diff --git a/frontend/app/context/AuthContext.tsx b/frontend/app/context/AuthContext.tsx
index 6b52f8b..e4f95e9 100644
--- a/frontend/app/context/AuthContext.tsx
+++ b/frontend/app/context/AuthContext.tsx
@@ -198,8 +198,8 @@ export function AuthProvider({ children }: { children: ReactNode }) {
 
   if (loading) {
     return (
-      <div className="auth-loading" role="status">
-        <span />
+      <div className="flex min-h-screen items-center justify-center gap-3 text-[#61758a]" role="status">
+        <span className="h-5 w-5 animate-spin rounded-full border-2 border-[#bfd5e9] border-t-[#1677ff]" />
         正在验证登录状态…
       </div>
     );
diff --git a/frontend/app/routes/login.tsx b/frontend/app/routes/login.tsx
index 82c4f34..494b1ab 100644
--- a/frontend/app/routes/login.tsx
+++ b/frontend/app/routes/login.tsx
@@ -35,14 +35,28 @@ export default function LoginRoute() {
   };
 
   return (
-    <main className="login-page">
-      <section className="login-card" aria-labelledby="login-title">
-        <div className="login-brand" aria-hidden="true">◆</div>
-        <p className="login-kicker">MODEL EXPERIMENT PLATFORM</p>
-        <h1 id="login-title">模型实验开发平台</h1>
-        <p className="login-description">使用平台账号登录并选择你的 Workspace。</p>
-        <form onSubmit={(event) => void submit(event)}>
-          <label>
+    <main className="flex min-h-screen items-center justify-center bg-[radial-gradient(circle_at_20%_15%,rgba(22,119,255,0.12),transparent_34%),linear-gradient(145deg,#eef5fb,#f8fafc_55%,#edf3f8)] p-12">
+      <section
+        aria-labelledby="login-title"
+        className="w-[420px] rounded-[18px] border border-[#dbe6ef] bg-white/[0.96] p-[42px] shadow-[0_22px_60px_rgba(37,63,88,0.14)]"
+      >
+        <div
+          aria-hidden="true"
+          className="grid h-[46px] w-[46px] place-items-center rounded-[13px] bg-[linear-gradient(145deg,#1177e8,#25a1f2)] text-white"
+        >
+          ◆
+        </div>
+        <p className="mb-[8px] mt-[26px] text-[11px] font-[750] tracking-[0.14em] text-[#1677ff]">
+          MODEL EXPERIMENT PLATFORM
+        </p>
+        <h1 id="login-title" className="m-0 text-[27px]">
+          模型实验开发平台
+        </h1>
+        <p className="mb-[28px] mt-[10px] text-[#728398]">
+          使用平台账号登录并选择你的 Workspace。
+        </p>
+        <form onSubmit={(event) => void submit(event)} className="grid gap-[18px]">
+          <label className="grid gap-2 text-[13px] text-[#465b70]">
             <span>用户名</span>
             <input
               autoComplete="username"
@@ -51,9 +65,10 @@ export default function LoginRoute() {
               onChange={(event) => setUsername(event.target.value)}
               placeholder="请输入用户名"
               disabled={busy}
+              className="w-full rounded-[9px] border border-[#cad8e5] bg-white px-[14px] py-[12px] text-[#18334f] outline-none placeholder:text-[#728398] focus:border-[#1677ff] focus:shadow-[0_0_0_3px_rgba(22,119,255,0.12)] disabled:opacity-65 disabled:cursor-not-allowed"
             />
           </label>
-          <label>
+          <label className="grid gap-2 text-[13px] text-[#465b70]">
             <span>密码</span>
             <input
               type="password"
@@ -62,10 +77,19 @@ export default function LoginRoute() {
               onChange={(event) => setPassword(event.target.value)}
               placeholder="请输入密码"
               disabled={busy}
+              className="w-full rounded-[9px] border border-[#cad8e5] bg-white px-[14px] py-[12px] text-[#18334f] outline-none placeholder:text-[#728398] focus:border-[#1677ff] focus:shadow-[0_0_0_3px_rgba(22,119,255,0.12)] disabled:opacity-65 disabled:cursor-not-allowed"
             />
           </label>
-          {error && <p className="login-error" role="alert">{error}</p>}
-          <button type="submit" disabled={busy}>
+          {error && (
+            <p role="alert" className="-mt-1 mb-0 text-[13px] text-[#d4380d]">
+              {error}
+            </p>
+          )}
+          <button
+            type="submit"
+            disabled={busy}
+            className="min-h-[44px] cursor-pointer rounded-[9px] border-0 bg-[#1677ff] text-white disabled:cursor-wait disabled:opacity-65"
+          >
             {busy ? "正在登录…" : "登录"}
           </button>
         </form>