diff --git a/app/api.py b/app/api.py
index 5355628..29f3af2 100644
--- a/app/api.py
+++ b/app/api.py
@@ -287,6 +287,59 @@ def test_account(req: AccountTestRequest):
 from fastapi.responses import StreamingResponse
 
 
+# ---------------------------------------------------------------------------
+# Benchmark endpoints
+# ---------------------------------------------------------------------------
+
+@app.get("/api/benchmark/results")
+def get_benchmark_results():
+    """Return the most recently saved benchmark results, or an empty envelope."""
+    path = _DATA_DIR / "benchmark_results.json"
+    if not path.exists():
+        return {"models": {}, "sample_count": 0, "timestamp": None}
+    return json.loads(path.read_text())
+
+
+@app.get("/api/benchmark/run")
+def run_benchmark(include_slow: bool = False):
+    """Spawn the benchmark script and stream stdout as SSE progress events."""
+    import subprocess
+
+    python_bin = "/devl/miniconda3/envs/job-seeker-classifiers/bin/python"
+    script = str(_ROOT / "scripts" / "benchmark_classifier.py")
+    cmd = [python_bin, script, "--score", "--save"]
+    if include_slow:
+        cmd.append("--include-slow")
+
+    def generate():
+        try:
+            proc = subprocess.Popen(
+                cmd,
+                stdout=subprocess.PIPE,
+                stderr=subprocess.STDOUT,
+                text=True,
+                bufsize=1,
+                cwd=str(_ROOT),
+            )
+            for line in proc.stdout:
+                line = line.rstrip()
+                if line:
+                    yield f"data: {json.dumps({'type': 'progress', 'message': line})}\n\n"
+            proc.wait()
+            if proc.returncode == 0:
+                yield f"data: {json.dumps({'type': 'complete'})}\n\n"
+            else:
+                yield f"data: {json.dumps({'type': 'error', 'message': f'Process exited with code {proc.returncode}'})}\n\n"
+        except Exception as exc:
+            yield f"data: {json.dumps({'type': 'error', 'message': str(exc)})}\n\n"
+
+    return StreamingResponse(
+        generate(),
+        media_type="text/event-stream",
+        headers={"Cache-Control": "no-cache", "X-Accel-Buffering": "no"},
+    )
+
+
 @app.get("/api/fetch/stream")
 def fetch_stream(
     accounts: str = Query(default=""),
diff --git a/scripts/benchmark_classifier.py b/scripts/benchmark_classifier.py
index 3f661a6..947f909 100644
--- a/scripts/benchmark_classifier.py
+++ b/scripts/benchmark_classifier.py
@@ -163,7 +163,8 @@ def run_scoring(
     gold = [r["label"] for r in rows]
     results: dict[str, Any] = {}
 
-    for adapter in adapters:
+    for i, adapter in enumerate(adapters, 1):
+        print(f"[{i}/{len(adapters)}] Running {adapter.name} ({len(rows)} samples) …", flush=True)
         preds: list[str] = []
         t0 = time.monotonic()
         for row in rows:
@@ -177,6 +178,7 @@ def run_scoring(
         metrics = compute_metrics(preds, gold, LABELS)
         metrics["latency_ms"] = round(elapsed_ms / len(rows), 1)
         results[adapter.name] = metrics
+        print(f"  → macro-F1 {metrics['__macro_f1__']:.3f}  accuracy {metrics['__accuracy__']:.3f}  {metrics['latency_ms']:.1f} ms/email", flush=True)
         adapter.unload()
 
     return results
@@ -375,6 +377,31 @@ def cmd_score(args: argparse.Namespace) -> None:
         print(row_str)
     print()
 
+    if args.save:
+        import datetime
+        rows = load_scoring_jsonl(args.score_file)
+        save_data = {
+            "timestamp": datetime.datetime.utcnow().isoformat() + "Z",
+            "sample_count": len(rows),
+            "models": {
+                name: {
+                    "macro_f1":  round(m["__macro_f1__"], 4),
+                    "accuracy":  round(m["__accuracy__"], 4),
+                    "latency_ms": m["latency_ms"],
+                    "per_label": {
+                        label: {k: round(v, 4) for k, v in m[label].items()}
+                        for label in LABELS
+                        if label in m
+                    },
+                }
+                for name, m in results.items()
+            },
+        }
+        save_path = Path(args.score_file).parent / "benchmark_results.json"
+        with open(save_path, "w") as f:
+            json.dump(save_data, f, indent=2)
+        print(f"Results saved → {save_path}", flush=True)
+
 
 def cmd_compare(args: argparse.Namespace) -> None:
     active = _active_models(args.include_slow)
@@ -431,6 +458,8 @@ def main() -> None:
     parser.add_argument("--days", type=int, default=90, help="Days back for IMAP search")
     parser.add_argument("--include-slow", action="store_true", help="Include non-default heavy models")
     parser.add_argument("--models", nargs="+", help="Override: run only these model names")
+    parser.add_argument("--save", action="store_true",
+                        help="Save results to data/benchmark_results.json (for the web UI)")
 
     args = parser.parse_args()
 
diff --git a/web/index.html b/web/index.html
index 508eabd..a97bf18 100644
--- a/web/index.html
+++ b/web/index.html
@@ -4,7 +4,12 @@
     <meta charset="UTF-8" />
     <link rel="icon" type="image/svg+xml" href="/vite.svg" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>web</title>
+    <title>Avocet — Label Tool</title>
+    <!-- Inline background prevents blank-white flash before the CSS bundle loads -->
+    <style>
+      html, body { margin: 0; background: #eaeff8; min-height: 100vh; }
+      @media (prefers-color-scheme: dark) { html, body { background: #16202e; } }
+    </style>
   </head>
   <body>
     <div id="app"></div>
diff --git a/web/src/App.vue b/web/src/App.vue
index a5422ff..f15fb5c 100644
--- a/web/src/App.vue
+++ b/web/src/App.vue
@@ -11,11 +11,13 @@
 import { onMounted } from 'vue'
 import { RouterView } from 'vue-router'
 import { useMotion } from './composables/useMotion'
-import { useHackerMode } from './composables/useEasterEgg'
+import { useHackerMode, useKonamiCode } from './composables/useEasterEgg'
 import AppSidebar from './components/AppSidebar.vue'
 
 const motion = useMotion()
-const { restore } = useHackerMode()
+const { toggle, restore } = useHackerMode()
+
+useKonamiCode(toggle)
 
 onMounted(() => {
   restore()  // re-apply hacker mode from localStorage on page load
diff --git a/web/src/assets/avocet.css b/web/src/assets/avocet.css
index 3ad8a01..7a91dac 100644
--- a/web/src/assets/avocet.css
+++ b/web/src/assets/avocet.css
@@ -8,8 +8,29 @@
      Accent  — Russet      (#B8622A) — inspired by avocet's vivid orange-russet head
 */
 
+/* ── Page-level overrides — must be in avocet.css (applied after theme.css base) ── */
+html {
+  /* Prevent Mac Chrome's horizontal swipe-to-navigate page animation
+     from triggering when the user scrolls near the viewport edge */
+  overscroll-behavior-x: none;
+  /* clip (not hidden) — prevents overflowing content from expanding the html layout
+     width beyond the viewport. Without this, body's overflow-x:hidden propagates to
+     the viewport and body has no BFC, so long email URLs inflate the layout and
+     margin:0 auto centering drifts rightward as fonts load. */
+  overflow-x: clip;
+}
+
+body {
+  /* Prevent horizontal scroll from card swipe animations */
+  overflow-x: hidden;
+}
+
+
 /* ── Light mode (default) ──────────────────────────── */
 :root {
+  /* Aliases bridging avocet component vars to CircuitForge base theme vars */
+  --color-bg:             var(--color-surface);     /* App.vue body bg → #eaeff8 in light */
+  --color-text-secondary: var(--color-text-muted);  /* muted label text */
   /* Primary — Slate Teal */
   --app-primary:       #2A6080;   /* 4.8:1 on light surface #eaeff8 — ✅ AA */
   --app-primary-hover: #1E4D66;   /* darker for hover */
diff --git a/web/src/components/AppSidebar.vue b/web/src/components/AppSidebar.vue
index 2df47e8..f691c9b 100644
--- a/web/src/components/AppSidebar.vue
+++ b/web/src/components/AppSidebar.vue
@@ -62,10 +62,11 @@ import { RouterLink } from 'vue-router'
 const LS_KEY = 'cf-avocet-nav-stowed'
 
 const navItems = [
-  { path: '/',         icon: '🃏', label: 'Label'    },
-  { path: '/fetch',    icon: '📥', label: 'Fetch'    },
-  { path: '/stats',    icon: '📊', label: 'Stats'    },
-  { path: '/settings', icon: '⚙️', label: 'Settings' },
+  { path: '/',          icon: '🃏', label: 'Label'     },
+  { path: '/fetch',     icon: '📥', label: 'Fetch'     },
+  { path: '/stats',     icon: '📊', label: 'Stats'     },
+  { path: '/benchmark', icon: '🏁', label: 'Benchmark' },
+  { path: '/settings',  icon: '⚙️', label: 'Settings'  },
 ]
 
 const stowed    = ref(localStorage.getItem(LS_KEY) === 'true')
diff --git a/web/src/components/EmailCard.vue b/web/src/components/EmailCard.vue
index 2180df2..beb994d 100644
--- a/web/src/components/EmailCard.vue
+++ b/web/src/components/EmailCard.vue
@@ -86,6 +86,7 @@ const displayBody = computed(() => {
   font-size: 0.9375rem;
   line-height: 1.6;
   white-space: pre-wrap;
+  overflow-wrap: break-word;
   margin: 0;
 }
 
diff --git a/web/src/components/EmailCardStack.vue b/web/src/components/EmailCardStack.vue
index acacbea..2abc6c3 100644
--- a/web/src/components/EmailCardStack.vue
+++ b/web/src/components/EmailCardStack.vue
@@ -84,6 +84,8 @@ const FLING_WINDOW_MS  = 50    // rolling sample window in ms
 let velocityBuf: { x: number; y: number; t: number }[] = []
 
 function onPointerDown(e: PointerEvent) {
+  // Let clicks on interactive children (expand/collapse, links, etc.) pass through
+  if ((e.target as Element).closest('button, a, input, select, textarea')) return
   if (!motion.rich.value) return
   ;(e.currentTarget as HTMLElement).setPointerCapture(e.pointerId)
   pickupX.value = e.clientX
diff --git a/web/src/components/LabelBucketGrid.vue b/web/src/components/LabelBucketGrid.vue
index f1102c2..ebd1500 100644
--- a/web/src/components/LabelBucketGrid.vue
+++ b/web/src/components/LabelBucketGrid.vue
@@ -1,7 +1,7 @@
 <template>
   <div class="label-grid" :class="{ 'bucket-mode': isBucketMode }" role="group" aria-label="Label buttons">
     <button
-      v-for="label in labels"
+      v-for="label in displayLabels"
       :key="label.key"
       data-testid="label-btn"
       :data-label-key="label.name"
@@ -19,6 +19,8 @@
 </template>
 
 <script setup lang="ts">
+import { computed } from 'vue'
+
 interface Label { name: string; emoji: string; color: string; key: string }
 
 const props = defineProps<{
@@ -27,6 +29,16 @@ const props = defineProps<{
   hoveredBucket?: string | null
 }>()
 const emit = defineEmits<{ label: [name: string] }>()
+
+// Numpad layout: reverse the row order of numeric keys (7-8-9 on top, 1-2-3 on bottom)
+// Non-numeric keys (e.g. 'h' for hired) stay pinned after the grid.
+const displayLabels = computed(() => {
+  const numeric = props.labels.filter(l => !isNaN(Number(l.key)))
+  const other   = props.labels.filter(l =>  isNaN(Number(l.key)))
+  const rows: Label[][] = []
+  for (let i = 0; i < numeric.length; i += 3) rows.push(numeric.slice(i, i + 3))
+  return [...rows.reverse().flat(), ...other]
+})
 </script>
 
 <style scoped>
@@ -38,11 +50,9 @@ const emit = defineEmits<{ label: [name: string] }>()
               padding var(--bucket-expand, 250ms cubic-bezier(0.34, 1.56, 0.64, 1));
 }
 
-/* 10th button (hired / key h) — centered below the 3×3 like a numpad 0 */
+/* 10th button (hired / key h) — full-width bar below the 3×3 */
 .label-btn:last-child {
   grid-column: 1 / -1;
-  max-width: calc(33.333% - 0.34rem);
-  justify-self: center;
 }
 
 .label-grid.bucket-mode {
diff --git a/web/src/composables/useEasterEgg.ts b/web/src/composables/useEasterEgg.ts
index 3e3e0ad..87d069b 100644
--- a/web/src/composables/useEasterEgg.ts
+++ b/web/src/composables/useEasterEgg.ts
@@ -1,14 +1,15 @@
 import { onMounted, onUnmounted } from 'vue'
 
-const KONAMI = ['ArrowUp','ArrowUp','ArrowDown','ArrowDown','ArrowLeft','ArrowRight','ArrowLeft','ArrowRight','b','a']
+const KONAMI    = ['ArrowUp','ArrowUp','ArrowDown','ArrowDown','ArrowLeft','ArrowRight','ArrowLeft','ArrowRight','b','a']
+const KONAMI_AB = ['ArrowUp','ArrowUp','ArrowDown','ArrowDown','ArrowLeft','ArrowRight','ArrowLeft','ArrowRight','a','b']
 
-export function useKonamiCode(onActivate: () => void) {
+export function useKeySequence(sequence: string[], onActivate: () => void) {
   let pos = 0
 
   function handler(e: KeyboardEvent) {
-    if (e.key === KONAMI[pos]) {
+    if (e.key === sequence[pos]) {
       pos++
-      if (pos === KONAMI.length) {
+      if (pos === sequence.length) {
         pos = 0
         onActivate()
       }
@@ -21,6 +22,11 @@ export function useKonamiCode(onActivate: () => void) {
   onUnmounted(() => window.removeEventListener('keydown', handler))
 }
 
+export function useKonamiCode(onActivate: () => void) {
+  useKeySequence(KONAMI, onActivate)
+  useKeySequence(KONAMI_AB, onActivate)
+}
+
 export function useHackerMode() {
   function toggle() {
     const root = document.documentElement
diff --git a/web/src/router/index.ts b/web/src/router/index.ts
index e0aab3f..9e64197 100644
--- a/web/src/router/index.ts
+++ b/web/src/router/index.ts
@@ -2,16 +2,18 @@ import { createRouter, createWebHashHistory } from 'vue-router'
 import LabelView    from '../views/LabelView.vue'
 
 // Views are lazy-loaded to keep initial bundle small
-const FetchView    = () => import('../views/FetchView.vue')
-const StatsView    = () => import('../views/StatsView.vue')
-const SettingsView = () => import('../views/SettingsView.vue')
+const FetchView     = () => import('../views/FetchView.vue')
+const StatsView     = () => import('../views/StatsView.vue')
+const BenchmarkView = () => import('../views/BenchmarkView.vue')
+const SettingsView  = () => import('../views/SettingsView.vue')
 
 export const router = createRouter({
   history: createWebHashHistory(),
   routes: [
-    { path: '/',         component: LabelView,    meta: { title: 'Label' } },
-    { path: '/fetch',    component: FetchView,    meta: { title: 'Fetch' } },
-    { path: '/stats',    component: StatsView,    meta: { title: 'Stats' } },
-    { path: '/settings', component: SettingsView, meta: { title: 'Settings' } },
+    { path: '/',          component: LabelView,     meta: { title: 'Label' } },
+    { path: '/fetch',     component: FetchView,     meta: { title: 'Fetch' } },
+    { path: '/stats',     component: StatsView,     meta: { title: 'Stats' } },
+    { path: '/benchmark', component: BenchmarkView, meta: { title: 'Benchmark' } },
+    { path: '/settings',  component: SettingsView,  meta: { title: 'Settings' } },
   ],
 })
diff --git a/web/src/views/BenchmarkView.vue b/web/src/views/BenchmarkView.vue
new file mode 100644
index 0000000..53df30c
--- /dev/null
+++ b/web/src/views/BenchmarkView.vue
@@ -0,0 +1,551 @@
+<template>
+  <div class="bench-view">
+    <header class="bench-header">
+      <h1 class="page-title">🏁 Benchmark</h1>
+      <div class="header-actions">
+        <label class="slow-toggle" :class="{ disabled: running }">
+          <input type="checkbox" v-model="includeSlow" :disabled="running" />
+          Include slow models
+        </label>
+        <button
+          class="btn-run"
+          :disabled="running"
+          @click="startBenchmark"
+        >
+          {{ running ? '⏳ Running…' : results ? '🔄 Re-run' : '▶ Run Benchmark' }}
+        </button>
+      </div>
+    </header>
+
+    <!-- Progress log -->
+    <div v-if="running || runLog.length" class="run-log">
+      <div class="run-log-title">
+        <span>{{ running ? '⏳ Running benchmark…' : runError ? '❌ Failed' : '✅ Done' }}</span>
+        <button class="btn-ghost" @click="runLog = []; runError = ''">Clear</button>
+      </div>
+      <div class="log-lines" ref="logEl">
+        <div
+          v-for="(line, i) in runLog"
+          :key="i"
+          class="log-line"
+          :class="{ 'log-error': line.startsWith('ERROR') || line.startsWith('[error]') }"
+        >{{ line }}</div>
+      </div>
+      <p v-if="runError" class="run-error">{{ runError }}</p>
+    </div>
+
+    <!-- Loading -->
+    <div v-if="loading" class="status-notice">Loading…</div>
+
+    <!-- No results yet -->
+    <div v-else-if="!results" class="status-notice empty">
+      <p>No benchmark results yet.</p>
+      <p class="hint">Click <strong>Run Benchmark</strong> to score all default models against your labeled data.</p>
+    </div>
+
+    <!-- Results -->
+    <template v-else>
+      <p class="meta-line">
+        <span>{{ results.sample_count.toLocaleString() }} labeled emails</span>
+        <span class="sep">·</span>
+        <span>{{ modelCount }} model{{ modelCount === 1 ? '' : 's' }}</span>
+        <span class="sep">·</span>
+        <span>{{ formatDate(results.timestamp) }}</span>
+      </p>
+
+      <!-- Macro-F1 chart -->
+      <section class="chart-section">
+        <h2 class="chart-title">Macro-F1 (higher = better)</h2>
+        <div class="bar-chart">
+          <div v-for="row in f1Rows" :key="row.name" class="bar-row">
+            <span class="bar-label" :title="row.name">{{ row.name }}</span>
+            <div class="bar-track">
+              <div
+                class="bar-fill"
+                :style="{ width: `${row.pct}%`, background: scoreColor(row.value) }"
+              />
+            </div>
+            <span class="bar-value" :style="{ color: scoreColor(row.value) }">
+              {{ row.value.toFixed(3) }}
+            </span>
+          </div>
+        </div>
+      </section>
+
+      <!-- Latency chart -->
+      <section class="chart-section">
+        <h2 class="chart-title">Latency (ms / email, lower = better)</h2>
+        <div class="bar-chart">
+          <div v-for="row in latencyRows" :key="row.name" class="bar-row">
+            <span class="bar-label" :title="row.name">{{ row.name }}</span>
+            <div class="bar-track">
+              <div
+                class="bar-fill latency-fill"
+                :style="{ width: `${row.pct}%` }"
+              />
+            </div>
+            <span class="bar-value">{{ row.value.toFixed(1) }} ms</span>
+          </div>
+        </div>
+      </section>
+
+      <!-- Per-label F1 heatmap -->
+      <section class="chart-section">
+        <h2 class="chart-title">Per-label F1</h2>
+        <div class="heatmap-scroll">
+          <table class="heatmap">
+            <thead>
+              <tr>
+                <th class="hm-label-col">Label</th>
+                <th v-for="name in modelNames" :key="name" class="hm-model-col" :title="name">
+                  {{ name }}
+                </th>
+              </tr>
+            </thead>
+            <tbody>
+              <tr v-for="label in labelNames" :key="label">
+                <td class="hm-label-cell">
+                  <span class="hm-emoji">{{ LABEL_META[label]?.emoji ?? '🏷️' }}</span>
+                  {{ label.replace(/_/g, '\u00a0') }}
+                </td>
+                <td
+                  v-for="name in modelNames"
+                  :key="name"
+                  class="hm-value-cell"
+                  :style="{ background: heatmapBg(f1For(name, label)), color: heatmapFg(f1For(name, label)) }"
+                  :title="`${name} / ${label}: F1 ${f1For(name, label).toFixed(3)}, support ${supportFor(name, label)}`"
+                >
+                  {{ f1For(name, label).toFixed(2) }}
+                </td>
+              </tr>
+            </tbody>
+          </table>
+        </div>
+        <p class="heatmap-hint">Hover a cell for precision / recall / support. Color: 🟢 ≥ 0.7 · 🟡 0.4–0.7 · 🔴 &lt; 0.4</p>
+      </section>
+    </template>
+  </div>
+</template>
+
+<script setup lang="ts">
+import { ref, computed, onMounted, nextTick } from 'vue'
+import { useApiFetch, useApiSSE } from '../composables/useApi'
+
+// ── Label metadata (same as StatsView) ──────────────────────────────────────
+const LABEL_META: Record<string, { emoji: string }> = {
+  interview_scheduled: { emoji: '🗓️' },
+  offer_received:      { emoji: '🎉' },
+  rejected:            { emoji: '❌' },
+  positive_response:   { emoji: '👍' },
+  survey_received:     { emoji: '📋' },
+  neutral:             { emoji: '⬜' },
+  event_rescheduled:   { emoji: '🔄' },
+  digest:              { emoji: '📰' },
+  new_lead:            { emoji: '🤝' },
+  hired:               { emoji: '🎊' },
+}
+
+// ── Types ────────────────────────────────────────────────────────────────────
+interface PerLabel { f1: number; precision: number; recall: number; support: number }
+interface ModelResult {
+  macro_f1: number
+  accuracy: number
+  latency_ms: number
+  per_label: Record<string, PerLabel>
+}
+interface BenchResults {
+  timestamp: string | null
+  sample_count: number
+  models: Record<string, ModelResult>
+}
+
+// ── State ────────────────────────────────────────────────────────────────────
+const results     = ref<BenchResults | null>(null)
+const loading     = ref(true)
+const running     = ref(false)
+const runLog      = ref<string[]>([])
+const runError    = ref('')
+const includeSlow = ref(false)
+const logEl       = ref<HTMLElement | null>(null)
+
+// ── Derived ──────────────────────────────────────────────────────────────────
+const modelNames = computed(() => Object.keys(results.value?.models ?? {}))
+const modelCount = computed(() => modelNames.value.length)
+
+const labelNames = computed(() => {
+  const canonical = Object.keys(LABEL_META)
+  const inResults = new Set(
+    modelNames.value.flatMap(n => Object.keys(results.value!.models[n].per_label))
+  )
+  return [...canonical.filter(l => inResults.has(l)), ...[...inResults].filter(l => !canonical.includes(l))]
+})
+
+const f1Rows = computed(() => {
+  if (!results.value) return []
+  const rows = modelNames.value.map(name => ({
+    name,
+    value: results.value!.models[name].macro_f1,
+  }))
+  rows.sort((a, b) => b.value - a.value)
+  const max = rows[0]?.value || 1
+  return rows.map(r => ({ ...r, pct: Math.round((r.value / max) * 100) }))
+})
+
+const latencyRows = computed(() => {
+  if (!results.value) return []
+  const rows = modelNames.value.map(name => ({
+    name,
+    value: results.value!.models[name].latency_ms,
+  }))
+  rows.sort((a, b) => a.value - b.value) // fastest first
+  const max = rows[rows.length - 1]?.value || 1
+  return rows.map(r => ({ ...r, pct: Math.round((r.value / max) * 100) }))
+})
+
+// ── Helpers ──────────────────────────────────────────────────────────────────
+function f1For(model: string, label: string): number {
+  return results.value?.models[model]?.per_label[label]?.f1 ?? 0
+}
+function supportFor(model: string, label: string): number {
+  return results.value?.models[model]?.per_label[label]?.support ?? 0
+}
+
+function scoreColor(v: number): string {
+  if (v >= 0.7) return 'var(--color-success, #4CAF50)'
+  if (v >= 0.4) return 'var(--app-accent, #B8622A)'
+  return 'var(--color-error, #ef4444)'
+}
+
+function heatmapBg(v: number): string {
+  // Blend red→yellow→green using the F1 value
+  if (v >= 0.7) return `color-mix(in srgb, #4CAF50 ${Math.round(v * 100)}%, #1a2338 ${Math.round((1 - v) * 80)}%)`
+  if (v >= 0.4) return `color-mix(in srgb, #FF9800 ${Math.round(v * 120)}%, #1a2338 40%)`
+  return `color-mix(in srgb, #ef4444 ${Math.round(v * 200 + 30)}%, #1a2338 60%)`
+}
+function heatmapFg(v: number): string {
+  return v >= 0.5 ? '#fff' : 'rgba(255,255,255,0.75)'
+}
+
+function formatDate(iso: string | null): string {
+  if (!iso) return 'unknown date'
+  const d = new Date(iso)
+  return d.toLocaleString(undefined, { dateStyle: 'medium', timeStyle: 'short' })
+}
+
+// ── Data loading ─────────────────────────────────────────────────────────────
+async function loadResults() {
+  loading.value = true
+  const { data } = await useApiFetch<BenchResults>('/api/benchmark/results')
+  loading.value = false
+  if (data && Object.keys(data.models).length > 0) {
+    results.value = data
+  }
+}
+
+// ── Benchmark run ─────────────────────────────────────────────────────────────
+function startBenchmark() {
+  running.value = true
+  runLog.value  = []
+  runError.value = ''
+
+  const url = `/api/benchmark/run${includeSlow.value ? '?include_slow=true' : ''}`
+  useApiSSE(
+    url,
+    async (event) => {
+      if (event.type === 'progress' && typeof event.message === 'string') {
+        runLog.value.push(event.message)
+        await nextTick()
+        logEl.value?.scrollTo({ top: logEl.value.scrollHeight, behavior: 'smooth' })
+      }
+      if (event.type === 'error' && typeof event.message === 'string') {
+        runError.value = event.message
+      }
+    },
+    async () => {
+      running.value = false
+      await loadResults()
+    },
+    () => {
+      running.value = false
+      if (!runError.value) runError.value = 'Connection lost'
+    },
+  )
+}
+
+onMounted(loadResults)
+</script>
+
+<style scoped>
+.bench-view {
+  max-width: 860px;
+  margin: 0 auto;
+  padding: 1.5rem 1rem 4rem;
+  display: flex;
+  flex-direction: column;
+  gap: 1.75rem;
+}
+
+.bench-header {
+  display: flex;
+  align-items: center;
+  justify-content: space-between;
+  flex-wrap: wrap;
+  gap: 0.75rem;
+}
+
+.page-title {
+  font-family: var(--font-display, var(--font-body, sans-serif));
+  font-size: 1.4rem;
+  font-weight: 700;
+  color: var(--app-primary, #2A6080);
+  margin: 0;
+}
+
+.header-actions {
+  display: flex;
+  align-items: center;
+  gap: 0.75rem;
+  flex-wrap: wrap;
+}
+
+.slow-toggle {
+  display: flex;
+  align-items: center;
+  gap: 0.4rem;
+  font-size: 0.85rem;
+  color: var(--color-text-secondary, #6b7a99);
+  cursor: pointer;
+  user-select: none;
+}
+.slow-toggle.disabled { opacity: 0.5; pointer-events: none; }
+
+.btn-run {
+  padding: 0.45rem 1.1rem;
+  border-radius: 0.375rem;
+  border: none;
+  background: var(--app-primary, #2A6080);
+  color: #fff;
+  font-size: 0.88rem;
+  font-family: var(--font-body, sans-serif);
+  cursor: pointer;
+  transition: opacity 0.15s;
+}
+.btn-run:disabled { opacity: 0.5; cursor: not-allowed; }
+.btn-run:not(:disabled):hover { opacity: 0.85; }
+
+/* ── Run log ────────────────────────────────────────────── */
+.run-log {
+  border: 1px solid var(--color-border, #d0d7e8);
+  border-radius: 0.5rem;
+  overflow: hidden;
+  font-family: var(--font-mono, monospace);
+  font-size: 0.78rem;
+}
+
+.run-log-title {
+  display: flex;
+  justify-content: space-between;
+  align-items: center;
+  padding: 0.4rem 0.75rem;
+  background: var(--color-surface-raised, #e4ebf5);
+  border-bottom: 1px solid var(--color-border, #d0d7e8);
+  font-size: 0.8rem;
+  color: var(--color-text-secondary, #6b7a99);
+}
+
+.btn-ghost {
+  background: none;
+  border: none;
+  color: var(--color-text-secondary, #6b7a99);
+  cursor: pointer;
+  font-size: 0.78rem;
+  padding: 0.1rem 0.3rem;
+  border-radius: 0.2rem;
+}
+.btn-ghost:hover { background: var(--color-border, #d0d7e8); }
+
+.log-lines {
+  max-height: 200px;
+  overflow-y: auto;
+  padding: 0.5rem 0.75rem;
+  background: var(--color-surface, #fff);
+  display: flex;
+  flex-direction: column;
+  gap: 0.1rem;
+}
+
+.log-line { color: var(--color-text, #1a2338); line-height: 1.5; }
+.log-line.log-error { color: var(--color-error, #ef4444); }
+
+.run-error {
+  margin: 0;
+  padding: 0.4rem 0.75rem;
+  background: color-mix(in srgb, var(--color-error, #ef4444) 10%, transparent);
+  color: var(--color-error, #ef4444);
+  font-size: 0.82rem;
+  font-family: var(--font-mono, monospace);
+}
+
+/* ── Status notices ─────────────────────────────────────── */
+.status-notice {
+  color: var(--color-text-secondary, #6b7a99);
+  font-size: 0.9rem;
+  padding: 1rem;
+}
+.status-notice.empty {
+  display: flex;
+  flex-direction: column;
+  align-items: center;
+  gap: 0.5rem;
+  padding: 3rem 1rem;
+  text-align: center;
+}
+.hint { font-size: 0.85rem; opacity: 0.75; }
+
+/* ── Meta line ──────────────────────────────────────────── */
+.meta-line {
+  display: flex;
+  gap: 0.5rem;
+  align-items: center;
+  font-size: 0.85rem;
+  color: var(--color-text-secondary, #6b7a99);
+  font-family: var(--font-mono, monospace);
+  flex-wrap: wrap;
+}
+.sep { opacity: 0.4; }
+
+/* ── Chart sections ─────────────────────────────────────── */
+.chart-section {
+  display: flex;
+  flex-direction: column;
+  gap: 0.75rem;
+}
+
+.chart-title {
+  font-size: 0.95rem;
+  font-weight: 600;
+  color: var(--color-text, #1a2338);
+  margin: 0;
+}
+
+/* ── Bar charts ─────────────────────────────────────────── */
+.bar-chart {
+  display: flex;
+  flex-direction: column;
+  gap: 0.4rem;
+}
+
+.bar-row {
+  display: grid;
+  grid-template-columns: 14rem 1fr 5rem;
+  align-items: center;
+  gap: 0.5rem;
+  font-size: 0.82rem;
+}
+
+.bar-label {
+  font-family: var(--font-mono, monospace);
+  font-size: 0.76rem;
+  white-space: nowrap;
+  overflow: hidden;
+  text-overflow: ellipsis;
+  color: var(--color-text, #1a2338);
+}
+
+.bar-track {
+  height: 16px;
+  background: var(--color-surface-raised, #e4ebf5);
+  border-radius: 99px;
+  overflow: hidden;
+}
+
+.bar-fill {
+  height: 100%;
+  border-radius: 99px;
+  transition: width 0.5s cubic-bezier(0.16, 1, 0.3, 1);
+}
+
+.latency-fill { background: var(--app-primary, #2A6080); opacity: 0.65; }
+
+.bar-value {
+  text-align: right;
+  font-family: var(--font-mono, monospace);
+  font-size: 0.8rem;
+  font-variant-numeric: tabular-nums;
+}
+
+/* ── Heatmap ────────────────────────────────────────────── */
+.heatmap-scroll {
+  overflow-x: auto;
+  border-radius: 0.5rem;
+  border: 1px solid var(--color-border, #d0d7e8);
+}
+
+.heatmap {
+  border-collapse: collapse;
+  min-width: 100%;
+  font-size: 0.78rem;
+}
+
+.hm-label-col {
+  text-align: left;
+  min-width: 11rem;
+  padding: 0.4rem 0.6rem;
+  background: var(--color-surface-raised, #e4ebf5);
+  font-weight: 600;
+  border-bottom: 1px solid var(--color-border, #d0d7e8);
+  position: sticky;
+  left: 0;
+}
+
+.hm-model-col {
+  min-width: 5rem;
+  max-width: 8rem;
+  padding: 0.4rem 0.5rem;
+  background: var(--color-surface-raised, #e4ebf5);
+  border-bottom: 1px solid var(--color-border, #d0d7e8);
+  font-family: var(--font-mono, monospace);
+  font-size: 0.7rem;
+  text-overflow: ellipsis;
+  overflow: hidden;
+  white-space: nowrap;
+  text-align: center;
+}
+
+.hm-label-cell {
+  padding: 0.35rem 0.6rem;
+  background: var(--color-surface, #fff);
+  border-top: 1px solid var(--color-border, #d0d7e8);
+  white-space: nowrap;
+  font-family: var(--font-mono, monospace);
+  font-size: 0.74rem;
+  position: sticky;
+  left: 0;
+}
+
+.hm-emoji { margin-right: 0.3rem; }
+
+.hm-value-cell {
+  padding: 0.35rem 0.5rem;
+  text-align: center;
+  font-family: var(--font-mono, monospace);
+  font-variant-numeric: tabular-nums;
+  border-top: 1px solid rgba(255,255,255,0.08);
+  cursor: default;
+  transition: filter 0.15s;
+}
+.hm-value-cell:hover { filter: brightness(1.15); }
+
+.heatmap-hint {
+  font-size: 0.75rem;
+  color: var(--color-text-secondary, #6b7a99);
+  margin: 0;
+}
+
+/* ── Mobile tweaks ──────────────────────────────────────── */
+@media (max-width: 600px) {
+  .bar-row { grid-template-columns: 9rem 1fr 4rem; }
+  .bar-label { font-size: 0.7rem; }
+  .bench-header { flex-direction: column; align-items: flex-start; }
+}
+</style>
diff --git a/web/src/views/LabelView.vue b/web/src/views/LabelView.vue
index 7eabbcf..98dd2fb 100644
--- a/web/src/views/LabelView.vue
+++ b/web/src/views/LabelView.vue
@@ -103,7 +103,7 @@
 
 <script setup lang="ts">
 import { ref, watch, onMounted, onUnmounted } from 'vue'
-import { animate, spring } from 'animejs'
+import { animate } from 'animejs'
 import { useLabelStore } from '../stores/label'
 import { useApiFetch } from '../composables/useApi'
 import { useHaptics } from '../composables/useHaptics'
@@ -132,8 +132,8 @@ watch(isHeld, (held) => {
   if (!motion.rich.value || !gridEl.value) return
   animate(gridEl.value,
     held
-      ? { y: -8, opacity: 0.45, ease: spring({ mass: 1, stiffness: 80, damping: 10 }), duration: 250 }
-      : { y:  0, opacity: 1,    ease: spring({ mass: 1, stiffness: 80, damping: 10 }), duration: 250 }
+      ? { y: -8, opacity: 0.45, ease: 'out(4)', duration: 380 }
+      : { y:  0, opacity: 1,    ease: 'out(4)', duration: 320 }
   )
 })
 
@@ -469,15 +469,11 @@ onUnmounted(() => {
   padding: 0.5rem 0 0.75rem;
   z-index: 10;
 }
-/* During toss: switch to fixed so the grid is guaranteed in-viewport
-   regardless of scroll position, then fade so ball aura shows through. */
+/* During toss: stay sticky so the grid holds its natural column position
+   (fixed caused a horizontal jump on desktop due to sidebar offset).
+   Opacity and translateY(-8px) are owned by Anime.js. */
 .bucket-grid-footer.grid-active {
-  position: fixed;
-  bottom: 0;
-  left: calc(50% - min(50%, 320px));
-  right: calc(50% - min(50%, 320px));
   opacity: 0.45;
-  /* translateY(-8px) is owned by Anime.js — no transform here */
 }
 
 /* ── Toss edge zones ── */