diff --git a/backend/app/api/suggestions.py b/backend/app/api/suggestions.py
index 25bd2fe..61fbbb7 100644
--- a/backend/app/api/suggestions.py
+++ b/backend/app/api/suggestions.py
@@ -11,8 +11,21 @@ suggestions_bp = Blueprint("suggestions", __name__, url_prefix="/api")
 
 @suggestions_bp.route("/images/<int:image_id>/suggestions", methods=["GET"])
 async def get_suggestions(image_id: int):
+    # ?min=<float> overrides the configured per-category thresholds so the typed
+    # tag-input dropdown can surface EVERY stored prediction (min=0), including
+    # low-confidence actions/features, in canonical formatting. Omitted → the
+    # curated above-threshold list the Suggestions panel uses.
+    override = None
+    raw_min = request.args.get("min")
+    if raw_min is not None:
+        try:
+            override = min(1.0, max(0.0, float(raw_min)))
+        except ValueError:
+            return jsonify({"error": "min must be a float in [0,1]"}), 400
     async with get_session() as session:
-        sl = await SuggestionService(session).for_image(image_id)
+        sl = await SuggestionService(session).for_image(
+            image_id, threshold_override=override
+        )
     return jsonify(
         {
             "by_category": {
diff --git a/backend/app/api/tags.py b/backend/app/api/tags.py
index 59dc286..b189c1f 100644
--- a/backend/app/api/tags.py
+++ b/backend/app/api/tags.py
@@ -172,6 +172,7 @@ async def list_tags_for_image(image_id: int):
                 "name": t.name,
                 "kind": t.kind.value,
                 "fandom_id": t.fandom_id,
+                "fandom_name": t.fandom_name,
             }
             for t in tags
         ]
diff --git a/backend/app/services/gallery_service.py b/backend/app/services/gallery_service.py
index 9c31476..44cbe66 100644
--- a/backend/app/services/gallery_service.py
+++ b/backend/app/services/gallery_service.py
@@ -558,13 +558,26 @@ class GalleryService:
         record = await self.session.get(ImageRecord, image_id)
         if record is None:
             return None
+        # Self-join Tag to resolve a character's fandom NAME (not just id) so the
+        # modal chip can label it without an N+1 — mirrors list_for_image.
+        fandom_alias = Tag.__table__.alias("fandom_lookup")
         tag_stmt = (
-            select(Tag)
-            .join(image_tag, image_tag.c.tag_id == Tag.id)
+            select(
+                Tag.id,
+                Tag.name,
+                Tag.kind,
+                Tag.fandom_id,
+                fandom_alias.c.name.label("fandom_name"),
+            )
+            .select_from(
+                Tag.__table__
+                .join(image_tag, image_tag.c.tag_id == Tag.id)
+                .outerjoin(fandom_alias, Tag.fandom_id == fandom_alias.c.id)
+            )
             .where(image_tag.c.image_record_id == image_id)
             .order_by(Tag.kind.asc(), Tag.name.asc())
         )
-        tags = (await self.session.execute(tag_stmt)).scalars().all()
+        tags = (await self.session.execute(tag_stmt)).all()
         # Fetch the canonical post.post_date for this image (if any) so
         # the modal can show "Posted on <date>" alongside import date.
         posted_at = None
@@ -608,6 +621,7 @@ class GalleryService:
                     "name": t.name,
                     "kind": t.kind.value if hasattr(t.kind, "value") else t.kind,
                     "fandom_id": t.fandom_id,
+                    "fandom_name": t.fandom_name,
                 }
                 for t in tags
             ],
diff --git a/backend/app/services/ml/suggestions.py b/backend/app/services/ml/suggestions.py
index 9e570a8..b53e198 100644
--- a/backend/app/services/ml/suggestions.py
+++ b/backend/app/services/ml/suggestions.py
@@ -48,16 +48,33 @@ class SuggestionService:
             await self.session.execute(select(MLSettings).where(MLSettings.id == 1))
         ).scalar_one()
 
-    def _threshold_for(self, s: MLSettings, category: str) -> float:
+    def _threshold_for(
+        self, s: MLSettings, category: str, override: float | None = None,
+    ) -> float:
         # 'artist' (FC-2d-vii-c) and 'copyright' (2026-06-01) retired;
         # both fall through to the 1.01 "never surfaces" default like any
         # unsurfaced category.
+        # override (the typed-dropdown "show everything the model saw" mode)
+        # applies to the surfaced categories only — unsurfaced ones are already
+        # skipped before the threshold check, so they can't leak in.
+        if override is not None:
+            return override
         return {
             "character": s.suggestion_threshold_character,
             "general": s.suggestion_threshold_general,
         }.get(category, 1.01)
 
-    async def for_image(self, image_id: int) -> SuggestionList:
+    async def for_image(
+        self, image_id: int, *, threshold_override: float | None = None,
+    ) -> SuggestionList:
+        """Ranked suggestions for one image.
+
+        threshold_override surfaces EVERY stored tagger prediction (down to the
+        ingest STORE_FLOOR) regardless of the configured per-category suggestion
+        thresholds — backs the tag-input dropdown's "search all of the model's
+        predictions, including low-confidence ones, in the canonical formatting"
+        mode (operator-asked 2026-06-09). The Suggestions panel still calls with
+        no override so it stays the curated above-threshold list."""
         img = await self.session.get(ImageRecord, image_id)
         if img is None:
             return SuggestionList()
@@ -96,7 +113,7 @@ class SuggestionService:
             if category not in SURFACED_CATEGORIES:
                 continue
             conf = float(p.get("confidence", 0.0))
-            if conf < self._threshold_for(settings, category):
+            if conf < self._threshold_for(settings, category, threshold_override):
                 continue
             display = normalize_tag_name(name)
             if display is None:
diff --git a/backend/app/services/tag_service.py b/backend/app/services/tag_service.py
index 11192a4..335afc3 100644
--- a/backend/app/services/tag_service.py
+++ b/backend/app/services/tag_service.py
@@ -225,14 +225,29 @@ class TagService:
             )
         )
 
-    async def list_for_image(self, image_id: int) -> Sequence[Tag]:
+    async def list_for_image(self, image_id: int) -> Sequence:
+        """Tags on an image, ordered (kind, name). Each row carries the fandom's
+        NAME (not just fandom_id) via a self-join on Tag, so the UI can label a
+        character chip with its fandom without an N+1 (mirrors the
+        autocomplete/directory resolution)."""
+        fandom_alias = Tag.__table__.alias("fandom_lookup")
         stmt = (
-            select(Tag)
-            .join(image_tag, image_tag.c.tag_id == Tag.id)
+            select(
+                Tag.id,
+                Tag.name,
+                Tag.kind,
+                Tag.fandom_id,
+                fandom_alias.c.name.label("fandom_name"),
+            )
+            .select_from(
+                Tag.__table__
+                .join(image_tag, image_tag.c.tag_id == Tag.id)
+                .outerjoin(fandom_alias, Tag.fandom_id == fandom_alias.c.id)
+            )
             .where(image_tag.c.image_record_id == image_id)
             .order_by(Tag.kind.asc(), Tag.name.asc())
         )
-        return (await self.session.execute(stmt)).scalars().all()
+        return (await self.session.execute(stmt)).all()
 
     async def _keep_as_alias(self, tag_id: int) -> bool:
         """A merged-away tag's old name must survive as an alias iff the ML
diff --git a/frontend/src/components/TopNav.vue b/frontend/src/components/TopNav.vue
index 3800d8a..b37514e 100644
--- a/frontend/src/components/TopNav.vue
+++ b/frontend/src/components/TopNav.vue
@@ -15,7 +15,7 @@
          where they fold into the hamburger menu on the right. -->
     <nav class="fc-links">
       <RouterLink
-        v-for="r in navRoutes"
+        v-for="r in contentRoutes"
         :key="r.name"
         :to="{ name: r.name }"
         class="fc-link"
@@ -27,6 +27,19 @@
            Gallery: Select). TopNav owns the slot, not its contents. -->
       <div id="fc-nav-actions" class="fc-nav-actions" />
 
+      <!-- Settings is config, not content — pinned to the right edge,
+           separated from the content nav (desktop). On mobile it lives in
+           the hamburger menu below like every other route. -->
+      <RouterLink
+        v-if="settingsRoute"
+        :to="{ name: settingsRoute.name }"
+        class="fc-link fc-link--settings"
+        :aria-label="settingsRoute.meta.title"
+      >
+        <v-icon size="small">mdi-cog-outline</v-icon>
+        <span class="fc-link--settings__label">{{ settingsRoute.meta.title }}</span>
+      </RouterLink>
+
       <!-- Mobile nav: the link row collides with brand + actions below ~768px
            (7+ links in one flex row), so collapse it into a menu. -->
       <v-menu location="bottom end">
@@ -64,6 +77,14 @@ onMounted(() => system.refreshHealth())
 const navRoutes = computed(() =>
   router.getRoutes().filter(r => r.meta?.title)
 )
+// Content links for the centered desktop row — everything EXCEPT Settings,
+// which is config and gets pinned to the right edge instead.
+const contentRoutes = computed(() =>
+  navRoutes.value.filter(r => r.name !== 'settings')
+)
+const settingsRoute = computed(() =>
+  navRoutes.value.find(r => r.name === 'settings') || null
+)
 
 const health = computed(() => {
   if (system.healthy === null) {
@@ -147,6 +168,13 @@ const health = computed(() => {
 .fc-link.router-link-exact-active {
   color: rgb(var(--v-theme-accent));
 }
+/* Settings: gear + label, pinned right of the content nav. */
+.fc-link--settings {
+  display: inline-flex;
+  align-items: center;
+  gap: 6px;
+  flex-shrink: 0;
+}
 
 .fc-nav-left {
   flex: 1 1 0;
@@ -181,6 +209,8 @@ const health = computed(() => {
   .fc-topnav { gap: 0.5rem; padding: 0.6rem 0.75rem; }
   /* Fold the link row into the hamburger menu. */
   .fc-links { display: none; }
+  /* Settings is in the hamburger menu on mobile (navRoutes includes it). */
+  .fc-link--settings { display: none; }
   .fc-nav-burger { display: inline-flex; }
 }
 @media (max-width: 480px) {
diff --git a/frontend/src/components/modal/SuggestionsPanel.vue b/frontend/src/components/modal/SuggestionsPanel.vue
index e56d7a5..142d3f6 100644
--- a/frontend/src/components/modal/SuggestionsPanel.vue
+++ b/frontend/src/components/modal/SuggestionsPanel.vue
@@ -46,6 +46,9 @@ import SuggestionsCategoryGroup from './SuggestionsCategoryGroup.vue'
 import AliasPickerDialog from './AliasPickerDialog.vue'
 
 const props = defineProps({ imageId: { type: Number, required: true } })
+// 'accepted' lets the parent return focus to the tag input after a suggestion is
+// applied (operator-asked 2026-06-08).
+const emit = defineEmits(['accepted'])
 const store = useSuggestionsStore()
 const modal = useModalStore()
 
@@ -59,7 +62,11 @@ const isEmpty = computed(() =>
   Object.values(store.byCategory).every(list => !list || list.length === 0)
 )
 
-watch(() => props.imageId, (id) => { if (id != null) store.load(id) }, { immediate: true })
+watch(() => props.imageId, (id) => {
+  if (id == null) return
+  store.load(id)        // panel: curated, ≥ threshold
+  store.loadAll(id)     // dropdown: full prediction set (low-confidence included)
+}, { immediate: true })
 
 // After a successful accept/alias-accept, refresh the modal's current
 // tag list so TagPanel's chip rail reflects the newly-attached tag.
@@ -72,6 +79,7 @@ async function onAccept(s) {
   try {
     await store.accept(s)
     await modal.reloadTags()
+    emit('accepted')
   } catch (e) {
     toast({ text: `Accept failed: ${e.message}`, type: 'error' })
   }
@@ -85,6 +93,7 @@ async function onAliasConfirm(canonicalTagId) {
     await store.aliasAccept(aliasTarget.value, canonicalTagId)
     aliasDialog.value = false
     await modal.reloadTags()
+    emit('accepted')
   } catch (e) {
     toast({ text: `Alias failed: ${e.message}`, type: 'error' })
   }
diff --git a/frontend/src/components/modal/TagAutocomplete.vue b/frontend/src/components/modal/TagAutocomplete.vue
index 7200f09..ba6fe25 100644
--- a/frontend/src/components/modal/TagAutocomplete.vue
+++ b/frontend/src/components/modal/TagAutocomplete.vue
@@ -123,6 +123,10 @@ function focusInput () {
   nextTick(() => inputRef.value?.focus?.())
 }
 onMounted(focusInput)
+// Exposed so the parent (TagPanel) can hand focus back to this field after an
+// auto-suggestion is accepted, keeping the keyboard flow on the input instead
+// of dropping to <body> (operator-asked 2026-06-08). Mobile guard preserved.
+defineExpose({ focus: focusInput })
 
 // Single text input; no kind dropdown. Client-side mirror of the
 // backend's parse_kind_prefix lives below — kept in sync with
@@ -186,12 +190,17 @@ function scorePct (s) { return `${Math.round(s.score * 100)}%` }
 
 // This image's suggestions that match the typed query, minus any the server
 // autocomplete already returned (same name+kind) so a tag never shows twice.
+// Sources the FULL prediction set (allByCategory, down to the store floor) — NOT
+// the threshold-filtered panel list — so a low-confidence action/feature the
+// model saw can be typed and accepted in canonical formatting instead of being
+// hand-entered as a custom tag (operator-asked 2026-06-09). The typed query is
+// the only filter; the threshold no longer hides anything here.
 const suggestionHits = computed(() => {
   const q = parsedName.value.toLowerCase()
   if (!q) return []
   const seen = new Set(hits.value.map(h => `${h.kind}:${h.name.toLowerCase()}`))
   const out = []
-  for (const list of Object.values(suggestions.byCategory)) {
+  for (const list of Object.values(suggestions.allByCategory)) {
     for (const s of list || []) {
       const key = `${s.category}:${s.display_name.toLowerCase()}`
       if (!s.display_name.toLowerCase().includes(q)) continue
@@ -200,9 +209,10 @@ const suggestionHits = computed(() => {
       out.push(s)
     }
   }
-  // Best matches first; cap so the dropdown stays scannable.
+  // Best matches first; cap generously so a specific typed query surfaces its
+  // matches even when many predictions exist, while the list stays scrollable.
   out.sort((a, b) => b.score - a.score)
-  return out.slice(0, 6)
+  return out.slice(0, 20)
 })
 
 // One ordered list backing both the rendered dropdown and keyboard nav, so the
diff --git a/frontend/src/components/modal/TagChip.vue b/frontend/src/components/modal/TagChip.vue
index e93710d..b6df29d 100644
--- a/frontend/src/components/modal/TagChip.vue
+++ b/frontend/src/components/modal/TagChip.vue
@@ -11,7 +11,10 @@
       @click:close="$emit('remove', tag.id)"
     >
       <v-icon start size="x-small">{{ iconFor(tag.kind) }}</v-icon>
-      {{ tag.name }}<span v-if="tag.fandom_id">→</span>
+      {{ tag.name }}<span
+        v-if="tag.fandom_id" class="fc-tag-chip__fandom"
+        :title="tag.fandom_name ? `Fandom: ${tag.fandom_name}` : 'Has a fandom'"
+      >→<template v-if="fandomLabel">&nbsp;{{ fandomLabel }}</template></span>
     </v-chip>
     <span class="fc-tag-chip__menu-wrap">
       <v-btn
@@ -40,15 +43,24 @@
 </template>
 
 <script setup>
-import { ref } from 'vue'
+import { computed, ref } from 'vue'
 import { useTagStore } from '../../stores/tags.js'
 
-defineProps({ tag: { type: Object, required: true } })
+const props = defineProps({ tag: { type: Object, required: true } })
 defineEmits(['remove', 'rename', 'set-fandom'])
 
 const store = useTagStore()
 const menuOpen = ref(false)
 
+// Show a character's fandom inline (truncated). Falls back to a bare arrow when
+// only fandom_id is known but the name wasn't resolved (older payloads).
+const FANDOM_MAX = 15
+const fandomLabel = computed(() => {
+  const n = props.tag.fandom_name
+  if (!n) return ''
+  return n.length > FANDOM_MAX ? `${n.slice(0, FANDOM_MAX)}…` : n
+})
+
 const KIND_ICONS = {
   general: 'mdi-tag', character: 'mdi-account-circle',
   fandom: 'mdi-book-open-page-variant', series: 'mdi-bookshelf',
@@ -62,4 +74,5 @@ function iconFor (k) { return KIND_ICONS[k] || 'mdi-tag' }
 .fc-tag-chip__menu-wrap { display: inline-flex; align-items: center; }
 .fc-tag-chip__kebab { opacity: 0.7; }
 .fc-tag-chip:hover .fc-tag-chip__kebab { opacity: 1; }
+.fc-tag-chip__fandom { opacity: 0.7; font-size: 0.85em; }
 </style>
diff --git a/frontend/src/components/modal/TagPanel.vue b/frontend/src/components/modal/TagPanel.vue
index dfd00c2..64aafa3 100644
--- a/frontend/src/components/modal/TagPanel.vue
+++ b/frontend/src/components/modal/TagPanel.vue
@@ -13,6 +13,7 @@
     <v-divider class="my-3" />
 
     <TagAutocomplete
+      ref="tagInputRef"
       @pick-existing="onPickExisting" @pick-new="onPickNew"
       @accept-suggestion="onAcceptSuggestion"
     />
@@ -24,6 +25,7 @@
     <SuggestionsPanel
       v-if="modal.currentImageId != null"
       :image-id="modal.currentImageId"
+      @accepted="focusTagInput"
     />
 
     <v-dialog v-model="renameDialog" max-width="420">
@@ -60,6 +62,12 @@ import FandomSetDialog from './FandomSetDialog.vue'
 const modal = useModalStore()
 const suggestions = useSuggestionsStore()
 const errorMsg = ref(null)
+const tagInputRef = ref(null)
+
+// Return focus to the tag input after a suggestion is accepted (from the
+// Suggestions panel or the autocomplete dropdown) so the operator can keep
+// typing the next tag without re-clicking the field (operator-asked 2026-06-08).
+function focusTagInput() { tagInputRef.value?.focus?.() }
 
 async function onRemove(tagId) {
   errorMsg.value = null
@@ -84,6 +92,7 @@ async function onAcceptSuggestion(s) {
   try {
     await suggestions.accept(s)
     await modal.reloadTags()
+    focusTagInput()
   } catch (e) { errorMsg.value = e.message }
 }
 
diff --git a/frontend/src/stores/seriesBrowse.js b/frontend/src/stores/seriesBrowse.js
index adb796c..a55e1dc 100644
--- a/frontend/src/stores/seriesBrowse.js
+++ b/frontend/src/stores/seriesBrowse.js
@@ -27,5 +27,22 @@ export const useSeriesBrowseStore = defineStore('seriesBrowse', () => {
     return load()
   }
 
-  return { series, sort, artistId, loading, error, load, setSort }
+  // A series IS a Tag(kind=series); deleting it removes the series structure
+  // (pages/chapters cascade) via the shared admin tag-delete. Splice the card
+  // out for instant feedback rather than reloading the whole grid.
+  async function remove(id) {
+    await api.delete(`/api/admin/tags/${id}`)
+    series.value = series.value.filter(s => s.id !== id)
+  }
+
+  // Reflect an in-place rename (PATCH /api/tags/<id>) without a full reload.
+  function applyRename(id, name) {
+    const row = series.value.find(s => s.id === id)
+    if (row) row.name = name
+  }
+
+  return {
+    series, sort, artistId, loading, error,
+    load, setSort, remove, applyRename,
+  }
 })
diff --git a/frontend/src/stores/suggestions.js b/frontend/src/stores/suggestions.js
index 6f7bb78..4209570 100644
--- a/frontend/src/stores/suggestions.js
+++ b/frontend/src/stores/suggestions.js
@@ -16,9 +16,14 @@ export const CATEGORY_LABELS = {
 
 export const useSuggestionsStore = defineStore('suggestions', () => {
   const api = useApi()
-  const byCategory = ref({})       // { category: [suggestion, ...] }
+  const byCategory = ref({})       // { category: [suggestion, ...] } — panel (≥ threshold)
+  // The typed tag-input dropdown searches the model's FULL prediction set for
+  // the image (min=0, down to the store floor) so low-confidence actions/
+  // features can be picked in canonical formatting (operator-asked 2026-06-09).
+  const allByCategory = ref({})
   const { loading, error, run } = useAsyncAction({ errorAs: 'message' })
   let currentImageId = null
+  const inflightAll = useInflightToken()
   // Audit 2026-06-02: this store had no inflight guard — a late
   // /suggestions response from a prior image could overwrite
   // byCategory while currentImageId pointed at a new one, and
@@ -42,10 +47,41 @@ export const useSuggestionsStore = defineStore('suggestions', () => {
     })
   }
 
-  function _drop(category, predicate) {
-    const list = byCategory.value[category]
-    if (!list) return
-    byCategory.value[category] = list.filter(s => !predicate(s))
+  // Load the full prediction set for the dropdown (separate inflight guard so a
+  // late response from a prior image can't overwrite the current one's list).
+  async function loadAll(imageId) {
+    inflightAll.cancel()
+    allByCategory.value = {}
+    const t = inflightAll.claim()
+    try {
+      const body = await api.get(`/api/images/${imageId}/suggestions`, {
+        params: { min: 0 },
+      })
+      if (!t.isCurrent()) return
+      allByCategory.value = body.by_category || {}
+    } catch {
+      // Dropdown is best-effort — the panel surfaces load errors.
+    }
+  }
+
+  // A stable identity for a suggestion across the two lists (panel vs dropdown
+  // are separate fetches, so object identity differs): tag id when known, else
+  // the raw display key.
+  function _keyOf(s) {
+    return s.canonical_tag_id != null
+      ? `id:${s.canonical_tag_id}`
+      : `raw:${s.category}:${(s.display_name || '').toLowerCase()}`
+  }
+
+  // Drop an accepted/dismissed suggestion from BOTH the panel list and the
+  // dropdown's full list so it can't reappear in either surface.
+  function _dropEverywhere(suggestion) {
+    const key = _keyOf(suggestion)
+    const cat = suggestion.category
+    for (const map of [byCategory.value, allByCategory.value]) {
+      const list = map[cat]
+      if (list) map[cat] = list.filter(s => _keyOf(s) !== key)
+    }
   }
 
   async function accept(suggestion) {
@@ -70,7 +106,7 @@ export const useSuggestionsStore = defineStore('suggestions', () => {
     // Only drop from THIS image's category list — if the user navigated,
     // the new image has its own suggestions and this drop would corrupt them.
     if (currentImageId === imageId) {
-      _drop(suggestion.category, s => s === suggestion)
+      _dropEverywhere(suggestion)
     }
     toast({
       text: `Tagged: ${suggestion.display_name}`,
@@ -89,7 +125,7 @@ export const useSuggestionsStore = defineStore('suggestions', () => {
       }
     })
     if (currentImageId === imageId) {
-      _drop(suggestion.category, s => s === suggestion)
+      _dropEverywhere(suggestion)
     }
     toast({
       text: `Aliased & tagged: ${suggestion.display_name}`,
@@ -109,12 +145,12 @@ export const useSuggestionsStore = defineStore('suggestions', () => {
       })
     }
     if (currentImageId === imageId) {
-      _drop(suggestion.category, s => s === suggestion)
+      _dropEverywhere(suggestion)
     }
   }
 
   return {
-    byCategory, loading, error,
-    load, accept, aliasAccept, dismiss
+    byCategory, allByCategory, loading, error,
+    load, loadAll, accept, aliasAccept, dismiss
   }
 })
diff --git a/frontend/src/views/SeriesView.vue b/frontend/src/views/SeriesView.vue
index cb3e754..d726df3 100644
--- a/frontend/src/views/SeriesView.vue
+++ b/frontend/src/views/SeriesView.vue
@@ -15,6 +15,12 @@
       <!-- ---- Browse ---- -->
       <v-window-item value="browse">
         <div class="fc-series-browse__controls">
+          <v-text-field
+            v-model="query"
+            density="compact" variant="outlined" hide-details clearable
+            label="Search series" prepend-inner-icon="mdi-magnify"
+            style="max-width: 320px;"
+          />
           <v-select
             :model-value="store.sort"
             :items="sortItems"
@@ -34,10 +40,16 @@
           No series yet. Make one from a post's “Series ▾ → New series from this
           post”, or create a <code>series:</code> tag and add images.
         </div>
+        <div
+          v-else-if="!store.loading && visibleSeries.length === 0"
+          class="fc-series-browse__empty"
+        >
+          No series match “{{ query }}”.
+        </div>
 
         <div class="fc-series-browse__grid">
           <article
-            v-for="s in store.series" :key="s.id" class="fc-sbcard"
+            v-for="s in visibleSeries" :key="s.id" class="fc-sbcard"
             @click="manage(s.id)"
           >
             <div class="fc-sbcard__cover">
@@ -48,6 +60,27 @@
               <span v-if="s.has_gap" class="fc-sbcard__gap" title="Has a missing-page gap">
                 <v-icon size="x-small">mdi-alert-outline</v-icon> gap
               </span>
+              <v-menu>
+                <template #activator="{ props: menuProps }">
+                  <v-btn
+                    v-bind="menuProps"
+                    icon="mdi-dots-vertical" size="x-small" variant="flat"
+                    class="fc-sbcard__kebab" :aria-label="`Actions for ${s.name}`"
+                    @click.stop
+                  />
+                </template>
+                <v-list density="compact">
+                  <v-list-item prepend-icon="mdi-pencil" @click.stop="openRename(s)">
+                    <v-list-item-title>Rename</v-list-item-title>
+                  </v-list-item>
+                  <v-list-item
+                    prepend-icon="mdi-delete" base-color="error"
+                    @click.stop="openDelete(s)"
+                  >
+                    <v-list-item-title>Delete</v-list-item-title>
+                  </v-list-item>
+                </v-list>
+              </v-menu>
             </div>
             <div class="fc-sbcard__body">
               <h3 class="fc-sbcard__name">{{ s.name }}</h3>
@@ -73,6 +106,38 @@
           </article>
         </div>
 
+        <v-dialog v-model="renameDialog" max-width="420">
+          <TagRenameDialog
+            v-if="renameTarget"
+            :tag="renameTarget"
+            @renamed="onRenamed" @cancel="renameDialog = false"
+          />
+        </v-dialog>
+
+        <v-dialog v-model="deleteDialog" max-width="440">
+          <v-card v-if="deleteTarget">
+            <v-card-title class="text-body-1">Delete “{{ deleteTarget.name }}”?</v-card-title>
+            <v-card-text>
+              <p class="text-body-2">
+                Removes the series and its chapter/page ordering. The images
+                themselves are kept — only the series grouping is deleted.
+              </p>
+              <v-alert
+                v-if="deleteError" type="error" variant="tonal"
+                density="compact" class="mt-3"
+              >{{ deleteError }}</v-alert>
+            </v-card-text>
+            <v-card-actions>
+              <v-spacer />
+              <v-btn :disabled="deleting" @click="deleteDialog = false">Cancel</v-btn>
+              <v-btn
+                color="error" variant="flat" rounded="pill"
+                :loading="deleting" @click="confirmDelete"
+              >Delete series</v-btn>
+            </v-card-actions>
+          </v-card>
+        </v-dialog>
+
         <div v-if="store.loading" class="fc-series-browse__sentinel">
           <v-progress-circular indeterminate color="accent" size="28" />
         </div>
@@ -140,10 +205,11 @@
 </template>
 
 <script setup>
-import { onMounted, ref } from 'vue'
+import { computed, onMounted, ref } from 'vue'
 import { useRouter } from 'vue-router'
 import { useSeriesBrowseStore } from '../stores/seriesBrowse.js'
 import { useSeriesSuggestionsStore } from '../stores/seriesSuggestions.js'
+import TagRenameDialog from '../components/modal/TagRenameDialog.vue'
 
 const router = useRouter()
 const store = useSeriesBrowseStore()
@@ -156,6 +222,18 @@ const sortItems = [
   { title: 'Size', value: 'size' }
 ]
 
+// Client-side name/artist filter — the whole list is already loaded (homelab
+// scale), so search is instant and needs no round-trip.
+const query = ref('')
+const visibleSeries = computed(() => {
+  const q = (query.value || '').trim().toLowerCase()
+  if (!q) return store.series
+  return store.series.filter(s =>
+    s.name?.toLowerCase().includes(q)
+    || s.artist_name?.toLowerCase().includes(q)
+  )
+})
+
 function manage(id) {
   router.push({ name: 'series-manage', params: { tagId: id } })
 }
@@ -163,6 +241,44 @@ function read(id) {
   router.push({ name: 'series-read', params: { tagId: id } })
 }
 
+// --- per-series kebab: rename + delete ----------------------------------
+const renameDialog = ref(false)
+const renameTarget = ref(null)
+function openRename(s) {
+  // TagRenameDialog renames the underlying Tag(kind=series); pass the kind so
+  // its collision copy reads correctly.
+  renameTarget.value = { id: s.id, name: s.name, kind: 'series' }
+  renameDialog.value = true
+}
+function onRenamed(updated) {
+  renameDialog.value = false
+  if (updated?.id != null && updated?.name) {
+    store.applyRename(updated.id, updated.name)
+  }
+}
+
+const deleteDialog = ref(false)
+const deleteTarget = ref(null)
+const deleting = ref(false)
+const deleteError = ref(null)
+function openDelete(s) {
+  deleteTarget.value = s
+  deleteError.value = null
+  deleteDialog.value = true
+}
+async function confirmDelete() {
+  deleting.value = true
+  deleteError.value = null
+  try {
+    await store.remove(deleteTarget.value.id)
+    deleteDialog.value = false
+  } catch (e) {
+    deleteError.value = e.message
+  } finally {
+    deleting.value = false
+  }
+}
+
 function pct(v) { return `${Math.round((v || 0) * 100)}%` }
 // Only the signals that actually fired (strength > 0), in a stable order.
 function signalKeys(s) {
@@ -178,7 +294,7 @@ onMounted(() => {
 
 <style scoped>
 .fc-series-browse__controls {
-  display: flex; gap: 12px; margin-bottom: 16px;
+  display: flex; flex-wrap: wrap; gap: 12px; margin-bottom: 16px;
 }
 .fc-series-browse__empty {
   padding: 48px; text-align: center;
@@ -209,12 +325,20 @@ onMounted(() => {
   color: rgb(var(--v-theme-on-surface-variant));
 }
 .fc-sbcard__gap {
-  position: absolute; top: 6px; right: 6px;
+  position: absolute; top: 6px; left: 6px;
   display: inline-flex; align-items: center; gap: 2px;
   padding: 1px 6px; border-radius: 999px; font-size: 11px;
   background: rgba(20, 23, 26, 0.75);
   color: rgb(var(--v-theme-warning, var(--v-theme-accent)));
 }
+/* Kebab sits top-right of the cover, opposite the gap badge. Tinted backing so
+   it stays legible over any cover image. */
+.fc-sbcard__kebab {
+  position: absolute; top: 4px; right: 4px;
+  background: rgba(20, 23, 26, 0.6) !important;
+  color: rgb(var(--v-theme-on-surface));
+}
+.fc-sbcard__kebab:hover { background: rgba(20, 23, 26, 0.85) !important; }
 .fc-sbcard__body { padding: 8px 10px; }
 .fc-sbcard__name {
   font-family: 'Fraunces', Georgia, serif; font-size: 15px; font-weight: 600;
diff --git a/tests/test_ml_suggestions.py b/tests/test_ml_suggestions.py
index be1f4fa..9486ce8 100644
--- a/tests/test_ml_suggestions.py
+++ b/tests/test_ml_suggestions.py
@@ -44,6 +44,33 @@ async def test_threshold_filters_low_confidence_general(db):
     assert "Lowconf" not in names
 
 
+@pytest.mark.asyncio
+async def test_threshold_override_surfaces_low_confidence(db):
+    # The typed-dropdown "show everything the model saw" mode: threshold_override
+    # surfaces stored predictions below the configured threshold (in canonical
+    # formatting) so they can be picked instead of hand-typed (2026-06-09).
+    img = _img(
+        "d" * 64,
+        {
+            "lowconf": {"category": "general", "confidence": 0.30},
+            "sword": {"category": "general", "confidence": 0.97},
+        },
+    )
+    db.add(img)
+    await db.flush()
+    sl = await SuggestionService(db).for_image(img.id, threshold_override=0.0)
+    names = [s.display_name for s in sl.by_category.get("general", [])]
+    assert "Sword" in names
+    assert "Lowconf" in names  # below the configured threshold, surfaced anyway
+
+    # Unsurfaced categories are still excluded even with the override.
+    img2 = _img("e" * 64, {"safe": {"category": "rating", "confidence": 0.99}})
+    db.add(img2)
+    await db.flush()
+    sl2 = await SuggestionService(db).for_image(img2.id, threshold_override=0.0)
+    assert "rating" not in sl2.by_category
+
+
 @pytest.mark.asyncio
 async def test_unsurfaced_category_dropped(db):
     img = _img(