diff --git a/frontend/src/routes/admin/+layout.svelte b/frontend/src/routes/admin/+layout.svelte
index 7bf33ac..d141dbf 100644
--- a/frontend/src/routes/admin/+layout.svelte
+++ b/frontend/src/routes/admin/+layout.svelte
@@ -1,65 +1,45 @@
 <script lang="ts">
-    import { token, logout } from '$lib/auth';
-    import { goto } from '$app/navigation';
-    import { onMount } from 'svelte';
+  import { token, logout } from '$lib/auth';
+  import { goto } from '$app/navigation';
+  import { page } from '$app/stores';
+  import { onMount } from 'svelte';
+  import { api } from '$lib/api';
+  import TutorShell from '$lib/components/TutorShell.svelte';
+  import type { Course } from '$lib/types';
 
-    onMount(() => {
-        if (!$token) {
-            goto('/admin/login');
-        }
-    });
+  let course = $state<Course | null>(null);
 
-    function handleLogout() {
-        logout();
-        goto('/admin/login');
+  onMount(async () => {
+    if (!$token) {
+      goto('/admin/login');
+      return;
     }
+    try {
+      const courses = await api.admin.courses.list();
+      if (courses.length > 0) course = courses[0];
+    } catch (_) {}
+  });
+
+  $effect(() => {
+    if (!$token) goto('/admin/login');
+  });
+
+  function handleLogout() {
+    logout();
+    goto('/admin/login');
+  }
+
+  const activePath = $derived($page.url.pathname);
 </script>
 
 {#if $token}
-    <nav>
-        <div class="nav-content">
-            <div class="links">
-                <a href="/admin">Dashboard</a>
-                <a href="/admin/courses">Courses</a>
-                <a href="/admin/rooms">Rooms</a>
-                <a href="/admin/sessions">Sessions</a>
-                <a href="/admin/attendance">Attendance</a>
-                <a href="/admin/notes">Notes</a>
-                <a href="/admin/export">Export</a>
-            </div>
-            <button on:click={handleLogout}>Logout</button>
-        </div>
-    </nav>
-
-    <main>
-        <slot />
-    </main>
+  <TutorShell
+    {activePath}
+    courseName={course?.name ?? ''}
+    semester={course?.semester ?? ''}
+  >
+    {#snippet children()}
+      <slot />
+    {/snippet}
+  </TutorShell>
 {/if}
-
-<style>
-    nav {
-        background: #f8f9fa;
-        border-bottom: 1px solid #dee2e6;
-        padding: 10px 20px;
-    }
-    .nav-content {
-        display: flex;
-        justify-content: space-between;
-        align-items: center;
-        max-width: 1200px;
-        margin: 0 auto;
-    }
-    .links a {
-        margin-right: 20px;
-        text-decoration: none;
-        color: #333;
-    }
-    .links a:hover {
-        color: #007bff;
-    }
-    main {
-        max-width: 1200px;
-        margin: 20px auto;
-        padding: 0 20px;
-    }
-</style>
diff --git a/frontend/src/routes/admin/+page.svelte b/frontend/src/routes/admin/+page.svelte
index 98791d3..801a9a3 100644
--- a/frontend/src/routes/admin/+page.svelte
+++ b/frontend/src/routes/admin/+page.svelte
@@ -1,147 +1,214 @@
 <script lang="ts">
-    import { onMount } from 'svelte';
-    import { api } from '$lib/api';
-    import type { Course, Session, Slot } from '$lib/types';
+  import { onMount } from 'svelte';
+  import { api } from '$lib/api';
+  import type { Course, Session, Slot } from '$lib/types';
+  import StatusPill from '$lib/components/StatusPill.svelte';
+  import StatCard from '$lib/components/StatCard.svelte';
+  import UnderlineStroke from '$lib/components/UnderlineStroke.svelte';
+  import Icon from '$lib/components/Icon.svelte';
 
-    let courses = $state<Course[]>([]);
-    let selectedCourseId = $state<number | null>(null);
-    let sessions = $state<Session[]>([]);
-    let loading = $state(false);
+  let courses = $state<Course[]>([]);
+  let selectedCourseId = $state<number | null>(null);
+  let sessions = $state<Session[]>([]);
+  let loading = $state(false);
 
-    onMount(async () => {
-        loading = true;
-        try {
-            courses = await api.admin.courses.list();
-            if (courses.length > 0) {
-                selectedCourseId = courses[0].id;
-            }
-        } catch (e) {
-            console.error(e);
-        } finally {
-            loading = false;
-        }
-    });
-
-    $effect(() => {
-        if (selectedCourseId !== null) {
-            loadSessions(selectedCourseId);
-        }
-    });
-
-    async function loadSessions(courseId: number) {
-        loading = true;
-        try {
-            sessions = await api.admin.sessions.list(courseId);
-        } catch (e) {
-            console.error(e);
-        } finally {
-            loading = false;
-        }
+  onMount(async () => {
+    loading = true;
+    try {
+      courses = await api.admin.courses.list();
+      if (courses.length > 0) selectedCourseId = courses[0].id;
+    } catch (e) {
+      console.error(e);
+    } finally {
+      loading = false;
     }
+  });
 
-    async function updateStatus(slotId: number, status: string) {
-        try {
-            await api.admin.slots.updateStatus(slotId, status);
-            if (selectedCourseId) loadSessions(selectedCourseId);
-        } catch (e) {
-            alert(e);
-        }
-    }
+  $effect(() => {
+    if (selectedCourseId !== null) loadSessions(selectedCourseId);
+  });
 
-    function copyLink(code: string) {
-        const url = `${window.location.origin}/s/${code}`;
-        navigator.clipboard.writeText(url);
-        alert('Link copied to clipboard');
+  async function loadSessions(courseId: number) {
+    loading = true;
+    try {
+      sessions = await api.admin.sessions.list(courseId);
+    } catch (e) {
+      console.error(e);
+    } finally {
+      loading = false;
     }
+  }
+
+  async function updateStatus(slotId: number, status: string) {
+    try {
+      await api.admin.slots.updateStatus(slotId, status);
+      if (selectedCourseId) loadSessions(selectedCourseId);
+    } catch (e) {
+      alert(e);
+    }
+  }
+
+  function copyLink(code: string) {
+    const url = `${window.location.origin}/s/${code}`;
+    navigator.clipboard.writeText(url);
+  }
+
+  // Derived stats
+  const allSlots = $derived(sessions.flatMap((s: Session) => s.slots ?? []));
+  const openSlots = $derived(allSlots.filter((s: Slot) => s.status === 'open'));
+  const lockedSlots = $derived(allSlots.filter((s: Slot) => s.status === 'locked'));
+  const currentWeekNr = $derived(sessions[0]?.week_nr ?? 1);
+  const selectedCourse = $derived(courses.find((c: Course) => c.id === selectedCourseId) ?? null);
+
+  // Flat list for the table: sessions × slots, sorted newest first
+  interface SlotRow {
+    slot: Slot;
+    session: Session;
+  }
+  const slotRows = $derived<SlotRow[]>(
+    sessions.flatMap((session: Session) =>
+      (session.slots ?? []).map((slot: Slot) => ({ slot, session }))
+    )
+  );
+
+  function weekLabel(n: number): string {
+    return `W${String(n).padStart(2, '0')}`;
+  }
 </script>
 
-<h1>Admin Dashboard</h1>
+<div style="padding:28px 36px;display:flex;flex-direction:column;gap:22px">
 
-<div class="course-selector">
-    <label for="course">Select Course:</label>
-    <select id="course" bind:value={selectedCourseId}>
-        {#each courses as course}
-            <option value={course.id}>{course.name} ({course.semester})</option>
-        {/each}
-    </select>
-</div>
-
-{#if loading && sessions.length === 0}
-    <p>Loading sessions...</p>
-{:else}
-    <div class="sessions">
-        {#each sessions as session}
-            <div class="session-card">
-                <h2>Week {session.week_nr} - {session.date}</h2>
-                <div class="slots">
-                    {#if session.slots && session.slots.length > 0}
-                        {#each session.slots as slot}
-                            <div class="slot-row">
-                                <div class="slot-info">
-                                    <span class="status-badge {slot.status}">{slot.status}</span>
-                                    <strong>{slot.start_time} - {slot.end_time}</strong>
-                                    {#if slot.code}
-                                        <code class="checkin-code">{slot.code}</code>
-                                    {/if}
-                                </div>
-                                <div class="actions">
-                                    {#if slot.status === 'closed'}
-                                        <button onclick={() => updateStatus(slot.id, 'open')}>Open</button>
-                                    {:else if slot.status === 'open'}
-                                        <button onclick={() => copyLink(slot.code!)}>Copy Link</button>
-                                        <button onclick={() => updateStatus(slot.id, 'locked')}>Lock</button>
-                                        <button onclick={() => updateStatus(slot.id, 'closed')}>Close</button>
-                                    {:else if slot.status === 'locked'}
-                                        <button onclick={() => updateStatus(slot.id, 'open')}>Unlock</button>
-                                        <button onclick={() => updateStatus(slot.id, 'closed')}>Close</button>
-                                    {/if}
-                                </div>
-                            </div>
-                        {/each}
-                    {:else}
-                        <p>No slots scheduled.</p>
-                    {/if}
-                </div>
-            </div>
-        {/each}
+  <!-- Header -->
+  <header style="display:flex;align-items:flex-end;justify-content:space-between;gap:16px">
+    <div>
+      <div class="eyebrow">Dashboard</div>
+      <div class="serif" style="font-size:36px;font-weight:500;letter-spacing:-0.015em;margin-top:2px">
+        Diese Woche, <span class="marker">Woche {String(currentWeekNr).padStart(2, '0')}</span>
+      </div>
+      {#if selectedCourse}
+        <div class="small" style="margin-top:6px;color:var(--ink-3)">
+          {selectedCourse.name} · {selectedCourse.semester}
+        </div>
+      {/if}
     </div>
-{/if}
+    <div style="display:flex;align-items:center;gap:10px">
+      {#if courses.length > 1}
+        <select
+          class="input"
+          style="font-size:12px"
+          bind:value={selectedCourseId}
+        >
+          {#each courses as course}
+            <option value={course.id}>{course.name} ({course.semester})</option>
+          {/each}
+        </select>
+      {/if}
+      <a href={api.admin.export.courseCsv(selectedCourseId ?? 0)} class="btn ghost">
+        <Icon name="download" /> Export
+      </a>
+    </div>
+  </header>
 
-<style>
-    .course-selector {
-        margin-bottom: 20px;
-    }
-    .session-card {
-        border: 1px solid #ddd;
-        border-radius: 8px;
-        padding: 15px;
-        margin-bottom: 15px;
-    }
-    .slot-row {
-        display: flex;
-        justify-content: space-between;
-        align-items: center;
-        padding: 10px 0;
-        border-top: 1px solid #eee;
-    }
-    .status-badge {
-        padding: 2px 8px;
-        border-radius: 12px;
-        font-size: 0.8em;
-        text-transform: uppercase;
-        margin-right: 10px;
-    }
-    .status-badge.closed { background: #6c757d; color: white; }
-    .status-badge.open { background: #28a745; color: white; }
-    .status-badge.locked { background: #ffc107; color: black; }
-    
-    .checkin-code {
-        background: #f0f0f0;
-        padding: 2px 5px;
-        border-radius: 4px;
-        margin-left: 10px;
-    }
-    .actions button {
-        margin-left: 5px;
-    }
-</style>
+  <!-- Stat row -->
+  <div style="display:grid;grid-template-columns:repeat(4,1fr);gap:14px">
+    <StatCard
+      label="Offene Slots"
+      value={openSlots.length}
+      hint={openSlots.length > 0 ? `Code: ${openSlots[0].code ?? '—'}` : 'Kein Slot offen'}
+      accent={openSlots.length > 0 ? 'var(--green)' : undefined}
+    />
+    <StatCard
+      label="Abgeschlossene Slots"
+      value={lockedSlots.length}
+      hint="Gesperrt"
+    />
+    <StatCard
+      label="Tutorien bisher"
+      value={sessions.length}
+      hint="Wochen mit Slot"
+    />
+    <StatCard
+      label="Alle Slots"
+      value={allSlots.length}
+      hint={`${sessions.length} Wochen`}
+    />
+  </div>
+
+  <!-- Slots table -->
+  <section class="card" style="overflow:hidden">
+    <div style="padding:14px 18px;display:flex;align-items:center;justify-content:space-between;border-bottom:1px solid var(--rule)">
+      <div>
+        <div class="serif" style="font-size:18px;font-weight:500">Slots</div>
+        <UnderlineStroke width={50} />
+      </div>
+      <div class="small" style="color:var(--ink-3)">Neueste zuerst</div>
+    </div>
+
+    {#if loading && slotRows.length === 0}
+      <div style="padding:32px;text-align:center">
+        <span class="small" style="color:var(--ink-4)">Wird geladen…</span>
+      </div>
+    {:else if slotRows.length === 0}
+      <div style="padding:32px;text-align:center">
+        <span class="small" style="color:var(--ink-4)">Noch keine Slots geplant.</span>
+      </div>
+    {:else}
+      <table style="width:100%;border-collapse:collapse;font-size:13px">
+        <thead>
+          <tr style="background:rgba(0,0,0,0.02);color:var(--ink-3);text-align:left">
+            <th style="padding:10px 14px;font-family:var(--mono);font-size:10.5px;letter-spacing:0.1em;text-transform:uppercase">Woche</th>
+            <th style="padding:10px 14px;font-family:var(--mono);font-size:10.5px;letter-spacing:0.1em;text-transform:uppercase">Datum</th>
+            <th style="padding:10px 14px;font-family:var(--mono);font-size:10.5px;letter-spacing:0.1em;text-transform:uppercase">Zeit</th>
+            <th style="padding:10px 14px;font-family:var(--mono);font-size:10.5px;letter-spacing:0.1em;text-transform:uppercase">Status</th>
+            <th style="padding:10px 14px;font-family:var(--mono);font-size:10.5px;letter-spacing:0.1em;text-transform:uppercase">Code</th>
+            <th style="padding:10px 14px;font-family:var(--mono);font-size:10.5px;letter-spacing:0.1em;text-transform:uppercase;text-align:right">Aktionen</th>
+          </tr>
+        </thead>
+        <tbody>
+          {#each slotRows as { slot, session }, i}
+            <tr class="row-hover" style="border-top:{i === 0 ? 'none' : '1px solid var(--rule)'}">
+              <td style="padding:12px 14px">
+                <span class="mono" style="font-size:12px">{weekLabel(session.week_nr)}</span>
+              </td>
+              <td style="padding:12px 14px">{session.date}</td>
+              <td style="padding:12px 14px">
+                <span class="mono" style="font-size:12px">{slot.start_time}–{slot.end_time}</span>
+              </td>
+              <td style="padding:12px 14px"><StatusPill status={slot.status} /></td>
+              <td style="padding:12px 14px">
+                {#if slot.code}
+                  <span class="mono" style="font-size:12px;letter-spacing:0.08em">{slot.code}</span>
+                {:else}
+                  <span class="tiny" style="color:var(--ink-4)">—</span>
+                {/if}
+              </td>
+              <td style="padding:12px 14px;text-align:right">
+                <div style="display:flex;gap:6px;justify-content:flex-end">
+                  {#if slot.status === 'closed'}
+                    <button class="btn sm" onclick={() => updateStatus(slot.id, 'open')}>
+                      <Icon name="open" size={12} /> Öffnen
+                    </button>
+                  {:else if slot.status === 'open'}
+                    {#if slot.code}
+                      <button class="btn ghost sm" onclick={() => copyLink(slot.code!)}>
+                        <Icon name="copy" size={12} /> Kopieren
+                      </button>
+                    {/if}
+                    <a href="/admin/live/{slot.id}" class="btn ghost sm">Anzeigen</a>
+                    <button class="btn sm" onclick={() => updateStatus(slot.id, 'locked')}>
+                      <Icon name="lock" size={12} /> Sperren
+                    </button>
+                  {:else if slot.status === 'locked'}
+                    <a href="/admin/live/{slot.id}" class="btn ghost sm">Anzeigen</a>
+                    <button class="btn ghost sm" onclick={() => updateStatus(slot.id, 'open')}>Öffnen</button>
+                  {/if}
+                </div>
+              </td>
+            </tr>
+          {/each}
+        </tbody>
+      </table>
+    {/if}
+  </section>
+
+</div>
diff --git a/frontend/src/routes/admin/attendance/+page.svelte b/frontend/src/routes/admin/attendance/+page.svelte
index f3a24e4..f6235f2 100644
--- a/frontend/src/routes/admin/attendance/+page.svelte
+++ b/frontend/src/routes/admin/attendance/+page.svelte
@@ -1,111 +1,220 @@
 <script lang="ts">
-    import { onMount } from 'svelte';
-    import { api } from '$lib/api';
-    import type { Course, Session, Student, Attendance } from '$lib/types';
+  import { onMount } from 'svelte';
+  import { api } from '$lib/api';
+  import type { Course, Session, Student, Attendance } from '$lib/types';
+  import Icon from '$lib/components/Icon.svelte';
+  import UnderlineStroke from '$lib/components/UnderlineStroke.svelte';
 
-    let courses = $state<Course[]>([]);
-    let selectedCourseId = $state<number | null>(null);
-    let sessions = $state<Session[]>([]);
-    let selectedSessionId = $state<number | null>(null);
+  let courses = $state<Course[]>([]);
+  let selectedCourseId = $state<number | null>(null);
+  let sessions = $state<Session[]>([]);
+  let students = $state<Student[]>([]);
+  // Map: slotId → Attendance[]
+  let attendanceBySlot = $state<Record<number, Attendance[]>>({});
+  let allSlotIds = $state<number[]>([]);
+  let loading = $state(false);
 
-    let data = $state<{
-        students: Student[],
-        slots: any[],
-        attendances: Attendance[]
-    } | null>(null);
+  onMount(async () => {
+    courses = await api.admin.courses.list();
+    if (courses.length > 0) selectedCourseId = courses[0].id;
+  });
 
-    onMount(async () => {
-        courses = await api.admin.courses.list();
-        if (courses.length > 0) selectedCourseId = courses[0].id;
-    });
+  $effect(() => {
+    if (selectedCourseId) loadMatrix(selectedCourseId);
+  });
 
-    $effect(() => {
-        if (selectedCourseId) {
-            api.admin.sessions.list(selectedCourseId).then(res => {
-                sessions = res;
-                if (sessions.length > 0) selectedSessionId = sessions[0].id;
-            });
-        }
-    });
+  async function loadMatrix(courseId: number) {
+    loading = true;
+    try {
+      sessions = await api.admin.sessions.list(courseId);
+      students = await api.admin.courses.listStudents(courseId);
 
-    $effect(() => {
-        if (selectedSessionId) {
-            api.admin.sessions.getAttendance(selectedSessionId).then(res => data = res);
-        }
-    });
+      // Load attendance for each session in parallel
+      const perSession = await Promise.all(
+        sessions.map((s: Session) => api.admin.sessions.getAttendance(s.id))
+      );
 
-    async function toggleAttendance(slotId: number, studentId: number) {
-        if (!data) return;
-        const existing = data.attendances.find(a => a.slot_id === slotId && a.student_id === studentId);
-        try {
-            if (existing) {
-                await api.admin.slots.deleteAttendance(slotId, studentId);
-            } else {
-                await api.admin.slots.addAttendance(slotId, studentId);
-            }
-            data = await api.admin.sessions.getAttendance(selectedSessionId!);
-        } catch (e) {
-            alert(e);
-        }
+      const slotIds: number[] = [];
+      const newMap: Record<number, Attendance[]> = {};
+
+      perSession.forEach((d: { students: Student[]; slots: any[]; attendances: Attendance[] }) => {
+        (d.slots ?? []).forEach((slot: any) => {
+          slotIds.push(slot.id);
+          newMap[slot.id] = (d.attendances ?? []).filter((a: Attendance) => a.slot_id === slot.id);
+        });
+      });
+
+      allSlotIds = slotIds;
+      attendanceBySlot = newMap;
+    } catch (e) {
+      console.error(e);
+    } finally {
+      loading = false;
     }
+  }
+
+  async function toggleAttendance(slotId: number, studentId: number) {
+    const existing = (attendanceBySlot[slotId] ?? []).find((a: Attendance) => a.student_id === studentId);
+    try {
+      if (existing) {
+        await api.admin.slots.deleteAttendance(slotId, studentId);
+      } else {
+        await api.admin.slots.addAttendance(slotId, studentId);
+      }
+      if (selectedCourseId) await loadMatrix(selectedCourseId);
+    } catch (e) {
+      alert(e);
+    }
+  }
+
+  function isPresent(slotId: number, studentId: number): boolean {
+    return (attendanceBySlot[slotId] ?? []).some((a: Attendance) => a.student_id === studentId);
+  }
+
+  function presentCount(studentId: number): number {
+    return allSlotIds.filter((sid) => isPresent(sid, studentId)).length;
+  }
+
+  function absentCount(studentId: number): number {
+    return allSlotIds.length - presentCount(studentId);
+  }
+
+  // Bonus: student qualifies if they missed at most 1 session
+  function bonusEligible(studentId: number): boolean {
+    return allSlotIds.length > 0 && absentCount(studentId) <= 1;
+  }
+
+  function initials(name: string): string {
+    return name.split(' ').map((w: string) => w[0]).slice(0, 2).join('').toUpperCase();
+  }
+
+  const selectedCourse = $derived(courses.find((c: Course) => c.id === selectedCourseId) ?? null);
 </script>
 
-<h1>Attendance Matrix</h1>
+<div style="padding:28px 36px;display:flex;flex-direction:column;gap:22px">
 
-<div class="selectors">
-    <select bind:value={selectedCourseId}>
-        {#each courses as course}
-            <option value={course.id}>{course.name}</option>
-        {/each}
-    </select>
-
-    {#if sessions.length > 0}
-        <select bind:value={selectedSessionId}>
-            {#each sessions as session}
-                <option value={session.id}>Week {session.week_nr} ({session.date})</option>
-            {/each}
-    </select>
-    {/if}
-</div>
-
-{#if data}
-    <div class="matrix-container">
-        <table>
-            <thead>
-                <tr>
-                    <th>Student</th>
-                    {#each data.slots as slot}
-                        <th>{slot.start_time}</th>
-                    {/each}
-                </tr>
-            </thead>
-            <tbody>
-                {#each data.students as student}
-                    <tr>
-                        <td>{student.name}</td>
-                        {#each data.slots as slot}
-                            {@const present = data.attendances.some(a => a.slot_id === slot.id && a.student_id === student.id)}
-                            <td class="cell" class:present onclick={() => toggleAttendance(slot.id, student.id)}>
-                                {present ? '✓' : ''}
-                            </td>
-                        {/each}
-                    </tr>
-                {/each}
-            </tbody>
-        </table>
+  <!-- Header -->
+  <header style="display:flex;align-items:flex-end;justify-content:space-between;gap:16px">
+    <div>
+      <div class="eyebrow">Anwesenheit</div>
+      <div class="serif" style="font-size:36px;font-weight:500;letter-spacing:-0.015em;margin-top:2px">
+        Kursmatrix · <span class="marker">{selectedCourse?.semester ?? '—'}</span>
+      </div>
     </div>
-{:else}
-    <p>Loading matrix...</p>
-{/if}
+    <div style="display:flex;gap:8px;align-items:center">
+      {#if courses.length > 1}
+        <select class="input" style="font-size:12px" bind:value={selectedCourseId}>
+          {#each courses as course}
+            <option value={course.id}>{course.name}</option>
+          {/each}
+        </select>
+      {/if}
+      {#if selectedCourseId}
+        <a href={api.admin.export.courseCsv(selectedCourseId)} class="btn ghost sm">
+          <Icon name="download" size={12} /> CSV
+        </a>
+        <a href={api.admin.export.courseMd(selectedCourseId)} class="btn ghost sm">
+          <Icon name="download" size={12} /> Markdown
+        </a>
+        <a href={api.admin.export.backup()} class="btn ghost sm">
+          <Icon name="download" size={12} /> SQLite Backup
+        </a>
+      {/if}
+    </div>
+  </header>
 
-<style>
-    .selectors { margin-bottom: 20px; }
-    select { margin-right: 10px; padding: 5px; }
-    .matrix-container { overflow-x: auto; }
-    table { width: 100%; border-collapse: collapse; background: white; }
-    th, td { border: 1px solid #ddd; padding: 10px; text-align: center; }
-    th { background: #f8f9fa; }
-    .cell { cursor: pointer; width: 60px; height: 40px; }
-    .cell:hover { background: #f0f0f0; }
-    .cell.present { background: #d4edda; color: #155724; font-weight: bold; }
-</style>
+  <!-- Matrix table -->
+  <section class="card" style="overflow:hidden">
+    <div style="padding:14px 18px;border-bottom:1px solid var(--rule);display:flex;align-items:center;justify-content:space-between">
+      <div>
+        <div class="serif" style="font-size:18px;font-weight:500">Pro Studierende:r</div>
+        <UnderlineStroke width={140} />
+      </div>
+      {#if loading}
+        <span class="tiny" style="color:var(--ink-4)">Wird geladen…</span>
+      {/if}
+    </div>
+
+    {#if students.length === 0}
+      <div style="padding:32px;text-align:center">
+        <span class="small" style="color:var(--ink-4)">Keine Studierenden gefunden.</span>
+      </div>
+    {:else}
+      <div style="overflow-x:auto">
+        <table style="width:100%;border-collapse:collapse;font-size:13px">
+          <thead>
+            <tr style="background:rgba(0,0,0,0.02);color:var(--ink-3);text-align:left">
+              <th style="padding:10px 14px;font-family:var(--mono);font-size:10.5px;letter-spacing:0.1em;text-transform:uppercase">#</th>
+              <th style="padding:10px 14px;font-family:var(--mono);font-size:10.5px;letter-spacing:0.1em;text-transform:uppercase">Studierende:r</th>
+              {#each sessions as session, i}
+                <th style="padding:10px 10px;font-family:var(--mono);font-size:10.5px;letter-spacing:0.1em;text-transform:uppercase;text-align:center">
+                  W{String(session.week_nr).padStart(2, '0')}
+                </th>
+              {/each}
+              <th style="padding:10px 14px;font-family:var(--mono);font-size:10.5px;letter-spacing:0.1em;text-transform:uppercase;text-align:center">Anwesend</th>
+              <th style="padding:10px 14px;font-family:var(--mono);font-size:10.5px;letter-spacing:0.1em;text-transform:uppercase;text-align:center">Bonus</th>
+            </tr>
+          </thead>
+          <tbody>
+            {#each students as student, i}
+              <tr class="row-hover" style="border-top:{i === 0 ? 'none' : '1px solid var(--rule)'}">
+                <td style="padding:12px 14px">
+                  <span class="mono" style="font-size:12px;color:var(--ink-4)">{i + 1}</span>
+                </td>
+                <td style="padding:12px 14px">
+                  <div style="display:flex;align-items:center;gap:8px">
+                    <span style="width:22px;height:22px;border-radius:50%;background:var(--paper-2);color:var(--ink-3);display:flex;align-items:center;justify-content:center;font-family:var(--sans);font-size:9px;font-weight:600;flex-shrink:0">
+                      {initials(student.name)}
+                    </span>
+                    <span>{student.name}</span>
+                  </div>
+                </td>
+                {#each sessions as session}
+                  {@const slotIds = (session.slots ?? []).map((sl: any) => sl.id)}
+                  {@const sessionPresent = slotIds.some((sid: number) => isPresent(sid, student.id))}
+                  <td style="padding:10px;text-align:center">
+                    {#if slotIds.length > 0}
+                      <button
+                        style="width:24px;height:24px;border-radius:3px;border:none;cursor:pointer;display:inline-flex;align-items:center;justify-content:center;background:{sessionPresent ? 'rgba(74,107,58,0.14)' : 'transparent'}"
+                        onclick={() => toggleAttendance(slotIds[0], student.id)}
+                        title={sessionPresent ? 'Anwesend – klicken zum Entfernen' : 'Abwesend – klicken zum Eintragen'}
+                      >
+                        {#if sessionPresent}
+                          <Icon name="check" size={13} />
+                        {:else}
+                          <span style="color:var(--ink-4)">—</span>
+                        {/if}
+                      </button>
+                    {:else}
+                      <span style="color:var(--ink-4)">—</span>
+                    {/if}
+                  </td>
+                {/each}
+                <td style="padding:12px 14px;text-align:center;font-variant-numeric:tabular-nums">
+                  {presentCount(student.id)} / {allSlotIds.length}
+                </td>
+                <td style="padding:12px 14px;text-align:center">
+                  {#if allSlotIds.length > 0}
+                    <span
+                      style="width:24px;height:24px;border-radius:50%;display:inline-flex;align-items:center;justify-content:center;background:{bonusEligible(student.id) ? 'rgba(138,44,31,0.08)' : 'transparent'}"
+                      title={bonusEligible(student.id) ? 'Bonus-Anspruch: max. 1 Fehlen' : `${absentCount(student.id)} Mal gefehlt — kein Bonus`}
+                    >
+                      {#if bonusEligible(student.id)}
+                        <Icon name="check" size={13} />
+                      {:else}
+                        <span style="color:var(--ink-4)">—</span>
+                      {/if}
+                    </span>
+                  {:else}
+                    <span style="color:var(--ink-4)">—</span>
+                  {/if}
+                </td>
+              </tr>
+            {/each}
+          </tbody>
+        </table>
+      </div>
+    {/if}
+  </section>
+
+</div>
diff --git a/frontend/src/routes/admin/login/+page.svelte b/frontend/src/routes/admin/login/+page.svelte
index 9fcc2fa..ecea79a 100644
--- a/frontend/src/routes/admin/login/+page.svelte
+++ b/frontend/src/routes/admin/login/+page.svelte
@@ -1,82 +1,72 @@
 <script lang="ts">
-    import { api } from '$lib/api';
-    import { token } from '$lib/auth';
-    import { goto } from '$app/navigation';
+  import { api } from '$lib/api';
+  import { token } from '$lib/auth';
+  import { goto } from '$app/navigation';
+  import UnderlineStroke from '$lib/components/UnderlineStroke.svelte';
 
-    let email = '';
-    let password = '';
-    let error = '';
-    let loading = false;
+  let email = $state('');
+  let password = $state('');
+  let error = $state('');
+  let loading = $state(false);
 
-    async function login() {
-        loading = true;
-        error = '';
-        try {
-            const res = await api.auth.login(email, password);
-            token.set(res.token);
-            goto('/admin');
-        } catch (e: any) {
-            error = e.message || 'Invalid credentials';
-        } finally {
-            loading = false;
-        }
+  async function login() {
+    loading = true;
+    error = '';
+    try {
+      const res = await api.auth.login(email, password);
+      token.set(res.token);
+      goto('/admin');
+    } catch (e: unknown) {
+      error = e instanceof Error ? e.message : 'Ungültige Anmeldedaten';
+    } finally {
+      loading = false;
     }
+  }
 </script>
 
-<div class="login-container">
-    <h1>Tutor Login</h1>
-    <form on:submit|preventDefault={login}>
-        <div class="field">
-            <label for="email">Email</label>
-            <input id="email" type="email" bind:value={email} required />
-        </div>
-        <div class="field">
-            <label for="password">Password</label>
-            <input id="password" type="password" bind:value={password} required />
-        </div>
-        {#if error}
-            <p class="error">{error}</p>
-        {/if}
-        <button type="submit" disabled={loading}>
-            {loading ? 'Logging in...' : 'Login'}
-        </button>
-    </form>
-</div>
+<div class="paper-bg" style="min-height:100vh;display:flex;flex-direction:column;align-items:center;justify-content:center;padding:40px 20px">
 
-<style>
-    .login-container {
-        max-width: 400px;
-        margin: 100px auto;
-        padding: 20px;
-        border: 1px solid #ccc;
-        border-radius: 8px;
-    }
-    .field {
-        margin-bottom: 15px;
-    }
-    label {
-        display: block;
-        margin-bottom: 5px;
-    }
-    input {
-        width: 100%;
-        padding: 8px;
-        box-sizing: border-box;
-    }
-    .error {
-        color: red;
-        margin-bottom: 15px;
-    }
-    button {
-        width: 100%;
-        padding: 10px;
-        background: #007bff;
-        color: white;
-        border: none;
-        border-radius: 4px;
-        cursor: pointer;
-    }
-    button:disabled {
-        background: #ccc;
-    }
-</style>
+  <!-- Brand -->
+  <div style="margin-bottom:32px;text-align:center">
+    <div class="serif" style="font-size:38px;font-weight:500;letter-spacing:-0.02em">
+      Tutor<span style="color:var(--accent)">·</span>manager
+    </div>
+    <div class="body" style="color:var(--ink-3);margin-top:6px">Anwesenheit &amp; Notizen für Tutorien.</div>
+  </div>
+
+  <!-- Card -->
+  <div class="card" style="width:100%;max-width:420px;padding:26px">
+    <div class="eyebrow" style="margin-bottom:6px">Anmeldung</div>
+    <div class="serif" style="font-size:22px;font-weight:500;margin-bottom:2px">Willkommen zurück</div>
+    <UnderlineStroke width={140} />
+
+    <form onsubmit={(e) => { e.preventDefault(); login(); }} style="margin-top:20px;display:flex;flex-direction:column;gap:12px">
+      <div style="display:flex;flex-direction:column;gap:4px">
+        <label for="email" class="tiny" style="color:var(--ink-3)">E-Mail</label>
+        <input id="email" type="email" class="input" bind:value={email} placeholder="tutor@uni.de" required />
+      </div>
+
+      <div style="display:flex;flex-direction:column;gap:4px">
+        <label for="password" class="tiny" style="color:var(--ink-3)">Passwort</label>
+        <input id="password" type="password" class="input" bind:value={password} required />
+      </div>
+
+      {#if error}
+        <div class="small" style="color:var(--accent);background:rgba(138,44,31,0.06);border-radius:4px;padding:8px 10px">
+          {error}
+        </div>
+      {/if}
+
+      <button type="submit" class="btn" style="width:100%;padding:11px 14px;margin-top:4px" disabled={loading}>
+        {loading ? 'Anmelden…' : 'Anmelden'}
+      </button>
+    </form>
+
+    <div class="tiny" style="color:var(--ink-3);margin-top:16px;text-align:center">
+      Nur für Tutor:innen. Studierende nutzen den Link der Tutor:in.
+    </div>
+  </div>
+
+  <div class="handwritten" style="margin-top:28px;font-size:18px">~ Donnerstags ab 14 Uhr ~</div>
+
+</div>
diff --git a/frontend/src/routes/admin/students/+page.svelte b/frontend/src/routes/admin/students/+page.svelte
index b49f46f..50a0f40 100644
--- a/frontend/src/routes/admin/students/+page.svelte
+++ b/frontend/src/routes/admin/students/+page.svelte
@@ -1,8 +1,158 @@
 <script lang="ts">
-  // Stub — full implementation in Phase 6
+  import { onMount } from 'svelte';
+  import { api } from '$lib/api';
+  import type { Course, Student } from '$lib/types';
+  import Icon from '$lib/components/Icon.svelte';
+
+  let courses = $state<Course[]>([]);
+  let selectedCourseId = $state<number | null>(null);
+  let students = $state<Student[]>([]);
+  let newStudentName = $state('');
+  let search = $state('');
+  let fileInput = $state<HTMLInputElement | null>(null);
+
+  onMount(async () => {
+    courses = await api.admin.courses.list();
+    if (courses.length > 0) selectedCourseId = courses[0].id;
+  });
+
+  $effect(() => {
+    if (selectedCourseId) loadStudents(selectedCourseId);
+  });
+
+  async function loadStudents(courseId: number) {
+    students = await api.admin.courses.listStudents(courseId);
+  }
+
+  async function addStudent(e: Event) {
+    e.preventDefault();
+    if (!selectedCourseId || !newStudentName.trim()) return;
+    try {
+      await api.admin.courses.addStudent(selectedCourseId, newStudentName);
+      newStudentName = '';
+      await loadStudents(selectedCourseId);
+    } catch (err) { alert(err); }
+  }
+
+  async function deleteStudent(id: number) {
+    if (!confirm('Studierende:n wirklich entfernen?')) return;
+    try {
+      await api.admin.students.delete(id);
+      if (selectedCourseId) await loadStudents(selectedCourseId);
+    } catch (err) { alert(err); }
+  }
+
+  async function handleImport() {
+    if (!selectedCourseId || !fileInput?.files?.[0]) return;
+    try {
+      await api.admin.courses.importStudents(selectedCourseId, fileInput.files[0]);
+      await loadStudents(selectedCourseId);
+      if (fileInput) fileInput.value = '';
+    } catch (err) { alert(err); }
+  }
+
+  const filtered = $derived(
+    students.filter((s: Student) => s.name.toLowerCase().includes(search.toLowerCase()))
+  );
+
+  const selectedCourse = $derived(courses.find((c: Course) => c.id === selectedCourseId) ?? null);
+
+  function initials(name: string): string {
+    return name.split(' ').map((w: string) => w[0]).slice(0, 2).join('').toUpperCase();
+  }
 </script>
 
-<div style="padding:28px 36px">
-  <span class="eyebrow">Studierende</span>
-  <h1 class="h1" style="font-family:var(--serif)">Studierende</h1>
+<div style="padding:28px 36px;display:flex;flex-direction:column;gap:22px">
+
+  <!-- Header -->
+  <header style="display:flex;align-items:flex-end;justify-content:space-between;gap:16px;flex-wrap:wrap">
+    <div>
+      <div class="eyebrow">Studierende</div>
+      <div class="serif" style="font-size:36px;font-weight:500;letter-spacing:-0.015em;margin-top:2px">
+        {selectedCourse?.name ?? 'Studierende'}
+        <span style="color:var(--ink-4);font-size:20px;font-weight:400"> · {filtered.length}</span>
+      </div>
+    </div>
+    <div style="display:flex;gap:8px;align-items:center;flex-wrap:wrap">
+      {#if courses.length > 1}
+        <select class="input" style="font-size:12px" bind:value={selectedCourseId}>
+          {#each courses as course}
+            <option value={course.id}>{course.name} ({course.semester})</option>
+          {/each}
+        </select>
+      {/if}
+
+      <!-- Search -->
+      <div style="position:relative">
+        <span style="position:absolute;left:9px;top:50%;transform:translateY(-50%);color:var(--ink-4);pointer-events:none">
+          <Icon name="search" size={13} />
+        </span>
+        <input class="input" bind:value={search} placeholder="Name suchen…" style="padding-left:28px;width:180px" />
+      </div>
+
+      <!-- CSV import (hidden file input) -->
+      <label class="btn ghost" style="cursor:pointer">
+        <Icon name="download" size={12} /> CSV importieren
+        <input
+          type="file"
+          accept=".csv"
+          bind:this={fileInput}
+          onchange={handleImport}
+          style="display:none"
+        />
+      </label>
+
+      <!-- Add form inline -->
+      <form onsubmit={addStudent} style="display:flex;gap:6px">
+        <input class="input" bind:value={newStudentName} placeholder="Name…" required style="width:150px" />
+        <button class="btn" type="submit"><Icon name="plus" size={12} /> Hinzufügen</button>
+      </form>
+    </div>
+  </header>
+
+  <!-- Table -->
+  <section class="card" style="overflow:hidden">
+    {#if filtered.length === 0}
+      <div style="padding:32px;text-align:center">
+        <span class="small" style="color:var(--ink-4)">
+          {search ? 'Keine Treffer.' : 'Noch keine Studierenden.'}
+        </span>
+      </div>
+    {:else}
+      <table style="width:100%;border-collapse:collapse;font-size:13px">
+        <thead>
+          <tr style="background:rgba(0,0,0,0.02);color:var(--ink-3);text-align:left">
+            <th style="padding:10px 14px;font-family:var(--mono);font-size:10.5px;letter-spacing:0.1em;text-transform:uppercase">#</th>
+            <th style="padding:10px 14px;font-family:var(--mono);font-size:10.5px;letter-spacing:0.1em;text-transform:uppercase">Name</th>
+            <th style="padding:10px 14px;font-family:var(--mono);font-size:10.5px;letter-spacing:0.1em;text-transform:uppercase;text-align:right">Aktionen</th>
+          </tr>
+        </thead>
+        <tbody>
+          {#each filtered as student, i}
+            <tr class="row-hover" style="border-top:{i === 0 ? 'none' : '1px solid var(--rule)'}">
+              <td style="padding:12px 14px">
+                <span class="mono" style="font-size:12px;color:var(--ink-4)">{i + 1}</span>
+              </td>
+              <td style="padding:12px 14px">
+                <div style="display:flex;align-items:center;gap:8px">
+                  <span style="width:22px;height:22px;border-radius:50%;background:var(--paper-2);color:var(--ink-3);display:flex;align-items:center;justify-content:center;font-family:var(--sans);font-size:9px;font-weight:600;flex-shrink:0">
+                    {initials(student.name)}
+                  </span>
+                  {student.name}
+                </div>
+              </td>
+              <td style="padding:12px 14px;text-align:right">
+                <button
+                  class="btn ghost sm"
+                  style="color:var(--accent);border-color:rgba(138,44,31,0.2)"
+                  onclick={() => deleteStudent(student.id)}
+                >Entfernen</button>
+              </td>
+            </tr>
+          {/each}
+        </tbody>
+      </table>
+    {/if}
+  </section>
+
 </div>