diff --git a/studio/backend/core/inference/diffusion.py b/studio/backend/core/inference/diffusion.py
index fa3ed47746..7e7ce2acfd 100644
--- a/studio/backend/core/inference/diffusion.py
+++ b/studio/backend/core/inference/diffusion.py
@@ -374,7 +374,7 @@ class DiffusionBackend:
             "active": True,
             "step": gen.step,
             "total_steps": gen.total_steps,
-            "fraction": min(gen.step / gen.total_steps, 1.0),
+            "fraction": gen.step / gen.total_steps,  # step is 1..total, never over 1.0
             "eta_seconds": gen.eta_seconds,
         }
 
diff --git a/studio/backend/core/inference/image_gallery.py b/studio/backend/core/inference/image_gallery.py
index 41e8e63cb2..4fb7990654 100644
--- a/studio/backend/core/inference/image_gallery.py
+++ b/studio/backend/core/inference/image_gallery.py
@@ -117,19 +117,31 @@ def _read_meta(path: Path) -> Optional[dict[str, Any]]:
     return meta if isinstance(meta, dict) else None
 
 
-def list_images() -> list[dict[str, Any]]:
-    """All app-generated images, newest first (by embedded ``created_at``)."""
-    records = []
+def _mtime(path: Path) -> float:
+    try:
+        return path.stat().st_mtime
+    except OSError:
+        return 0.0
+
+
+def list_images(limit: Optional[int] = None, offset: int = 0) -> list[dict[str, Any]]:
+    """A newest-first window of images for infinite scroll.
+
+    Ordered by file mtime (a cheap stat, ~= generation order) so a months-old
+    gallery isn't opened in full just to sort it; only the window's recipes are
+    read. limit=None returns everything from ``offset`` on."""
     try:
         paths = list(gallery_dir().glob("*.png"))
     except OSError:
         return []
-    for path in paths:
+    paths.sort(key = _mtime, reverse = True)
+    window = paths[offset:] if limit is None else paths[offset:offset + limit]
+    records = []
+    for path in window:
         meta = _read_meta(path)
         if meta is None:  # not one of ours (no recipe chunk) — skip
             continue
         records.append(_record(path.stem, meta))
-    records.sort(key = lambda r: r.get("created_at", 0.0), reverse = True)
     return records
 
 
diff --git a/studio/backend/models/inference.py b/studio/backend/models/inference.py
index 79539b8ae9..a492cc390c 100644
--- a/studio/backend/models/inference.py
+++ b/studio/backend/models/inference.py
@@ -1754,9 +1754,10 @@ class DiffusionGenerateResponse(BaseModel):
 
 
 class GalleryListResponse(BaseModel):
-    """All persisted images, newest first."""
+    """A newest-first page of persisted images, for infinite scroll."""
 
     images: list[GalleryImage] = Field(default_factory = list)
+    has_more: bool = Field(False, description = "Whether older images remain past this page")
 
 
 class DiffusionGenerateProgressResponse(BaseModel):
diff --git a/studio/backend/routes/inference.py b/studio/backend/routes/inference.py
index 6eed4a1d08..83ef7aad69 100644
--- a/studio/backend/routes/inference.py
+++ b/studio/backend/routes/inference.py
@@ -10145,11 +10145,22 @@ async def generate_diffusion_image(
 
 
 @studio_router.get("/images/gallery", response_model = GalleryListResponse)
-async def list_gallery_images(current_subject: str = Depends(get_current_subject)):
+async def list_gallery_images(
+    limit: int = 50,
+    offset: int = 0,
+    current_subject: str = Depends(get_current_subject),
+):
     from core.inference import image_gallery
 
-    records = await asyncio.to_thread(image_gallery.list_images)
-    return GalleryListResponse(images = [GalleryImage(**r) for r in records])
+    limit = max(1, min(limit, 200))
+    offset = max(0, offset)
+    # Fetch one extra to learn whether more remain, without a second scan.
+    records = await asyncio.to_thread(image_gallery.list_images, limit + 1, offset)
+    has_more = len(records) > limit
+    return GalleryListResponse(
+        images = [GalleryImage(**r) for r in records[:limit]],
+        has_more = has_more,
+    )
 
 
 @studio_router.get("/images/gallery/{image_id}/file")
diff --git a/studio/backend/tests/test_diffusion_backend.py b/studio/backend/tests/test_diffusion_backend.py
index 51ef8b246b..d01dce967a 100644
--- a/studio/backend/tests/test_diffusion_backend.py
+++ b/studio/backend/tests/test_diffusion_backend.py
@@ -308,18 +308,6 @@ def test_estimate_eta():
     assert _estimate_eta(8, 8, first_step_at = 100.0, now = 107.0) == 0.0
 
 
-def test_generate_progress_reads_gen_state():
-    from core.inference.diffusion import _GenState
-
-    backend = DiffusionBackend()
-    assert backend.generate_progress()["active"] is False
-
-    backend._gen = _GenState(total_steps = 8, step = 4, eta_seconds = 4.0)
-    p = backend.generate_progress()
-    assert p["active"] is True and p["step"] == 4 and p["total_steps"] == 8
-    assert abs(p["fraction"] - 0.5) < 1e-9 and p["eta_seconds"] == 4.0
-
-
 def test_begin_load_rejects_concurrent(monkeypatch):
     backend = DiffusionBackend()
     monkeypatch.setattr(DiffusionBackend, "_estimate_download_bytes", staticmethod(lambda *a, **k: 0))
diff --git a/studio/backend/tests/test_diffusion_routes.py b/studio/backend/tests/test_diffusion_routes.py
index 0e941f5a77..1309746dbb 100644
--- a/studio/backend/tests/test_diffusion_routes.py
+++ b/studio/backend/tests/test_diffusion_routes.py
@@ -110,10 +110,11 @@ def client(monkeypatch, tmp_path):
 
     monkeypatch.setattr(gallery_module, "save", _save)
     monkeypatch.setattr(gallery_module, "image_b64", lambda i: "QUJD" if i in store else None)
-    monkeypatch.setattr(
-        gallery_module, "list_images",
-        lambda: sorted(store.values(), key = lambda r: r.get("created_at", 0.0), reverse = True),
-    )
+    def _list_images(limit = None, offset = 0):
+        ordered = sorted(store.values(), key = lambda r: r.get("created_at", 0.0), reverse = True)
+        return ordered[offset:] if limit is None else ordered[offset:offset + limit]
+
+    monkeypatch.setattr(gallery_module, "list_images", _list_images)
     monkeypatch.setattr(
         gallery_module, "image_path",
         lambda i: (tmp_path / f"{i}.png") if i in store else None,
@@ -173,6 +174,15 @@ def test_generate_batch_size_persists_each_image(client):
     assert len(client.get("/api/inference/images/gallery").json()["images"]) == 3
 
 
+def test_gallery_pagination(client):
+    client.post("/api/inference/images/load", json = {"model_path": "x/z-image", "gguf_filename": "q.gguf"})
+    client.post("/api/inference/images/generate", json = {"prompt": "p", "batch_size": 5, "seed": 1})
+    page1 = client.get("/api/inference/images/gallery?limit=2&offset=0").json()
+    assert len(page1["images"]) == 2 and page1["has_more"] is True
+    last = client.get("/api/inference/images/gallery?limit=2&offset=4").json()
+    assert len(last["images"]) == 1 and last["has_more"] is False
+
+
 def test_generate_rejects_non_multiple_of_16(client):
     client.post("/api/inference/images/load", json = {"model_path": "x/z-image", "gguf_filename": "q.gguf"})
     # Odd, and a multiple of 8 that isn't a multiple of 16: both rejected, since
diff --git a/studio/backend/tests/test_image_gallery.py b/studio/backend/tests/test_image_gallery.py
index 52e721dad6..b8a297c05e 100644
--- a/studio/backend/tests/test_image_gallery.py
+++ b/studio/backend/tests/test_image_gallery.py
@@ -8,6 +8,7 @@ from __future__ import annotations
 
 import base64
 import io
+import os
 
 import pytest
 
@@ -59,12 +60,32 @@ def test_save_embeds_recipe_and_round_trips():
     assert listed[0]["prompt"] == "a sloth" and listed[0]["seed"] == 7
 
 
+def _save_with_mtime(prompt: str, t: float) -> dict:
+    record = gallery.save(_img(), _meta(prompt = prompt, created_at = t))
+    # Listing orders by mtime; set it explicitly so a tight test loop can't tie it.
+    os.utime(gallery.gallery_dir() / f"{record['id']}.png", (t, t))
+    return record
+
+
 def test_list_is_newest_first():
-    old = gallery.save(_img(), _meta(prompt = "old", created_at = 100.0))
-    new = gallery.save(_img(), _meta(prompt = "new", created_at = 200.0))
+    old = _save_with_mtime("old", 100.0)
+    new = _save_with_mtime("new", 200.0)
     assert [r["id"] for r in gallery.list_images()] == [new["id"], old["id"]]
 
 
+def test_list_paginates_with_limit_offset():
+    # 5 images, newest (t=4) first.
+    for i in range(5):
+        _save_with_mtime(f"p{i}", float(i))
+    page1 = gallery.list_images(limit = 2, offset = 0)
+    page2 = gallery.list_images(limit = 2, offset = 2)
+    assert [r["prompt"] for r in page1] == ["p4", "p3"]
+    assert [r["prompt"] for r in page2] == ["p2", "p1"]
+    # limit=None still returns everything from the offset.
+    assert len(gallery.list_images()) == 5
+    assert len(gallery.list_images(offset = 4)) == 1
+
+
 def test_negative_prompt_recorded_in_parameters():
     record = gallery.save(_img(), _meta(negative_prompt = "blurry"))
     raw = base64.b64decode(gallery.image_b64(record["id"]))
diff --git a/studio/frontend/src/features/images/api.ts b/studio/frontend/src/features/images/api.ts
index 6f2e6f623a..fb9236cb4b 100644
--- a/studio/frontend/src/features/images/api.ts
+++ b/studio/frontend/src/features/images/api.ts
@@ -115,11 +115,15 @@ export async function unloadDiffusionModel(): Promise<DiffusionStatus> {
   return parseJson(await authFetch("/api/inference/images/unload", { method: "POST" }));
 }
 
-export async function getGallery(): Promise<GalleryImage[]> {
-  const { images } = await parseJson<{ images: GalleryImage[] }>(
-    await authFetch("/api/inference/images/gallery"),
+export interface GalleryPage {
+  images: GalleryImage[];
+  has_more: boolean;
+}
+
+export async function getGallery(offset = 0, limit = 50): Promise<GalleryPage> {
+  return parseJson(
+    await authFetch(`/api/inference/images/gallery?offset=${offset}&limit=${limit}`),
   );
-  return images;
 }
 
 export async function deleteGalleryImage(id: string): Promise<void> {
diff --git a/studio/frontend/src/features/images/images-page.tsx b/studio/frontend/src/features/images/images-page.tsx
index 0fef65b2cc..ab0e3b2723 100644
--- a/studio/frontend/src/features/images/images-page.tsx
+++ b/studio/frontend/src/features/images/images-page.tsx
@@ -106,13 +106,24 @@ function matchAspect(width: number, height: number): { key: string; portrait: bo
 // valid across remounts.
 const galleryCache: {
   images: GalleryImage[];
+  hasMore: boolean;
   selectedId: string | null;
   quant: string | null;
   srcById: Map<string, string>;
   // Ids with a fetch in flight, so concurrent ensureSrc calls don't double-fetch
   // (and leak the duplicate object URL).
   inflight: Set<string>;
-} = { images: [], selectedId: null, quant: null, srcById: new Map(), inflight: new Set() };
+} = {
+  images: [],
+  hasMore: false,
+  selectedId: null,
+  quant: null,
+  srcById: new Map(),
+  inflight: new Set(),
+};
+
+// Images loaded per infinite-scroll page.
+const PAGE_SIZE = 50;
 
 // Export filename, e.g. Unsloth_20260624-143005_123.png. Batch siblings share
 // the seed + timestamp, so they get a "_<n>" suffix past the first one.
@@ -376,10 +387,13 @@ export function ImagesPage() {
   // Records come from the backend (durable); srcById maps each id to its object
   // URL (loaded images) or data URL (the one just generated).
   const [images, setImages] = useState<GalleryImage[]>(() => galleryCache.images);
+  const [hasMore, setHasMore] = useState(() => galleryCache.hasMore);
   const [selectedId, setSelectedId] = useState<string | null>(() => galleryCache.selectedId);
   const [srcById, setSrcById] = useState<Record<string, string>>(() =>
     Object.fromEntries(galleryCache.srcById),
   );
+  // Guards a "load more" so a fast scroll can't fire several at once.
+  const loadingMore = useRef(false);
   const pollTimer = useRef<ReturnType<typeof setTimeout> | null>(null);
   // The persistent load toast's id, so each poll updates it in place (chat-style).
   const loadToastId = useRef<string | number | null>(null);
@@ -392,9 +406,10 @@ export function ImagesPage() {
   // Mirror to the module cache so a tab switch re-renders instantly.
   useEffect(() => {
     galleryCache.images = images;
+    galleryCache.hasMore = hasMore;
     galleryCache.selectedId = selectedId;
     galleryCache.quant = quant;
-  }, [images, selectedId, quant]);
+  }, [images, hasMore, selectedId, quant]);
 
   const selected = useMemo(
     () => images.find((i) => i.id === selectedId) ?? images[0] ?? null,
@@ -419,15 +434,41 @@ export function ImagesPage() {
 
   const loadGallery = useCallback(async () => {
     try {
-      const records = await getGallery();
-      galleryCache.images = records;
-      setImages(records);
-      records.forEach((image) => void ensureSrc(image));
+      const page = await getGallery(0, PAGE_SIZE);
+      galleryCache.images = page.images;
+      galleryCache.hasMore = page.has_more;
+      setImages(page.images);
+      setHasMore(page.has_more);
+      page.images.forEach((image) => void ensureSrc(image));
     } catch {
       // Best-effort: a failed gallery load shouldn't block the page.
     }
   }, [ensureSrc]);
 
+  // Load the next older page. offset = how many we've loaded so far. A newly
+  // generated image gets a newer mtime, so it sorts to the front on the backend
+  // too — the offset keeps pointing at the same older images.
+  const loadMore = useCallback(async () => {
+    if (loadingMore.current || !galleryCache.hasMore) return;
+    loadingMore.current = true;
+    try {
+      const page = await getGallery(galleryCache.images.length, PAGE_SIZE);
+      setImages((prev) => {
+        const seen = new Set(prev.map((i) => i.id));
+        const next = [...prev, ...page.images.filter((i) => !seen.has(i.id))];
+        galleryCache.images = next;
+        return next;
+      });
+      galleryCache.hasMore = page.has_more;
+      setHasMore(page.has_more);
+      page.images.forEach((image) => void ensureSrc(image));
+    } catch {
+      // transient; the user can scroll again to retry
+    } finally {
+      loadingMore.current = false;
+    }
+  }, [ensureSrc]);
+
   useEffect(() => {
     void loadGallery();
   }, [loadGallery]);
@@ -872,7 +913,14 @@ export function ImagesPage() {
           </div>
 
           {(images.length > 0 || busy === "generating") && (
-            <div className="flex shrink-0 gap-2 overflow-x-auto border-t border-foreground/10 p-3">
+            <div
+              className="flex shrink-0 gap-2 overflow-x-auto border-t border-foreground/10 p-3"
+              onScroll={(e) => {
+                // Near the right edge: pull the next older page (infinite scroll).
+                const el = e.currentTarget;
+                if (el.scrollWidth - el.scrollLeft - el.clientWidth < 400) void loadMore();
+              }}
+            >
               {/* In-progress generation: a placeholder tile at the front so past
                   images stay visible and browsable while the new one renders. */}
               {busy === "generating" && (
@@ -906,6 +954,12 @@ export function ImagesPage() {
                   )}
                 </button>
               ))}
+              {/* Tail spinner while older pages stream in on scroll. */}
+              {hasMore && (
+                <div className="flex size-16 shrink-0 items-center justify-center">
+                  <Spinner className="size-4 text-muted-foreground" />
+                </div>
+              )}
             </div>
           )}
         </div>