActive = true }: TerminalVi
             connectionId={connectionState === 'connected' ? connectionIdRef.current : null}
             targetLabel={currentTab?.title || t('toolbar.targetSshSession')}
             isLocal={false}
-            insertToTerminal={(text) => paneRuntimesRef.current.get(focusedPaneId)?.insertText(text) ?? false}
           />
         )}
       </div>
diff --git a/src/i18n/locales/en/ai.json b/src/i18n/locales/en/ai.json
index 6565125..e19bd4d 100644
--- a/src/i18n/locales/en/ai.json
+++ b/src/i18n/locales/en/ai.json
@@ -61,16 +61,13 @@
     "confirmMessage": "SSH · {{target}}\n{{mode}}\n\n$ {{command}}",
     "rejected": "Step {{round}} command rejected.",
     "terminated": "Terminated",
-    "stoppedMessage": "Stopped. Interrupt requested for the running remote command.",
-    "inserted": "Round {{round}} command was inserted into the terminal input line without running; review it and press Enter yourself.",
-    "insertedClipboard": "Round {{round}} command was copied to the clipboard (terminal not writable); paste, review, then run."
+    "stoppedMessage": "Stopped. Interrupt requested for the running remote command."
   },
   "confirm": {
     "reject": "Reject",
     "once": "Once",
-    "always": "Always",
-    "hint": "Enter · Once　Esc · Reject　Always · skip similar confirmations this session",
-    "insert": "Insert only"
+    "always": "Run for session",
+    "hint": "Enter · once　Esc · reject　Run for session · no more prompts in this task (critical still blocked)"
   },
   "error": {
     "noProvider": "Configure an AI provider in Settings → AI first",
diff --git a/src/i18n/locales/ja/ai.json b/src/i18n/locales/ja/ai.json
index 1494eee..b83e441 100644
--- a/src/i18n/locales/ja/ai.json
+++ b/src/i18n/locales/ja/ai.json
@@ -54,16 +54,13 @@
     "confirmMessage": "SSH · {{target}}\n{{mode}}\n\n$ {{command}}",
     "rejected": "ステップ {{round}} のコマンドは拒否されました。",
     "terminated": "終了しました",
-    "stoppedMessage": "停止しました。実行中のリモートコマンドに中断要求を送信しました。",
-    "inserted": "ラウンド {{round}} のコマンドを入力行に挿入しました（未実行）。確認してから Enter で実行してください。",
-    "insertedClipboard": "ラウンド {{round}} のコマンドをクリップボードにコピーしました（端末に書き込めません）。貼り付けて確認してから実行してください。"
+    "stoppedMessage": "停止しました。実行中のリモートコマンドに中断要求を送信しました。"
   },
   "confirm": {
     "reject": "拒否",
     "once": "1 回のみ",
-    "always": "常に",
-    "hint": "Enter · 1 回のみ　Esc · 拒否　常に · このセッションで同種の確認をスキップ",
-    "insert": "挿入のみ"
+    "always": "このセッションで実行",
+    "hint": "Enter · 一度実行　Esc · 拒否　このセッションで実行 · 以降このタスクでは確認しない（危険コマンドは遮断）"
   },
   "error": {
     "noProvider": "先に「設定 → AI」で AI プロバイダーを設定してください",
diff --git a/src/i18n/locales/ko/ai.json b/src/i18n/locales/ko/ai.json
index 2a826d6..db0b902 100644
--- a/src/i18n/locales/ko/ai.json
+++ b/src/i18n/locales/ko/ai.json
@@ -54,16 +54,13 @@
     "confirmMessage": "SSH · {{target}}\n{{mode}}\n\n$ {{command}}",
     "rejected": "{{round}}단계 명령이 거부되었습니다.",
     "terminated": "종료됨",
-    "stoppedMessage": "중지됨. 실행 중인 원격 명령에 대해 인터럽트가 요청되었습니다.",
-    "inserted": "{{round}}번째 명령을 입력 줄에 삽입했지만 실행하지 않았습니다. 확인 후 직접 Enter를 눌러 실행하세요.",
-    "insertedClipboard": "{{round}}번째 명령을 클립보드에 복사했습니다(터미널에 쓸 수 없음). 붙여넣고 확인한 뒤 실행하세요."
+    "stoppedMessage": "중지됨. 실행 중인 원격 명령에 대해 인터럽트가 요청되었습니다."
   },
   "confirm": {
     "reject": "거부",
     "once": "1회",
-    "always": "항상",
-    "hint": "Enter · 1회　Esc · 거부　항상 · 이 세션에서 유사한 확인 건너뛰기",
-    "insert": "삽입만"
+    "always": "이 세션에서 실행",
+    "hint": "Enter · 한 번 실행　Esc · 거부　이 세션에서 실행 · 이후 이 작업에서는 확인 안 함(위험 명령은 차단)"
   },
   "error": {
     "noProvider": "먼저 설정 → AI에서 AI 제공자를 구성하세요",
diff --git a/src/i18n/locales/ru/ai.json b/src/i18n/locales/ru/ai.json
index c40155b..c9f4e6b 100644
--- a/src/i18n/locales/ru/ai.json
+++ b/src/i18n/locales/ru/ai.json
@@ -54,16 +54,13 @@
     "confirmMessage": "SSH · {{target}}\n{{mode}}\n\n$ {{command}}",
     "rejected": "Команда шага {{round}} отклонена.",
     "terminated": "Прервано",
-    "stoppedMessage": "Остановлено. Запрошено прерывание выполняемой удалённой команды.",
-    "inserted": "Команда раунда {{round}} вставлена в строку ввода терминала без выполнения; проверьте и нажмите Enter сами.",
-    "insertedClipboard": "Команда раунда {{round}} скопирована в буфер обмена (терминал недоступен для записи); вставьте, проверьте и выполните."
+    "stoppedMessage": "Остановлено. Запрошено прерывание выполняемой удалённой команды."
   },
   "confirm": {
     "reject": "Отклонить",
     "once": "Один раз",
-    "always": "Всегда",
-    "hint": "Enter · Один раз　Esc · Отклонить　Всегда · пропускать похожие подтверждения в этом сеансе",
-    "insert": "Только вставить"
+    "always": "На сессию",
+    "hint": "Enter · один раз　Esc · отклонить　На сессию · без подтверждений до конца задачи (критичные всё ещё блокируются)"
   },
   "error": {
     "noProvider": "Сначала настройте AI-провайдера в Настройки → AI",
diff --git a/src/i18n/locales/vi/ai.json b/src/i18n/locales/vi/ai.json
index 8698cec..2ca0914 100644
--- a/src/i18n/locales/vi/ai.json
+++ b/src/i18n/locales/vi/ai.json
@@ -54,16 +54,13 @@
     "confirmMessage": "SSH · {{target}}\n{{mode}}\n\n$ {{command}}",
     "rejected": "Lệnh bước {{round}} đã bị từ chối.",
     "terminated": "Đã chấm dứt",
-    "stoppedMessage": "Đã dừng. Đã yêu cầu ngắt cho lệnh từ xa đang chạy.",
-    "inserted": "Lệnh vòng {{round}} đã được chèn vào dòng nhập của terminal, chưa chạy; hãy kiểm tra rồi tự nhấn Enter.",
-    "insertedClipboard": "Lệnh vòng {{round}} đã được sao chép vào clipboard (terminal không ghi được); dán, kiểm tra rồi mới chạy."
+    "stoppedMessage": "Đã dừng. Đã yêu cầu ngắt cho lệnh từ xa đang chạy."
   },
   "confirm": {
     "reject": "Từ chối",
     "once": "Một lần",
-    "always": "Luôn luôn",
-    "hint": "Enter · Một lần　Esc · Từ chối　Luôn luôn · bỏ qua các xác nhận tương tự trong phiên này",
-    "insert": "Chỉ chèn"
+    "always": "Chạy trong phiên",
+    "hint": "Enter · một lần　Esc · từ chối　Chạy trong phiên · không hỏi lại trong tác vụ này (lệnh nguy hiểm vẫn chặn)"
   },
   "error": {
     "noProvider": "Cấu hình nhà cung cấp AI trong Cài đặt → AI trước tiên",
diff --git a/src/i18n/locales/zh-CN/ai.json b/src/i18n/locales/zh-CN/ai.json
index 45b6b60..8d22d8d 100644
--- a/src/i18n/locales/zh-CN/ai.json
+++ b/src/i18n/locales/zh-CN/ai.json
@@ -61,16 +61,13 @@
     "confirmMessage": "SSH · {{target}}\n{{mode}}\n\n$ {{command}}",
     "rejected": "已拒绝第 {{round}} 步命令。",
     "terminated": "已终止",
-    "stoppedMessage": "已终止。正在执行的远端命令已请求中断。",
-    "inserted": "第 {{round}} 轮命令已插入终端输入行，未执行；请检查后自行回车运行。",
-    "insertedClipboard": "第 {{round}} 轮命令已复制到剪贴板（当前终端不可写入）；粘贴后请检查再运行。"
+    "stoppedMessage": "已终止。正在执行的远端命令已请求中断。"
   },
   "confirm": {
     "reject": "拒绝",
     "once": "执行一次",
-    "always": "本会话允许",
-    "hint": "Enter · 执行一次　Esc · 拒绝　本会话允许 · 同类命令本会话不再确认",
-    "insert": "插入不执行"
+    "always": "本会话运行",
+    "hint": "Enter · 执行一次　Esc · 拒绝　本会话运行 · 本任务内其余命令不再确认（危险命令仍拦截）"
   },
   "error": {
     "noProvider": "请先在设置 → 大模型里配置供应商",
diff --git a/src/i18n/locales/zh-TW/ai.json b/src/i18n/locales/zh-TW/ai.json
index ceff0ec..e52667e 100644
--- a/src/i18n/locales/zh-TW/ai.json
+++ b/src/i18n/locales/zh-TW/ai.json
@@ -54,16 +54,13 @@
     "confirmMessage": "SSH · {{target}}\n{{mode}}\n\n$ {{command}}",
     "rejected": "已拒絕第 {{round}} 步命令。",
     "terminated": "已終止",
-    "stoppedMessage": "已終止。正在執行的遠端命令已請求中斷。",
-    "inserted": "第 {{round}} 輪命令已插入終端機輸入行，未執行；請檢查後自行按 Enter 執行。",
-    "insertedClipboard": "第 {{round}} 輪命令已複製到剪貼簿（目前終端機不可寫入）；貼上後請檢查再執行。"
+    "stoppedMessage": "已終止。正在執行的遠端命令已請求中斷。"
   },
   "confirm": {
     "reject": "拒絕",
     "once": "執行一次",
-    "always": "本連線允許",
-    "hint": "Enter · 執行一次　Esc · 拒絕　本連線允許 · 同類命令本連線不再確認",
-    "insert": "插入不執行"
+    "always": "本工作階段執行",
+    "hint": "Enter · 執行一次　Esc · 拒絕　本工作階段執行 · 本任務內其餘命令不再確認（危險命令仍攔截）"
   },
   "error": {
     "noProvider": "請先在設定 → 大模型裡設定供應商",
diff --git a/test/components/AiTerminalPanel.test.tsx b/test/components/AiTerminalPanel.test.tsx
index 8ba0e18..145633e 100644
--- a/test/components/AiTerminalPanel.test.tsx
+++ b/test/components/AiTerminalPanel.test.tsx
@@ -129,26 +129,27 @@ describe('terminal Agent CLI panel', () => {
     const dialog = await screen.findByRole('dialog')
     expect(within(dialog).getByText(/宽松/)).toBeVisible()
     expect(within(dialog).getByText(/systemctl restart nginx/)).toBeVisible()
+    expect(within(dialog).queryByRole('button', { name: '插入不执行' })).not.toBeInTheDocument()
     expect(mockDesktopApi.sshExec).not.toHaveBeenCalled()
     fireEvent.click(within(dialog).getByRole('button', { name: '执行一次' }))
     await waitFor(() => expect(mockDesktopApi.sshExec).toHaveBeenCalledTimes(1))
   })
 
-  it('Always skips confirmation for the same command shape in the current panel session', async () => {
+  it('Always auto-runs remaining confirmable commands in the current panel session', async () => {
     vi.mocked(mockDesktopApi.aiComplete)
       .mockResolvedValueOnce({
         success: true,
-        text: '```bash\nrm /tmp/tmp.AAA111\n```',
+        text: '```bash\nsudo rmdir /var/ftp\n```',
         model: 'test',
         redactedCount: 0,
       })
       .mockResolvedValueOnce({
         success: true,
-        text: '```bash\nrm /tmp/tmp.BBB222\n```',
+        text: '```bash\nsystemctl restart nginx\n```',
         model: 'test',
         redactedCount: 0,
       })
-      .mockResolvedValueOnce({ success: true, text: 'FINAL: 清理完成。', model: 'test', redactedCount: 0 })
+      .mockResolvedValueOnce({ success: true, text: 'FINAL: 清理并重启完成。', model: 'test', redactedCount: 0 })
     vi.mocked(mockDesktopApi.sshExec)
       .mockResolvedValueOnce({ success: true, result: 'ok', exitCode: 0 })
       .mockResolvedValueOnce({ success: true, result: 'ok', exitCode: 0 })
@@ -162,20 +163,23 @@ describe('terminal Agent CLI panel', () => {
       />
     )
     fireEvent.change(screen.getByPlaceholderText(PLACEHOLDER), {
-      target: { value: '清理临时文件' },
+      target: { value: '清理并重启' },
     })
     fireEvent.click(screen.getByRole('button', { name: '发送' }))
 
     const dialog = await screen.findByRole('dialog')
-    fireEvent.click(within(dialog).getByRole('button', { name: '本会话允许' }))
+    expect(within(dialog).queryByRole('button', { name: '插入不执行' })).not.toBeInTheDocument()
+    fireEvent.click(within(dialog).getByRole('button', { name: '本会话运行' }))
     await waitFor(() =>
-      expect(mockDesktopApi.sshExec).toHaveBeenCalledWith('ssh-active-1', 'rm /tmp/tmp.AAA111', { fromAgent: true })
+      expect(mockDesktopApi.sshExec).toHaveBeenCalledWith('ssh-active-1', 'sudo rmdir /var/ftp', { fromAgent: true })
     )
     await waitFor(() =>
-      expect(mockDesktopApi.sshExec).toHaveBeenCalledWith('ssh-active-1', 'rm /tmp/tmp.BBB222', { fromAgent: true })
+      expect(mockDesktopApi.sshExec).toHaveBeenCalledWith('ssh-active-1', 'systemctl restart nginx', {
+        fromAgent: true,
+      })
     )
     expect(screen.queryByRole('dialog')).not.toBeInTheDocument()
-    expect(await screen.findByText('清理完成。')).toBeVisible()
+    expect(await screen.findByText('清理并重启完成。')).toBeVisible()
   })
 
   it('lets strict mode require confirmation from medium risk upward', async () => {