diff --git a/apps/web/src/views/ApplicationDetail.vue b/apps/web/src/views/ApplicationDetail.vue
index 58c5cae..bf0580b 100644
--- a/apps/web/src/views/ApplicationDetail.vue
+++ b/apps/web/src/views/ApplicationDetail.vue
@@ -3,6 +3,7 @@ import { onMounted, ref, computed } from 'vue'
 import { useToastStore } from '@/stores/toast'
 import * as api from '@/api'
 import { HttpError } from '@/api'
+import InterviewPrepModal from '@/components/InterviewPrepModal.vue'
 import type {
   Application,
   Artifact,
@@ -32,6 +33,9 @@ const requestingApproval = ref(false)
 const confirming = ref(false)
 const sending = ref(false)
 
+// Interview prep modal
+const showPrepModal = ref(false)
+
 const isConfirmed = computed(() => approval.value?.confirmed_by_user ?? false)
 const canSend = computed(() => isConfirmed.value && !sending.value)
 
@@ -127,6 +131,14 @@ async function sendOutbox() {
   }
 }
 
+function openInterviewPrep() {
+  showPrepModal.value = true
+}
+
+function closeInterviewPrep() {
+  showPrepModal.value = false
+}
+
 onMounted(loadData)
 </script>
 
@@ -147,6 +159,20 @@ onMounted(loadData)
         </div>
       </section>
 
+      <!-- Interview prep -->
+      <section class="bg-white rounded-lg border border-gray-200 p-4 space-y-3">
+        <h2 class="font-semibold">Interview Prep</h2>
+        <p class="text-sm text-gray-600">
+          Generate likely interview questions with suggested answers based on your profile and the posting.
+        </p>
+        <button
+          @click="openInterviewPrep"
+          class="bg-purple-600 text-white px-4 py-2 rounded text-sm"
+        >
+          Open Interview Prep
+        </button>
+      </section>
+
       <!-- Artifacts list -->
       <section class="bg-white rounded-lg border border-gray-200 p-4 space-y-2">
         <h2 class="font-semibold">Artifacts</h2>
@@ -247,5 +273,12 @@ onMounted(loadData)
     </template>
 
     <div v-if="!loading && !application" class="text-gray-500">Application not found.</div>
+
+    <!-- Interview prep modal -->
+    <InterviewPrepModal
+      :application-id="id"
+      :visible="showPrepModal"
+      @close="closeInterviewPrep"
+    />
   </div>
 </template>
\ No newline at end of file
diff --git a/apps/web/src/views/Applications.vue b/apps/web/src/views/Applications.vue
index 5361978..6998b28 100644
--- a/apps/web/src/views/Applications.vue
+++ b/apps/web/src/views/Applications.vue
@@ -4,7 +4,7 @@ import { useRouter } from 'vue-router'
 import { useToastStore } from '@/stores/toast'
 import * as api from '@/api'
 import { HttpError } from '@/api'
-import type { Application, ApplicationState } from '@/types'
+import type { Application, ApplicationState, TodayNudge } from '@/types'
 
 const toast = useToastStore()
 const router = useRouter()
@@ -14,6 +14,10 @@ const loading = ref(true)
 const draggingId = ref<string | null>(null)
 const draggingFrom = ref<ApplicationState | null>(null)
 
+// Red flags and nudges
+const redFlagsMap = ref<Record<string, string[]>>({})
+const nudgeIds = ref<Set<string>>(new Set())
+
 const states: ApplicationState[] = [
   'discovered',
   'scored',
@@ -31,9 +35,39 @@ function appsInState(state: ApplicationState): Application[] {
   return applications.value.filter((a) => a.state === state)
 }
 
+function hasRedFlags(app: Application): boolean {
+  const flags = redFlagsMap.value[app.id]
+  return flags != null && flags.length > 0
+}
+
+function redFlagsFor(app: Application): string[] {
+  return redFlagsMap.value[app.id] ?? []
+}
+
+function hasNudge(app: Application): boolean {
+  return nudgeIds.value.has(app.id)
+}
+
 async function loadApplications() {
   try {
     applications.value = await api.getApplications()
+    // Load red flags via batch scoring and nudges via today endpoint
+    const [batchResult, todayResult] = await Promise.allSettled([
+      api.batchScore(applications.value.map((a) => a.id)),
+      api.getToday()
+    ])
+    if (batchResult.status === 'fulfilled') {
+      const map: Record<string, string[]> = {}
+      for (const r of batchResult.value.results) {
+        if (r.red_flags && r.red_flags.length > 0) {
+          map[r.application_id] = r.red_flags
+        }
+      }
+      redFlagsMap.value = map
+    }
+    if (todayResult.status === 'fulfilled') {
+      nudgeIds.value = new Set(todayResult.value.nudges.map((n: TodayNudge) => n.application_id))
+    }
   } catch {
     toast.push('Failed to load applications', 'error')
   } finally {
@@ -117,7 +151,21 @@ onMounted(loadApplications)
             @click="goToDetail(app)"
             class="bg-white rounded border border-gray-200 p-2 cursor-pointer hover:shadow-md transition-shadow"
           >
-            <div class="font-medium text-sm truncate">{{ app.posting?.company ?? 'Unknown' }}</div>
+            <div class="flex items-center gap-1">
+              <span
+                v-if="hasRedFlags(app)"
+                class="text-red-600 font-bold text-sm flex-shrink-0"
+                :title="redFlagsFor(app).join('; ')"
+              >
+                &#x26A0;
+              </span>
+              <span
+                v-if="hasNudge(app)"
+                class="inline-block w-2 h-2 rounded-full bg-orange-500 flex-shrink-0"
+                title="Follow-up nudge pending"
+              ></span>
+              <div class="font-medium text-sm truncate">{{ app.posting?.company ?? 'Unknown' }}</div>
+            </div>
             <div class="text-xs text-gray-500 truncate">{{ app.posting?.title ?? 'No title' }}</div>
             <div v-if="app.score != null" class="text-xs text-green-700 mt-1">
               Score: {{ app.score }}
diff --git a/apps/web/src/views/Research.vue b/apps/web/src/views/Research.vue
index 5ddc1a3..cf40d6a 100644
--- a/apps/web/src/views/Research.vue
+++ b/apps/web/src/views/Research.vue
@@ -2,6 +2,7 @@
 import { onMounted, ref } from 'vue'
 import { useToastStore } from '@/stores/toast'
 import * as api from '@/api'
+import { HttpError } from '@/api'
 import type { JobPosting } from '@/types'
 
 const toast = useToastStore()
@@ -11,10 +12,32 @@ const loading = ref(true)
 const newUrl = ref('')
 const scoringId = ref<string | null>(null)
 const scoreMap = ref<Record<string, { score: number; rationale: Record<string, unknown> }>>({})
+const redFlagsMap = ref<Record<string, string[]>>({})
+
+// Fetch form
+const fetchQuery = ref('')
+const fetchRegion = ref('')
+const fetching = ref(false)
+const fetchResult = ref<{ new: number; dupes: number } | null>(null)
 
 async function loadPostings() {
   try {
     postings.value = await api.getPostings()
+    // Load red flags for existing postings via batch scoring
+    if (postings.value.length > 0) {
+      try {
+        const batch = await api.batchScore(postings.value.map((p) => p.id))
+        const map: Record<string, string[]> = {}
+        for (const r of batch.results) {
+          if (r.red_flags && r.red_flags.length > 0) {
+            map[r.application_id] = r.red_flags
+          }
+        }
+        redFlagsMap.value = map
+      } catch {
+        // batch scoring is optional; ignore errors
+      }
+    }
   } catch {
     toast.push('Failed to load postings', 'error')
   } finally {
@@ -34,6 +57,27 @@ async function addPosting() {
   }
 }
 
+async function doFetch() {
+  if (!fetchQuery.value.trim()) return
+  fetching.value = true
+  fetchResult.value = null
+  try {
+    fetchResult.value = await api.fetchPostings(fetchQuery.value.trim(), fetchRegion.value.trim() || undefined)
+    toast.push(`Fetched ${fetchResult.value.new} new postings`, 'success')
+    // Reload postings to show new ones
+    await loadPostings()
+  } catch (err) {
+    let msg = 'Fetch failed'
+    if (err instanceof HttpError) {
+      const body = err.body as { error?: { message?: string } } | null
+      msg = body?.error?.message ?? msg
+    }
+    toast.push(msg, 'error')
+  } finally {
+    fetching.value = false
+  }
+}
+
 async function scorePosting(p: JobPosting) {
   scoringId.value = p.id
   try {
@@ -47,6 +91,15 @@ async function scorePosting(p: JobPosting) {
   }
 }
 
+function hasScamFlag(p: JobPosting): boolean {
+  const flags = redFlagsMap.value[p.id]
+  return flags != null && flags.length > 0
+}
+
+function scamFlagsFor(p: JobPosting): string[] {
+  return redFlagsMap.value[p.id] ?? []
+}
+
 onMounted(loadPostings)
 </script>
 
@@ -54,6 +107,37 @@ onMounted(loadPostings)
   <div class="space-y-6">
     <h1 class="text-2xl font-bold">Research</h1>
 
+    <!-- Fetch form (Arbetsformedlingen connector) -->
+    <section class="bg-white rounded-lg border border-gray-200 p-4 space-y-3">
+      <h2 class="font-semibold">Fetch from Arbetsformedlingen</h2>
+      <div class="flex gap-2">
+        <input
+          v-model="fetchQuery"
+          placeholder="Search query (e.g. python developer)"
+          class="flex-1 border rounded px-2 py-1"
+          @keyup.enter="doFetch"
+        />
+        <input
+          v-model="fetchRegion"
+          placeholder="Region (optional)"
+          class="w-48 border rounded px-2 py-1"
+          @keyup.enter="doFetch"
+        />
+        <button
+          @click="doFetch"
+          :disabled="fetching"
+          class="bg-indigo-600 text-white px-4 py-2 rounded text-sm disabled:opacity-50"
+        >
+          {{ fetching ? 'Fetching...' : 'Fetch Postings' }}
+        </button>
+      </div>
+      <div v-if="fetchResult" class="text-sm">
+        <span class="text-green-700 font-medium">{{ fetchResult.new }} new</span>,
+        <span class="text-gray-500">{{ fetchResult.dupes }} duplicates</span>
+      </div>
+    </section>
+
+    <!-- Manual URL add -->
     <section class="bg-white rounded-lg border border-gray-200 p-4 flex gap-2">
       <input
         v-model="newUrl"
@@ -73,6 +157,7 @@ onMounted(loadPostings)
           <th class="px-3 py-2">Title</th>
           <th class="px-3 py-2">Location</th>
           <th class="px-3 py-2">Source</th>
+          <th class="px-3 py-2">Scam</th>
           <th class="px-3 py-2">Fetched</th>
           <th class="px-3 py-2">Actions</th>
         </tr>
@@ -83,6 +168,16 @@ onMounted(loadPostings)
           <td class="px-3 py-2">{{ p.title }}</td>
           <td class="px-3 py-2">{{ p.location }}</td>
           <td class="px-3 py-2">{{ p.source }}</td>
+          <td class="px-3 py-2">
+            <span
+              v-if="hasScamFlag(p)"
+              class="text-red-600 font-bold"
+              :title="scamFlagsFor(p).join('; ')"
+            >
+              &#x26A0;
+            </span>
+            <span v-else class="text-gray-400">-</span>
+          </td>
           <td class="px-3 py-2 text-gray-500">{{ p.fetched_at?.slice(0, 10) }}</td>
           <td class="px-3 py-2">
             <button