Feat: Pre-generate WebP thumbnails on upload for faster library load

- Add Pillow dependency and thumbnail.py with generate_thumbnail() — produces
  WebP ≤400px, preserves aspect ratio, never upscales, handles GIF frame 0
- Alembic migration 002 adds nullable thumbnail_key column to images table
- Upload route generates thumbnail via asyncio.to_thread (non-blocking),
  stores at {hash}-thumb; failure is tolerated and upload succeeds with null key
- New GET /api/v1/images/{id}/thumbnail endpoint: serves WebP thumbnail or
  falls back to original for pre-feature images; ETag + immutable cache headers
- Delete route cleans up thumbnail storage object alongside original
- Library grid switches from /file to /thumbnail for all image src bindings
- 59 tests passing (46 existing + 13 new across unit, upload, serving, delete)

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

api/tests/integration/test_delete.py

@@ -5,7 +5,9 @@ T067 — DELETE of unknown ID → 404 image_not_found
 """
 import io
 import uuid
+
 import pytest
+from PIL import Image as PILImage
 
 
 def _minimal_jpeg_v2() -> bytes:
@@ -58,3 +60,25 @@ async def test_delete_unknown_id_returns_404(client):
     assert response.status_code == 404
     body = response.json()
     assert body["code"] == "image_not_found"
+
+
+@pytest.mark.asyncio
+async def test_delete_removes_thumbnail(client):
+    buf = io.BytesIO()
+    PILImage.new("RGB", (200, 150), color=(60, 90, 120)).save(buf, format="JPEG")
+    data = buf.getvalue()
+
+    upload = await client.post(
+        "/api/v1/images",
+        files={"file": ("thumb-del.jpg", io.BytesIO(data), "image/jpeg")},
+    )
+    assert upload.status_code == 201
+    image_id = upload.json()["id"]
+    assert upload.json()["thumbnail_key"] is not None
+
+    delete_resp = await client.delete(f"/api/v1/images/{image_id}")
+    assert delete_resp.status_code == 204
+
+    thumb_resp = await client.get(f"/api/v1/images/{image_id}/thumbnail")
+    assert thumb_resp.status_code == 404
+    assert thumb_resp.json()["code"] == "image_not_found"