diff --git a/frontend/src/views/factor/FactorPicker.vue b/frontend/src/views/factor/FactorPicker.vue
index 0a245ad..c07b0bf 100644
--- a/frontend/src/views/factor/FactorPicker.vue
+++ b/frontend/src/views/factor/FactorPicker.vue
@@ -31,6 +31,11 @@ const grouped = computed(() => {
   return Array.from(map, ([cat, items]) => ({ cat, items }))
 })
 
+// 双竖排(用户 08-30 拍板):左列 = alpha101 + builtin(小类拼一列),
+// 右列 = alpha158(大类独占);未知类别归左列尾部,两列大体平齐。
+const leftGroups = computed(() => grouped.value.filter((g) => g.cat !== 'alpha158'))
+const rightGroups = computed(() => grouped.value.filter((g) => g.cat === 'alpha158'))
+
 function visible(item: FactorItem): boolean {
   const v = q.value.trim().toLowerCase()
   if (!v) return true
@@ -83,17 +88,34 @@ defineExpose({ hydrate })
     </div>
 
     <div class="groups" :class="{ collapsed }">
-      <div v-for="g in grouped" :key="g.cat" class="grp">
-        <div class="gh">
-          <span class="cat-chip" :class="`cat-${g.cat}`">{{ g.cat }}</span>
-          <span class="gc">{{ g.items.length }} 个</span>
+      <div class="col">
+        <div v-for="g in leftGroups" :key="g.cat" class="grp">
+          <div class="gh">
+            <span class="cat-chip" :class="`cat-${g.cat}`">{{ g.cat }}</span>
+            <span class="gc">{{ g.items.length }} 个</span>
+          </div>
+          <div class="grid">
+            <span
+              v-for="f in g.items" v-show="visible(f)" :key="f.name"
+              class="fxp" :class="[`sel-${g.cat}`, { sel: isSelected(f.name) }]"
+              @click="toggle(f.name)"
+            >{{ f.name }}</span>
+          </div>
         </div>
-        <div class="grid">
-          <span
-            v-for="f in g.items" v-show="visible(f)" :key="f.name"
-            class="fxp" :class="[`sel-${g.cat}`, { sel: isSelected(f.name) }]"
-            @click="toggle(f.name)"
-          >{{ f.name }}</span>
+      </div>
+      <div class="col">
+        <div v-for="g in rightGroups" :key="g.cat" class="grp">
+          <div class="gh">
+            <span class="cat-chip" :class="`cat-${g.cat}`">{{ g.cat }}</span>
+            <span class="gc">{{ g.items.length }} 个</span>
+          </div>
+          <div class="grid">
+            <span
+              v-for="f in g.items" v-show="visible(f)" :key="f.name"
+              class="fxp" :class="[`sel-${g.cat}`, { sel: isSelected(f.name) }]"
+              @click="toggle(f.name)"
+            >{{ f.name }}</span>
+          </div>
         </div>
       </div>
     </div>
@@ -121,7 +143,8 @@ defineExpose({ hydrate })
 .searchrow input::placeholder { color: var(--text-3); }
 .searchrow input:focus { outline: 1px solid rgba(0,229,255,.5); }
 .count { font-family: var(--mono); font-size: 10.5px; color: var(--text-3); white-space: nowrap; }
-.groups { display: grid; grid-template-columns: 1fr 1fr; gap: 12px; }
+.groups { display: flex; gap: 12px; align-items: flex-start; }
+.groups .col { flex: 1; min-width: 0; display: flex; flex-direction: column; gap: 12px; }
 /* 默认收起:两行分组预览(头部+两行 chips ≈ 128px);渐隐底边提示可展开 */
 .groups.collapsed { max-height: 128px; overflow: hidden; position: relative; }
 .groups.collapsed::after {
@@ -135,7 +158,7 @@ defineExpose({ hydrate })
   color: var(--text-2); cursor: pointer; transition: all .12s ease;
 }
 .foldbtn:hover { color: var(--brand); border-color: rgba(0, 229, 255, .4); }
-@media (max-width: 980px) { .groups { grid-template-columns: 1fr; } }
+@media (max-width: 980px) { .groups { flex-direction: column; } }
 .grp .gh { display: flex; align-items: center; gap: 8px; margin-bottom: 8px; }
 .grp .gc { font-family: var(--mono); font-size: 10px; color: var(--text-3); }
 .cat-chip { display: inline-block; padding: 1px 8px; border-radius: var(--r-sm); font-family: var(--mono); font-size: 10.5px; font-weight: 600; line-height: 17px; border: 1px solid transparent; }
diff --git a/frontend/src/views/factor/Leaderboard.vue b/frontend/src/views/factor/Leaderboard.vue
index 7313f05..a3ca7e5 100644
--- a/frontend/src/views/factor/Leaderboard.vue
+++ b/frontend/src/views/factor/Leaderboard.vue
@@ -289,14 +289,19 @@ onMounted(async () => {
 }
 
 .btn.primary {
-  color: var(--text);
-  background: var(--brand);
-  border-color: var(--brand);
-  box-shadow: var(--glow-cyan);
+  /* 对齐 el-button--primary 观感(新建模拟盘同款):青软底+荧光青字,
+   * 深底亮字对比清楚;青实底配冷白字对比不足(用户 08-30 反馈) */
+  color: var(--brand);
+  background: var(--cyan-soft);
+  border-color: rgba(0, 229, 255, 0.5);
+  font-weight: 600;
+  letter-spacing: 0.3px;
 }
 
 .btn.primary:hover {
-  background: var(--cyan-dim);
+  color: var(--brand);
+  background: rgba(0, 229, 255, 0.22);
+  border-color: rgba(0, 229, 255, 0.65);
 }
 
 .stats {