feat(ai): add personal expense application memory

2026-07-14 17:16:23 +08:00
parent 211f85d981
commit 54754b5502
36 changed files with 3579 additions and 74 deletions
--- a/web/src/assets/styles/components/travel-reimbursement-message-memory.css
+++ b/web/src/assets/styles/components/travel-reimbursement-message-memory.css
@@ -0,0 +1,203 @@
+.application-memory-stack {
+  display: grid;
+}
+
+.application-memory-panel,
+.application-learning-receipt-panel {
+  margin-top: 14px;
+  padding: 12px;
+  border: 1px solid rgba(var(--theme-primary-rgb, 58, 124, 165), 0.24);
+  border-radius: 8px;
+  background: color-mix(in srgb, var(--theme-primary-soft, #eaf4fa) 52%, #ffffff);
+}
+
+.application-memory-panel-head,
+.application-learning-receipt-panel > header {
+  display: flex;
+  align-items: flex-start;
+  gap: 9px;
+}
+
+.application-memory-panel-icon {
+  width: 28px;
+  height: 28px;
+  flex: 0 0 auto;
+  display: inline-grid;
+  place-items: center;
+  border-radius: 6px;
+  background: rgba(var(--theme-primary-rgb, 58, 124, 165), 0.12);
+  color: var(--theme-primary-active, #255b7d);
+  font-size: 16px;
+}
+
+.application-memory-panel-head > span:last-child {
+  min-width: 0;
+  display: grid;
+  gap: 3px;
+}
+
+.application-memory-panel-head strong,
+.application-learning-receipt-panel > header strong {
+  color: #17324a;
+  font-size: 13px;
+  font-weight: 850;
+  line-height: 1.4;
+}
+
+.application-memory-panel-head small {
+  color: #52677a;
+  font-size: 12px;
+  line-height: 1.55;
+}
+
+.application-memory-list {
+  margin-top: 10px;
+  display: grid;
+  gap: 8px;
+}
+
+.application-memory-item {
+  min-width: 0;
+  display: grid;
+  grid-template-columns: minmax(0, 1fr) auto;
+  align-items: center;
+  gap: 12px;
+  padding: 10px;
+  border: 1px solid #d7e4f2;
+  border-radius: 6px;
+  background: #ffffff;
+}
+
+.application-memory-copy {
+  min-width: 0;
+  display: grid;
+  gap: 3px;
+}
+
+.application-memory-status {
+  display: inline-flex;
+  align-items: center;
+  gap: 4px;
+  color: var(--theme-primary-active, #255b7d);
+  font-size: 11px;
+  font-weight: 850;
+}
+
+.application-memory-copy > strong {
+  color: #0f172a;
+  font-size: 12px;
+  font-weight: 850;
+  line-height: 1.5;
+  overflow-wrap: anywhere;
+}
+
+.application-memory-copy > small,
+.application-memory-copy > em {
+  color: #52677a;
+  font-size: 11px;
+  font-style: normal;
+  line-height: 1.5;
+}
+
+.application-memory-copy > em {
+  color: #708196;
+}
+
+.application-memory-forget-btn {
+  min-height: 44px;
+  display: inline-flex;
+  align-items: center;
+  justify-content: center;
+  gap: 6px;
+  padding: 0 11px;
+  border: 1px solid rgba(185, 28, 28, 0.24);
+  border-radius: 6px;
+  background: #fffafa;
+  color: #991b1b;
+  font-size: 12px;
+  font-weight: 800;
+  cursor: pointer;
+  transition: background 180ms ease, border-color 180ms ease, color 180ms ease;
+}
+
+.application-memory-forget-btn:hover:not(:disabled),
+.application-memory-forget-btn:focus-visible {
+  border-color: rgba(185, 28, 28, 0.48);
+  background: #fef2f2;
+  color: #7f1d1d;
+  outline: none;
+}
+
+.application-memory-forget-btn:focus-visible {
+  box-shadow: 0 0 0 3px rgba(185, 28, 28, 0.14);
+}
+
+.application-memory-forget-btn:disabled {
+  cursor: wait;
+  opacity: 0.52;
+}
+
+.application-learning-receipt-panel {
+  display: grid;
+  gap: 8px;
+  background: #f8fbff;
+}
+
+.application-learning-receipt-panel > header {
+  align-items: center;
+  color: var(--theme-primary-active, #255b7d);
+}
+
+.application-learning-receipt-panel > header i {
+  font-size: 17px;
+}
+
+.application-learning-receipt {
+  display: grid;
+  gap: 4px;
+  padding: 8px 10px;
+  border-left: 3px solid #d6a12a;
+  border-radius: 4px;
+  background: #ffffff;
+}
+
+.application-learning-receipt.is-applied {
+  border-left-color: var(--theme-primary, #3a7ca5);
+}
+
+.application-learning-receipt > div {
+  display: flex;
+  flex-wrap: wrap;
+  align-items: baseline;
+  gap: 5px 8px;
+}
+
+.application-learning-receipt strong {
+  color: #17324a;
+  font-size: 12px;
+  font-weight: 850;
+}
+
+.application-learning-receipt span,
+.application-learning-receipt small {
+  color: #52677a;
+  font-size: 11px;
+  line-height: 1.5;
+  overflow-wrap: anywhere;
+}
+
+@media (max-width: 760px) {
+  .application-memory-item {
+    grid-template-columns: 1fr;
+  }
+
+  .application-memory-forget-btn {
+    justify-self: stretch;
+  }
+}
+
+@media (prefers-reduced-motion: reduce) {
+  .application-memory-forget-btn {
+    transition: none;
+  }
+}
--- a/web/src/components/travel/TravelReimbursementMemoryPanel.vue
+++ b/web/src/components/travel/TravelReimbursementMemoryPanel.vue
@@ -0,0 +1,94 @@
+<template>
+  <div v-if="appliedMemories.length || learningReceipts.length" class="application-memory-stack">
+    <section
+      v-if="appliedMemories.length"
+      class="application-memory-panel"
+      aria-label="本次申请使用的历史偏好"
+    >
+      <header class="application-memory-panel-head">
+        <span class="application-memory-panel-icon" aria-hidden="true">
+          <i class="mdi mdi-history"></i>
+        </span>
+        <span>
+          <strong>个性化填充</strong>
+          <small>以下内容来自已确认的历史偏好，您仍可直接修改上方字段。</small>
+        </span>
+      </header>
+      <div class="application-memory-list">
+        <article
+          v-for="memory in appliedMemories"
+          :key="`${message.id}-memory-${memory.memoryId}`"
+          class="application-memory-item"
+        >
+          <div class="application-memory-copy">
+            <span class="application-memory-status">
+              <i class="mdi mdi-check-circle-outline" aria-hidden="true"></i>
+              已按历史偏好填入
+            </span>
+            <strong>{{ memory.fieldLabel }}：{{ memory.value }}</strong>
+            <small v-if="memory.message">{{ memory.message }}</small>
+            <em>{{ ui.resolveApplicationMemoryEvidenceText(memory) }}</em>
+          </div>
+          <button
+            type="button"
+            class="application-memory-forget-btn"
+            :disabled="ui.isForgettingApplicationMemory(memory)"
+            :aria-busy="ui.isForgettingApplicationMemory(memory)"
+            @click.stop="ui.forgetApplicationPreviewMemory(message, memory)"
+          >
+            <i
+              :class="ui.isForgettingApplicationMemory(memory) ? 'mdi mdi-loading mdi-spin' : 'mdi mdi-delete-outline'"
+              aria-hidden="true"
+            ></i>
+            <span>{{ ui.isForgettingApplicationMemory(memory) ? '正在忘记' : '忘记此偏好' }}</span>
+          </button>
+        </article>
+      </div>
+    </section>
+
+    <section
+      v-if="learningReceipts.length"
+      class="application-learning-receipt-panel"
+      role="status"
+      aria-live="polite"
+      aria-label="本次申请的个性化学习结果"
+    >
+      <header>
+        <i class="mdi mdi-lightbulb-on-outline" aria-hidden="true"></i>
+        <strong>本次选择已记录</strong>
+      </header>
+      <article
+        v-for="receipt in learningReceipts"
+        :key="`${message.id}-learning-${receipt.memoryId}-${receipt.fieldKey}`"
+        class="application-learning-receipt"
+        :class="`is-${receipt.status}`"
+      >
+        <div>
+          <strong>{{ ui.resolveApplicationLearningReceiptTitle(receipt) }}</strong>
+          <span>{{ receipt.fieldLabel }}：{{ receipt.value }}</span>
+        </div>
+        <small>{{ receipt.message || ui.resolveApplicationMemoryEvidenceText(receipt) }}</small>
+      </article>
+    </section>
+  </div>
+</template>
+
+<script setup>
+import { computed } from 'vue'
+
+const props = defineProps({
+  message: {
+    type: Object,
+    required: true
+  },
+  ui: {
+    type: Object,
+    required: true
+  }
+})
+
+const appliedMemories = computed(() => props.ui.resolveAppliedApplicationPreviewMemories(props.message))
+const learningReceipts = computed(() => props.ui.resolveVisibleApplicationLearningReceipts(props.message))
+</script>
+
+<style scoped src="../../assets/styles/components/travel-reimbursement-message-memory.css"></style>
--- a/web/src/components/travel/TravelReimbursementMessageItem.vue
+++ b/web/src/components/travel/TravelReimbursementMessageItem.vue
@@ -225,6 +225,8 @@
          </div>
        </div>

+        <TravelReimbursementMemoryPanel :message="message" :ui="ui" />
+
        <div
          v-if="ui.resolveApplicationPreviewMissingFields(message)?.length"
          class="application-preview-footer application-preview-footer-missing"
@@ -686,12 +688,14 @@
 <script>
 import BudgetAssistantReport from './BudgetAssistantReport.vue'
 import EnterpriseSelect from '../shared/EnterpriseSelect.vue'
+import TravelReimbursementMemoryPanel from './TravelReimbursementMemoryPanel.vue'

 export default {
  name: 'TravelReimbursementMessageItem',
  components: {
    BudgetAssistantReport,
-    EnterpriseSelect
+    EnterpriseSelect,
+    TravelReimbursementMemoryPanel
  },
  props: {
    message: {
--- a/web/src/services/aiApplicationPreviewActions.js
+++ b/web/src/services/aiApplicationPreviewActions.js
@@ -7,6 +7,62 @@ import {

 export const AI_APPLICATION_ACTION_SAVE_DRAFT = 'ai_application_save_draft'
 export const AI_APPLICATION_ACTION_SUBMIT = 'ai_application_submit'
+const AI_APPLICATION_MEMORY_FIELD_LABELS = {
+  amount: '预计金额',
+  application_type: '申请类型',
+  applicationType: '申请类型',
+  days: '出差天数',
+  location: '出差地点',
+  reason: '申请事由',
+  time: '出差时间',
+  time_range: '出差时间',
+  transport_mode: '出行方式',
+  transportMode: '出行方式'
+}
+
+export function normalizeAiApplicationMemory(item = {}) {
+  if (!item || typeof item !== 'object') return null
+  const memoryId = normalizeText(item.memoryId || item.memory_id)
+  const fieldKey = normalizeText(item.fieldKey || item.field_key)
+  const rawStatus = normalizeText(item.status).toLowerCase()
+  const status = rawStatus === 'active' ? 'applied' : rawStatus
+  if (!memoryId || !fieldKey || !status) return null
+  return {
+    memoryId,
+    fieldKey,
+    fieldLabel:
+      normalizeText(item.fieldLabel || item.field_label)
+      || AI_APPLICATION_MEMORY_FIELD_LABELS[fieldKey]
+      || fieldKey,
+    value: normalizeText(item.value),
+    status,
+    evidenceCount: Number(item.evidenceCount ?? item.evidence_count ?? 0) || 0,
+    approvedEvidenceCount:
+      Number(item.approvedEvidenceCount ?? item.approved_evidence_count ?? 0) || 0,
+    message: normalizeText(item.message)
+  }
+}
+
+export function normalizeAiApplicationMemories(items = []) {
+  return (Array.isArray(items) ? items : [])
+    .map((item) => normalizeAiApplicationMemory(item))
+    .filter(Boolean)
+}
+
+export function resolveAiApplicationPreviewMemories(preview = {}) {
+  const items = Array.isArray(preview?.memoryApplications)
+    ? preview.memoryApplications
+    : preview?.memory_applications
+  return normalizeAiApplicationMemories(items)
+}
+
+export function resolveAiApplicationLearningReceipts(payload = {}) {
+  const result = payload?.result && typeof payload.result === 'object' ? payload.result : payload
+  const items = Array.isArray(result?.learning_receipts)
+    ? result.learning_receipts
+    : result?.learningReceipts
+  return normalizeAiApplicationMemories(items)
+}

 export function createAiApplicationRequestId(prefix = 'application') {
  const normalizedPrefix = normalizeText(prefix) || 'application'
@@ -42,6 +98,13 @@ export async function registerAiApplicationPreviewDecision({
  const serverPreview = payload?.application_preview && typeof payload.application_preview === 'object'
    ? payload.application_preview
    : {}
+  const memoryApplications = resolveAiApplicationPreviewMemories({
+    memoryApplications:
+      serverPreview.memoryApplications
+      ?? serverPreview.memory_applications
+      ?? normalizedPreview.memoryApplications
+      ?? normalizedPreview.memory_applications
+  })
  return normalizeApplicationPreview({
    ...normalizedPreview,
    ...serverPreview,
@@ -52,6 +115,7 @@ export async function registerAiApplicationPreviewDecision({
    decisionId: normalizeText(payload?.decision_id || serverPreview.decisionId),
    decisionSource: normalizeText(payload?.decision_source || serverPreview.decisionSource),
    decisionExpiresAt: normalizeText(payload?.expires_at || serverPreview.decisionExpiresAt),
+    memoryApplications,
    decisionTrackingStatus: 'registered'
  })
 }
@@ -199,3 +263,14 @@ export function runAiApplicationPreviewAction(params = {}, options = {}) {
    ...options
  })
 }
+
+export function forgetAiApplicationMemory(memoryId, options = {}) {
+  const normalizedMemoryId = normalizeText(memoryId)
+  if (!normalizedMemoryId) {
+    return Promise.reject(new Error('缺少要忘记的偏好标识。'))
+  }
+  return apiRequest(`/expense-application-memories/${encodeURIComponent(normalizedMemoryId)}`, {
+    method: 'DELETE',
+    ...options
+  })
+}
--- a/web/src/views/scripts/TravelReimbursementCreateView.js
+++ b/web/src/views/scripts/TravelReimbursementCreateView.js
@@ -243,7 +243,13 @@ export default {
      canRetryApplicationPreviewDecision,
      canSaveApplicationPreviewDraft,
      canSubmitApplicationPreview,
+      forgetApplicationPreviewMemory,
+      isForgettingApplicationMemory,
      registerApplicationPreviewDecision,
+      resolveApplicationLearningReceiptTitle,
+      resolveApplicationMemoryEvidenceText,
+      resolveAppliedApplicationPreviewMemories,
+      resolveVisibleApplicationLearningReceipts,
      retryApplicationPreviewDecision,
      runApplicationPreviewAction,
      saveApplicationPreviewDraft
@@ -590,7 +596,7 @@ export default {
    submitComposerFromMessageHandlers = submitComposerMessageHandler

    const { insightPanelUi, messageItemUi } = useTravelReimbursementCreateViewUi({
-      ASSISTANT_DISPLAY_NAME, DATE_INPUT_FORMAT, REVIEW_SCENE_OPTIONS, REVIEW_SCENE_OTHER_OPTION, activeFlowSteps, activeReviewDocument, activeReviewDocumentIndex, activeReviewDocumentPreview, activeReviewPayload, activeSessionType, aiAvatar, appendExpenseQueryRiskToConversation, appendReviewRiskBriefToConversation, applicationPreviewEditor, askHotKnowledgeQuestion, buildApplicationDraftSummaryItems, buildApplicationPreviewFooterText, buildExpenseQueryHint, buildExpenseQueryWindowLabel, buildMessageBubbleClass, buildReviewMainMessageText, buildReviewNextStepRichCopyForMessage, buildReviewPlainFollowupForMessage, buildReviewPrimaryButtonLabel, canApplyApplicationPreviewDateSelection, canOpenDraftDetail, canPreviewActiveReviewDocument, canRetryApplicationPreviewDecision, canSaveApplicationPreviewDraft, canSubmitApplicationPreview, canUseInlineSaveDraft, clearInlineReviewFieldError, commitApplicationPreviewDateEditor, commitApplicationPreviewEditor, commitInlineReviewEditor, copyAssistantMessage, currentInsight, currentIntentLabel, deleteSessionBusy, flowOverallStatusText, flowOverallStatusTone, flowRefreshBusy, flowRunId, flowTotalDurationText, formatFlowStepDuration, getExpenseQueryActivePage, getExpenseQueryTotalPages, getExpenseQueryVisibleRecords, goReviewDocument, handleAssistantMarkdownClick, handleExpenseQueryRecordClick, handleInlineSaveDraft, handleReviewAction, handleSuggestedAction, isApplicationDraftPayload, isApplicationPreviewDateEditorOpen, isApplicationPreviewEditing, isKnowledgeSession, isMessageFeedbackSelected, isReviewDocumentDrawer, isReviewFlowDrawer, isReviewOverviewDrawer, isReviewRiskDrawer, isSuggestedActionSelected, openActiveReviewDocumentPreview, openApplicationDraftDetail, openApplicationPreviewEditorFromUi, openInlineReviewEditor, refreshFlowRunDetail, renderMarkdown, resolveApplicationDraftStatusLabel, resolveApplicationPreviewEditorControl, resolveApplicationPreviewEditorOptions, resolveApplicationPreviewMissingFields, resolveApplicationPreviewRows, resolveFlowStepDetail, resolveFlowStepStatusLabel, resolveKnowledgeRankLabel, resolveKnowledgeRankTone, resolveReimbursementDraftClaimNo, resolveReviewFooterActions, resolveStewardMissingFieldItems, retryApplicationPreviewDecision, reviewActionBusy, reviewCategoryOptions, reviewDocumentCount, reviewDocumentDrawerAvailable, reviewDocumentDrawerIcon, reviewDrawerMode, reviewDrawerTitle, reviewFactCards, reviewFlowDrawerAvailable, reviewFlowDrawerIcon, reviewHasUnsavedChanges, reviewInlineEditorKey, reviewInlineErrors, reviewInlineForm, reviewInlinePendingFiles, reviewOtherCategoryOpen, reviewOtherCategoryOptions, reviewOverviewDrawerAvailable, reviewPanelConfidence, reviewRiskDrawerAvailable, reviewRiskDrawerIcon, reviewRiskEmpty, reviewRiskItems, reviewRiskSummary, reviewSelectedOtherCategory, runShortcut, saveApplicationPreviewDraft, saveInlineReviewChanges, selectInlineScene, selectReviewCategory, selectReviewOtherCategory, sessionSwitchBusy, setApplicationPreviewDateMode, setExpenseQueryPage, shiftExpenseQueryPage, shouldShowAssistantMessageActions, shouldShowDraftSavedCard, speakAssistantMessage, submitOperationFeedbackForMessage, submitting, switchToReviewOverviewDrawer, toggleReviewDocumentDrawer, toggleReviewFlowDrawer, toggleReviewRiskDrawer, userAvatar, visibleFlowSteps
+      ASSISTANT_DISPLAY_NAME, DATE_INPUT_FORMAT, REVIEW_SCENE_OPTIONS, REVIEW_SCENE_OTHER_OPTION, activeFlowSteps, activeReviewDocument, activeReviewDocumentIndex, activeReviewDocumentPreview, activeReviewPayload, activeSessionType, aiAvatar, appendExpenseQueryRiskToConversation, appendReviewRiskBriefToConversation, applicationPreviewEditor, askHotKnowledgeQuestion, buildApplicationDraftSummaryItems, buildApplicationPreviewFooterText, buildExpenseQueryHint, buildExpenseQueryWindowLabel, buildMessageBubbleClass, buildReviewMainMessageText, buildReviewNextStepRichCopyForMessage, buildReviewPlainFollowupForMessage, buildReviewPrimaryButtonLabel, canApplyApplicationPreviewDateSelection, canOpenDraftDetail, canPreviewActiveReviewDocument, canRetryApplicationPreviewDecision, canSaveApplicationPreviewDraft, canSubmitApplicationPreview, canUseInlineSaveDraft, clearInlineReviewFieldError, commitApplicationPreviewDateEditor, commitApplicationPreviewEditor, commitInlineReviewEditor, copyAssistantMessage, currentInsight, currentIntentLabel, deleteSessionBusy, flowOverallStatusText, flowOverallStatusTone, flowRefreshBusy, flowRunId, flowTotalDurationText, forgetApplicationPreviewMemory, formatFlowStepDuration, getExpenseQueryActivePage, getExpenseQueryTotalPages, getExpenseQueryVisibleRecords, goReviewDocument, handleAssistantMarkdownClick, handleExpenseQueryRecordClick, handleInlineSaveDraft, handleReviewAction, handleSuggestedAction, isApplicationDraftPayload, isApplicationPreviewDateEditorOpen, isApplicationPreviewEditing, isForgettingApplicationMemory, isKnowledgeSession, isMessageFeedbackSelected, isReviewDocumentDrawer, isReviewFlowDrawer, isReviewOverviewDrawer, isReviewRiskDrawer, isSuggestedActionSelected, openActiveReviewDocumentPreview, openApplicationDraftDetail, openApplicationPreviewEditorFromUi, openInlineReviewEditor, refreshFlowRunDetail, renderMarkdown, resolveApplicationDraftStatusLabel, resolveApplicationLearningReceiptTitle, resolveApplicationMemoryEvidenceText, resolveApplicationPreviewEditorControl, resolveApplicationPreviewEditorOptions, resolveApplicationPreviewMissingFields, resolveApplicationPreviewRows, resolveAppliedApplicationPreviewMemories, resolveFlowStepDetail, resolveFlowStepStatusLabel, resolveKnowledgeRankLabel, resolveKnowledgeRankTone, resolveReimbursementDraftClaimNo, resolveReviewFooterActions, resolveStewardMissingFieldItems, resolveVisibleApplicationLearningReceipts, retryApplicationPreviewDecision, reviewActionBusy, reviewCategoryOptions, reviewDocumentCount, reviewDocumentDrawerAvailable, reviewDocumentDrawerIcon, reviewDrawerMode, reviewDrawerTitle, reviewFactCards, reviewFlowDrawerAvailable, reviewFlowDrawerIcon, reviewHasUnsavedChanges, reviewInlineEditorKey, reviewInlineErrors, reviewInlineForm, reviewInlinePendingFiles, reviewOtherCategoryOpen, reviewOtherCategoryOptions, reviewOverviewDrawerAvailable, reviewPanelConfidence, reviewRiskDrawerAvailable, reviewRiskDrawerIcon, reviewRiskEmpty, reviewRiskItems, reviewRiskSummary, reviewSelectedOtherCategory, runShortcut, saveApplicationPreviewDraft, saveInlineReviewChanges, selectInlineScene, selectReviewCategory, selectReviewOtherCategory, sessionSwitchBusy, setApplicationPreviewDateMode, setExpenseQueryPage, shiftExpenseQueryPage, shouldShowAssistantMessageActions, shouldShowDraftSavedCard, speakAssistantMessage, submitOperationFeedbackForMessage, submitting, switchToReviewOverviewDrawer, toggleReviewDocumentDrawer, toggleReviewFlowDrawer, toggleReviewRiskDrawer, userAvatar, visibleFlowSteps
    })

    return {
--- a/web/src/views/scripts/travelReimbursementConversationMessageModel.js
+++ b/web/src/views/scripts/travelReimbursementConversationMessageModel.js
@@ -38,6 +38,7 @@ export function createMessage(role, text, attachments = [], extras = {}) {
    riskFlags: [],
    pendingAttachmentAssociation: null,
    applicationPreview: null,
+    applicationLearningReceipts: [],
    budgetReport: null,
    stewardPlan: null,
    operationFeedback: null,
--- a/web/src/views/scripts/travelReimbursementConversationStateModel.js
+++ b/web/src/views/scripts/travelReimbursementConversationStateModel.js
@@ -122,7 +122,11 @@ export function normalizeInitialConversationMessages(conversation) {
      draftPayload: item.role === 'assistant' ? result?.draft_payload || messageJson?.draft_payload || null : null,
      reviewPayload: item.role === 'assistant' ? result?.review_payload || null : null,
      riskFlags: item.role === 'assistant' && Array.isArray(result?.risk_flags) ? result.risk_flags : [],
-      applicationPreview: item.role === 'assistant' ? result?.application_preview || null : null
+      applicationPreview: item.role === 'assistant' ? result?.application_preview || null : null,
+      applicationLearningReceipts:
+        item.role === 'assistant' && Array.isArray(result?.learning_receipts)
+          ? result.learning_receipts
+          : []
    })
  })
  return markResolvedSuggestedActionMessages(restoredMessages)
@@ -176,6 +180,9 @@ export function serializeSessionMessages(messages) {
    riskFlags: Array.isArray(message.riskFlags) ? message.riskFlags : [],
    pendingAttachmentAssociation: message.pendingAttachmentAssociation || null,
    applicationPreview: message.applicationPreview || null,
+    applicationLearningReceipts: Array.isArray(message.applicationLearningReceipts)
+      ? message.applicationLearningReceipts
+      : [],
    pendingApplicationPreviewDecision: message.pendingApplicationPreviewDecision || null,
    applicationSubmitConfirmed: Boolean(message.applicationSubmitConfirmed),
    budgetReport: message.budgetReport || null,
@@ -203,6 +210,7 @@ export function hasMeaningfulSessionMessages(messages) {
        || message.queryPayload
        || message.draftPayload
        || message.applicationPreview
+        || (Array.isArray(message.applicationLearningReceipts) && message.applicationLearningReceipts.length)
        || message.budgetReport
        || message.stewardPlan
        || message.operationFeedback
--- a/web/src/views/scripts/travelReimbursementSubmitStewardDelegation.js
+++ b/web/src/views/scripts/travelReimbursementSubmitStewardDelegation.js
@@ -279,7 +279,9 @@ export function createStewardDelegationHelpers({
    }

    function shouldPauseStewardApplicationPreview(preview = {}) {
-      return resolveBlockingApplicationMissingFieldsForSteward(preview).length > 0
+      const missingFields = resolveBlockingApplicationMissingFieldsForSteward(preview)
+      // 仅缺出行方式时先交给认证签发端尝试应用个人记忆；其他缺失仍由 Steward 追问。
+      return missingFields.some((field) => String(field || '').trim() !== '出行方式')
    }

    function extractStewardCarryLine(text = '', label = '') {
--- a/web/src/views/scripts/useTravelReimbursementApplicationPreviewActions.js
+++ b/web/src/views/scripts/useTravelReimbursementApplicationPreviewActions.js
@@ -1,8 +1,14 @@
+import { ref } from 'vue'
+
 import {
  AI_APPLICATION_ACTION_SAVE_DRAFT,
  AI_APPLICATION_ACTION_SUBMIT,
  createAiApplicationRequestId,
+  forgetAiApplicationMemory,
+  normalizeAiApplicationMemory,
  registerAiApplicationPreviewDecision,
+  resolveAiApplicationLearningReceipts,
+  resolveAiApplicationPreviewMemories,
  runAiApplicationPreviewAction
 } from '../../services/aiApplicationPreviewActions.js'
 import { normalizeApplicationPreview } from '../../utils/expenseApplicationPreview.js'
@@ -11,6 +17,14 @@ const DECISION_STATUS_REGISTERED = 'registered'
 const DECISION_STATUS_REGISTERING = 'registering'
 const DECISION_STATUS_FAILED = 'registration_failed'
 const DECISION_STATUS_UNREGISTERED = 'unregistered'
+const VISIBLE_LEARNING_RECEIPT_STATUSES = new Set(['candidate', 'applied'])
+const SERVER_RESOLVABLE_MISSING_FIELDS = new Set(['出行方式'])
+const MEMORY_FIELD_ALIASES = {
+  application_type: 'applicationType',
+  manager_name: 'managerName',
+  time_range: 'time',
+  transport_mode: 'transportMode'
+}

 function resolveRefValue(value, fallback = null) {
  if (value && typeof value === 'object' && 'value' in value) {
@@ -36,6 +50,18 @@ function resolveDecisionSourceText(preview = {}, sourceText = '') {
  )
 }

+function canResolveApplicationPreviewOnServer(preview = {}) {
+  const missingFields = Array.isArray(preview?.missingFields) ? preview.missingFields : []
+  const validationIssues = Array.isArray(preview?.validationIssues)
+    ? preview.validationIssues
+    : []
+  return Boolean(
+    !validationIssues.length
+      && missingFields.length
+      && missingFields.every((field) => SERVER_RESOLVABLE_MISSING_FIELDS.has(normalizeText(field)))
+  )
+}
+
 function resolveApplicationDraftPayload(message = {}, draftClaimId = '', linkedRequest = null) {
  if (message?.draftPayload && typeof message.draftPayload === 'object') {
    return message.draftPayload
@@ -59,6 +85,7 @@ export function useTravelReimbursementApplicationPreviewActions({
  draftClaimId,
  emitDraftSaved,
  entrySource = 'application',
+  confirmForgetMemory = null,
  linkedRequest,
  persistSessionState = () => {},
  reviewActionBusy,
@@ -66,6 +93,97 @@ export function useTravelReimbursementApplicationPreviewActions({
  submitting,
  toast = () => {}
 } = {}) {
+  const forgettingApplicationMemoryIds = ref(new Set())
+
+  function resolveApplicationMemoryFieldKey(fieldKey = '') {
+    const normalized = normalizeText(fieldKey)
+    return MEMORY_FIELD_ALIASES[normalized] || normalized
+  }
+
+  function resolveAppliedApplicationPreviewMemories(message) {
+    const preview = normalizeApplicationPreview(message?.applicationPreview || {})
+    return resolveAiApplicationPreviewMemories(preview).filter((memory) => {
+      if (memory.status !== 'applied') return false
+      const fieldKey = resolveApplicationMemoryFieldKey(memory.fieldKey)
+      return normalizeText(preview.fields?.[fieldKey]) === normalizeText(memory.value)
+    })
+  }
+
+  function resolveVisibleApplicationLearningReceipts(message) {
+    return (Array.isArray(message?.applicationLearningReceipts)
+      ? message.applicationLearningReceipts
+      : [])
+      .map((item) => normalizeAiApplicationMemory(item))
+      .filter((item) => item && VISIBLE_LEARNING_RECEIPT_STATUSES.has(item.status))
+  }
+
+  function resolveApplicationMemoryEvidenceText(memory = {}) {
+    const approvedCount = Number(memory.approvedEvidenceCount || 0)
+    const evidenceCount = Number(memory.evidenceCount || 0)
+    if (approvedCount > 0) {
+      return `${approvedCount} 次已审批记录支持${evidenceCount > approvedCount ? `，共 ${evidenceCount} 次证据` : ''}`
+    }
+    return evidenceCount > 0 ? `${evidenceCount} 次历史记录支持` : '来自已确认的历史记录'
+  }
+
+  function resolveApplicationLearningReceiptTitle(receipt = {}) {
+    return receipt.status === 'applied' ? '偏好已激活' : '已记录为候选偏好'
+  }
+
+  function isForgettingApplicationMemory(memory = {}) {
+    const memoryId = normalizeText(memory.memoryId || memory.memory_id)
+    return Boolean(memoryId && forgettingApplicationMemoryIds.value.has(memoryId))
+  }
+
+  async function requestForgetMemoryConfirmation(memory) {
+    const label = normalizeText(memory?.fieldLabel || memory?.field_label || memory?.fieldKey)
+    if (typeof confirmForgetMemory === 'function') {
+      return Boolean(await confirmForgetMemory(memory))
+    }
+    if (typeof globalThis.confirm === 'function') {
+      return globalThis.confirm(
+        `忘记${label ? `“${label}”` : '此项'}偏好？当前申请中的内容会保留，后续申请不再自动套用。`
+      )
+    }
+    return true
+  }
+
+  async function forgetApplicationPreviewMemory(message, memory = {}) {
+    const normalizedMemory = normalizeAiApplicationMemory(memory)
+    if (!message?.applicationPreview || !normalizedMemory) return false
+    if (isForgettingApplicationMemory(normalizedMemory)) return false
+    if (!(await requestForgetMemoryConfirmation(normalizedMemory))) return false
+
+    forgettingApplicationMemoryIds.value = new Set([
+      ...forgettingApplicationMemoryIds.value,
+      normalizedMemory.memoryId
+    ])
+    try {
+      await forgetAiApplicationMemory(normalizedMemory.memoryId)
+      const currentPreview = message.applicationPreview
+      const nextMemories = resolveAiApplicationPreviewMemories(currentPreview).filter(
+        (item) => item.memoryId !== normalizedMemory.memoryId
+      )
+      message.applicationPreview = {
+        ...currentPreview,
+        memoryApplications: nextMemories
+      }
+      delete message.applicationPreview.memory_applications
+      message.applicationLearningReceipts = resolveVisibleApplicationLearningReceipts(message)
+        .filter((item) => item.memoryId !== normalizedMemory.memoryId)
+      persistSessionState()
+      toast('已忘记此偏好，当前申请内容保持不变。')
+      return true
+    } catch (error) {
+      toast(resolveErrorMessage(error, '偏好撤销失败，请稍后重试。'))
+      return false
+    } finally {
+      const nextBusyIds = new Set(forgettingApplicationMemoryIds.value)
+      nextBusyIds.delete(normalizedMemory.memoryId)
+      forgettingApplicationMemoryIds.value = nextBusyIds
+    }
+  }
+
  function isInteractionBusy() {
    return Boolean(
      resolveRefValue(submitting, false)
@@ -127,7 +245,7 @@ export function useTravelReimbursementApplicationPreviewActions({
    preserveCurrentFields = false
  } = {}) {
    const normalized = normalizeApplicationPreview(applicationPreview || {})
-    if (!normalized.readyToSubmit) {
+    if (!normalized.readyToSubmit && !canResolveApplicationPreviewOnServer(normalized)) {
      return normalizeApplicationPreview({
        ...normalized,
        decisionId: '',
@@ -271,6 +389,7 @@ export function useTravelReimbursementApplicationPreviewActions({
      throw error
    }
    const result = payload?.result && typeof payload.result === 'object' ? payload.result : {}
+    message.applicationLearningReceipts = resolveAiApplicationLearningReceipts(payload)
    const nextDraftPayload = result.draft_payload && typeof result.draft_payload === 'object'
      ? result.draft_payload
      : null
@@ -341,7 +460,13 @@ export function useTravelReimbursementApplicationPreviewActions({
    canRetryApplicationPreviewDecision,
    canSaveApplicationPreviewDraft,
    canSubmitApplicationPreview,
+    forgetApplicationPreviewMemory,
+    isForgettingApplicationMemory,
    registerApplicationPreviewDecision,
+    resolveApplicationLearningReceiptTitle,
+    resolveApplicationMemoryEvidenceText,
+    resolveAppliedApplicationPreviewMemories,
+    resolveVisibleApplicationLearningReceipts,
    retryApplicationPreviewDecision,
    runApplicationPreviewAction,
    saveApplicationPreviewDraft
--- a/web/src/views/scripts/useTravelReimbursementCreateViewUi.js
+++ b/web/src/views/scripts/useTravelReimbursementCreateViewUi.js
@@ -32,6 +32,12 @@ export function useTravelReimbursementCreateViewUi(ctx) {
    canSubmitApplicationPreview: ctx.canSubmitApplicationPreview,
    retryApplicationPreviewDecision: ctx.retryApplicationPreviewDecision,
    saveApplicationPreviewDraft: ctx.saveApplicationPreviewDraft,
+    resolveAppliedApplicationPreviewMemories: ctx.resolveAppliedApplicationPreviewMemories,
+    resolveVisibleApplicationLearningReceipts: ctx.resolveVisibleApplicationLearningReceipts,
+    resolveApplicationLearningReceiptTitle: ctx.resolveApplicationLearningReceiptTitle,
+    resolveApplicationMemoryEvidenceText: ctx.resolveApplicationMemoryEvidenceText,
+    isForgettingApplicationMemory: ctx.isForgettingApplicationMemory,
+    forgetApplicationPreviewMemory: ctx.forgetApplicationPreviewMemory,
    isApplicationDraftPayload: ctx.isApplicationDraftPayload,
    resolveApplicationDraftStatusLabel: ctx.resolveApplicationDraftStatusLabel,
    buildApplicationDraftSummaryItems: ctx.buildApplicationDraftSummaryItems,