diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 0413019..a90ffbd 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -6,7 +6,7 @@ on:
 
 jobs:
   test:
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-22.04
 
     steps:
       - name: Checkout repository
@@ -15,7 +15,7 @@ jobs:
       - name: Set up Bun
         uses: oven-sh/setup-bun@v2
         with:
-          bun-version: latest
+          bun-version: 1.3.10
 
       - name: Install dependencies
         run: bun install --frozen-lockfile
@@ -35,6 +35,12 @@ jobs:
       - name: Install Playwright Chromium
         run: cd frontend && bunx playwright install --with-deps chromium
 
+      - name: Print visual stack versions
+        run: cd frontend && bun --version && bunx playwright --version && bunx playwright install --list
+
+      - name: Install deterministic CJK fonts for visual snapshots
+        run: sudo apt-get update && sudo apt-get install -y fonts-noto-cjk fonts-noto-color-emoji fonts-liberation
+
       - name: Run visual regression
         run: bun run ui:visual
 
diff --git a/frontend/playwright.config.ts b/frontend/playwright.config.ts
index 8e0e8bb..6188df9 100644
--- a/frontend/playwright.config.ts
+++ b/frontend/playwright.config.ts
@@ -1,4 +1,4 @@
-import { defineConfig, devices } from '@playwright/test';
+import { defineConfig } from '@playwright/test';
 
 const port = Number(process.env.PW_PORT ?? 4173);
 const baseURL = process.env.PW_BASE_URL ?? `http://127.0.0.1:${port}`;
@@ -13,7 +13,7 @@ export default defineConfig({
       animations: 'disabled',
       caret: 'hide',
       scale: 'css',
-      maxDiffPixels: 30,
+      maxDiffPixelRatio: 0.012,
       stylePath: './tests/visual/fixtures/screenshot.css',
     },
   },
@@ -23,11 +23,24 @@ export default defineConfig({
   ],
   fullyParallel: false,
   use: {
-    ...devices['Desktop Chrome'],
     baseURL,
+    deviceScaleFactor: 1,
+    hasTouch: false,
+    isMobile: false,
     locale: 'zh-CN',
     timezoneId: 'Asia/Shanghai',
     viewport: { width: 1440, height: 900 },
+    launchOptions: {
+      args: [
+        '--disable-gpu',
+        '--disable-dev-shm-usage',
+        '--disable-lcd-text',
+        '--disable-font-subpixel-positioning',
+        '--font-render-hinting=none',
+        '--force-color-profile=srgb',
+        '--hide-scrollbars',
+      ],
+    },
     trace: 'retain-on-failure',
     screenshot: 'only-on-failure',
     video: 'retain-on-failure',
diff --git a/frontend/tests/visual/fixtures/screenshot.css b/frontend/tests/visual/fixtures/screenshot.css
index 066b8f4..c1cb8d3 100644
--- a/frontend/tests/visual/fixtures/screenshot.css
+++ b/frontend/tests/visual/fixtures/screenshot.css
@@ -11,6 +11,9 @@ input,
 textarea,
 select {
   font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', 'PingFang SC', 'Microsoft YaHei', 'Noto Sans CJK SC', 'Helvetica Neue', Arial, sans-serif !important;
+  text-rendering: geometricPrecision !important;
+  -webkit-font-smoothing: antialiased !important;
+  -moz-osx-font-smoothing: grayscale !important;
 }
 
 code,
@@ -22,3 +25,8 @@ pre,
 .bg-grid-pattern {
   opacity: 0.04 !important;
 }
+
+::-webkit-scrollbar {
+  width: 0 !important;
+  height: 0 !important;
+}
diff --git a/frontend/tests/visual/fixtures/stabilize.ts b/frontend/tests/visual/fixtures/stabilize.ts
index c399631..d3295f6 100644
--- a/frontend/tests/visual/fixtures/stabilize.ts
+++ b/frontend/tests/visual/fixtures/stabilize.ts
@@ -14,9 +14,17 @@ const STABILIZE_STYLE = `
 
 export async function stabilizeVisualState(page: Page) {
   await page.addStyleTag({ content: STABILIZE_STYLE });
+  await page.waitForLoadState('networkidle');
   await page.evaluate(() => {
     window.scrollTo(0, 0);
   });
+  await page.evaluate(async () => {
+    if (document.fonts) {
+      await document.fonts.ready;
+    }
+    await new Promise<void>((resolve) => requestAnimationFrame(() => resolve()));
+    await new Promise<void>((resolve) => requestAnimationFrame(() => resolve()));
+  });
 }
 
 export async function installVisualNetworkGuards(page: Page) {