diff --git a/frontend-v2/src/lib/pages/brain/AtelierBrainPage.svelte b/frontend-v2/src/lib/pages/brain/AtelierBrainPage.svelte
index ff683fd..13ed82b 100644
--- a/frontend-v2/src/lib/pages/brain/AtelierBrainPage.svelte
+++ b/frontend-v2/src/lib/pages/brain/AtelierBrainPage.svelte
@@ -401,12 +401,25 @@
         </button>
       </div>
 
-      {#if selectedItem.url}
-        <a class="detail-url" href={selectedItem.url} target="_blank" rel="noopener">{selectedItem.url}</a>
+      <!-- Link: show screenshot + URL + tags -->
+      {#if selectedItem.type === 'link'}
+        {#if selectedItem.assets?.some(a => a.asset_type === 'screenshot')}
+          <a class="detail-screenshot" href={selectedItem.url} target="_blank" rel="noopener">
+            <img src="/api/brain/storage/{selectedItem.id}/screenshot/screenshot.png" alt="" />
+          </a>
+        {/if}
+
+        {#if selectedItem.url}
+          <a class="detail-url" href={selectedItem.url} target="_blank" rel="noopener">{selectedItem.url}</a>
+        {/if}
+
+        {#if selectedItem.summary}
+          <div class="detail-summary">{selectedItem.summary}</div>
+        {/if}
       {/if}
 
+      <!-- Note: editable content -->
       {#if selectedItem.type === 'note'}
-        <!-- Editable note content -->
         <div class="detail-content">
           {#if editingNote}
             <textarea
@@ -426,10 +439,6 @@
         </div>
       {/if}
 
-      {#if selectedItem.summary}
-        <div class="detail-summary">{selectedItem.summary}</div>
-      {/if}
-
       {#if selectedItem.tags && selectedItem.tags.length > 0}
         <div class="detail-tags">
           {#each selectedItem.tags as tag}
@@ -439,7 +448,7 @@
       {/if}
 
       <div class="detail-meta-line">
-        {#if selectedItem.folder}<span>{selectedItem.folder}</span>{/if}
+        {#if selectedItem.folder}<span class="meta-folder-pill">{selectedItem.folder}</span>{/if}
         <span>{formatDate(selectedItem.created_at)}</span>
       </div>
 
@@ -755,13 +764,27 @@
   .close-btn:hover { background: rgba(35,26,17,0.08); color: #1e1812; }
   .close-btn svg { width: 20px; height: 20px; }
 
+  .detail-screenshot {
+    display: block; border-radius: 14px; overflow: hidden;
+    margin-bottom: 16px; border: 1px solid rgba(35,26,17,0.08);
+  }
+  .detail-screenshot img {
+    width: 100%; height: auto; display: block; max-height: 300px; object-fit: cover;
+  }
+  .detail-screenshot:hover { opacity: 0.95; }
+
   .detail-url {
-    display: block; font-size: 0.88rem; color: #8c7b69;
-    margin-bottom: 16px; word-break: break-all;
+    display: block; font-size: 0.85rem; color: #8c7b69;
+    margin-bottom: 14px; word-break: break-all;
     text-decoration: none;
   }
   .detail-url:hover { color: #1e1812; text-decoration: underline; }
 
+  .meta-folder-pill {
+    background: rgba(35,26,17,0.06); padding: 2px 10px;
+    border-radius: 999px; font-weight: 600;
+  }
+
   .detail-content {
     margin-bottom: 20px;
   }
diff --git a/services/brain/app/services/classify.py b/services/brain/app/services/classify.py
index 3e2a76e..809f7c9 100644
--- a/services/brain/app/services/classify.py
+++ b/services/brain/app/services/classify.py
@@ -15,13 +15,16 @@ Given an item (URL, note, document, or file), you must return structured JSON wi
 - folder: exactly 1 from this list: {json.dumps(FOLDERS)}
 - tags: exactly 2 or 3 from this list: {json.dumps(TAGS)}
 - title: a concise, normalized title (max 80 chars)
-- summary: a 1-2 sentence summary of the content
+- summary: a 1-2 sentence summary of the content (for links/documents only)
+- corrected_text: for NOTES ONLY — return the original note text with spelling/grammar fixed. Keep the original meaning, tone, and structure. Only fix typos and obvious errors. Return empty string for non-notes.
 - confidence: a float 0.0-1.0 indicating how confident you are
 
 Rules:
 - NEVER invent folders or tags not in the lists above
 - NEVER skip classification
 - NEVER return freeform text outside the schema
+- For notes: do NOT summarize. Keep the original text. Only fix spelling.
+- For notes: the summary field should be a very short 5-10 word description, not a rewrite.
 - Always return valid JSON matching the schema exactly"""
 
 RESPONSE_SCHEMA = {
@@ -41,9 +44,10 @@ RESPONSE_SCHEMA = {
                 },
                 "title": {"type": "string"},
                 "summary": {"type": "string"},
+                "corrected_text": {"type": "string"},
                 "confidence": {"type": "number"},
             },
-            "required": ["folder", "tags", "title", "summary", "confidence"],
+            "required": ["folder", "tags", "title", "summary", "corrected_text", "confidence"],
             "additionalProperties": False,
         },
     },
diff --git a/services/brain/app/worker/tasks.py b/services/brain/app/worker/tasks.py
index ca56acd..36585ec 100644
--- a/services/brain/app/worker/tasks.py
+++ b/services/brain/app/worker/tasks.py
@@ -111,6 +111,11 @@ async def _process_item(item_id: str):
             item.title = classification.get("title") or title or "Untitled"
             item.folder = classification.get("folder", "Knowledge")
             item.tags = classification.get("tags", ["reference", "read-later"])
+
+            # For notes: replace raw_content with spell-corrected version
+            corrected = classification.get("corrected_text", "")
+            if item.type == "note" and corrected and corrected.strip():
+                item.raw_content = corrected
             item.summary = classification.get("summary")
             item.confidence = classification.get("confidence", 0.0)
             item.extracted_text = extracted_text