diff --git a/playwriter/src/aria-snapshot.ts b/playwriter/src/aria-snapshot.ts
index 70c1063..e054e75 100644
--- a/playwriter/src/aria-snapshot.ts
+++ b/playwriter/src/aria-snapshot.ts
@@ -17,6 +17,26 @@ export interface AriaSnapshotResult {
 
 const LABELS_CONTAINER_ID = '__playwriter_labels__'
 
+// Roles that represent truly interactive elements (can be clicked, typed into, etc.)
+const INTERACTIVE_ROLES = new Set([
+  'button',
+  'link',
+  'textbox',
+  'combobox',
+  'searchbox',
+  'checkbox',
+  'radio',
+  'slider',
+  'spinbutton',
+  'switch',
+  'menuitem',
+  'menuitemcheckbox',
+  'menuitemradio',
+  'option',
+  'tab',
+  'treeitem',
+])
+
 // Use String.raw for CSS syntax highlighting in editors
 const css = String.raw
 
@@ -144,10 +164,13 @@ export async function getAriaSnapshot({ page }: { page: Page }): Promise<AriaSna
 }
 
 /**
- * Show Vimium-style labels on all interactive elements.
+ * Show Vimium-style labels on interactive elements.
  * Labels are yellow badges positioned above each element showing the aria ref (e.g., "e1", "e2").
  * Use with screenshots so agents can see which elements are interactive.
  *
+ * By default, only shows labels for truly interactive roles (button, link, textbox, etc.)
+ * to reduce visual clutter. Set `interactiveOnly: false` to show all elements with refs.
+ *
  * @example
  * ```ts
  * const { snapshot, labelCount } = await showAriaRefLabels({ page })
@@ -157,11 +180,22 @@ export async function getAriaSnapshot({ page }: { page: Page }): Promise<AriaSna
  * await hideAriaRefLabels({ page })
  * ```
  */
-export async function showAriaRefLabels({ page }: { page: Page }): Promise<{
+export async function showAriaRefLabels({ page, interactiveOnly = true }: {
+  page: Page
+  interactiveOnly?: boolean
+}): Promise<{
   snapshot: string
   labelCount: number
 }> {
-  const { snapshot, refHandles } = await getAriaSnapshot({ page })
+  const { snapshot, refHandles, refToElement } = await getAriaSnapshot({ page })
+
+  // Filter to only interactive elements if requested
+  const filteredRefs = interactiveOnly
+    ? refHandles.filter(({ ref }) => {
+        const info = refToElement.get(ref)
+        return info && INTERACTIVE_ROLES.has(info.role)
+      })
+    : refHandles
 
   // Single evaluate call: create container, styles, and all labels
   // ElementHandles get unwrapped to DOM elements in browser context
@@ -216,7 +250,7 @@ export async function showAriaRefLabels({ page }: { page: Page }): Promise<{
       return count
     },
     {
-      refs: refHandles.map(({ ref, handle }) => ({ ref, element: handle })),
+      refs: filteredRefs.map(({ ref, handle }) => ({ ref, element: handle })),
       containerId: LABELS_CONTAINER_ID,
       containerStyles: CONTAINER_STYLES,
       labelStyles: LABEL_STYLES,
diff --git a/playwriter/src/assets/aria-labels-github.png b/playwriter/src/assets/aria-labels-github.png
index 055eb40..a966f83 100644
Binary files a/playwriter/src/assets/aria-labels-github.png and b/playwriter/src/assets/aria-labels-github.png differ
diff --git a/playwriter/src/assets/aria-labels-google-snapshot.txt b/playwriter/src/assets/aria-labels-google-snapshot.txt
index 3f4e7d8..32f101f 100644
--- a/playwriter/src/assets/aria-labels-google-snapshot.txt
+++ b/playwriter/src/assets/aria-labels-google-snapshot.txt
@@ -31,7 +31,7 @@
     - generic [ref=e55]:
       - text: "Google offered in:"
       - link [ref=e56] [cursor=pointer]:
-        - /url: https://www.google.com/setprefs?sig=0_AUHfGjXqCW2k22WacFgno6C3bdw%3D&hl=it&source=homepage&sa=X&ved=0ahUKEwjJxPW8xu-RAxWF6ckDHZ8wN1QQ2ZgBCBU
+        - /url: https://www.google.com/setprefs?sig=0_WWAwchirMrWB5pgMRu-Ccbzsvw0%3D&hl=it&source=homepage&sa=X&ved=0ahUKEwiz58mLyO-RAxVON94AHXxmKlkQ2ZgBCBU
         - text: Italiano
     - contentinfo [ref=e58]:
       - generic [ref=e59]: Italy
diff --git a/playwriter/src/assets/aria-labels-google.png b/playwriter/src/assets/aria-labels-google.png
index b427148..9ab8a7f 100644
Binary files a/playwriter/src/assets/aria-labels-google.png and b/playwriter/src/assets/aria-labels-google.png differ
diff --git a/playwriter/src/assets/aria-labels-hacker-news-snapshot.txt b/playwriter/src/assets/aria-labels-hacker-news-snapshot.txt
index 9f94485..aeb2e92 100644
--- a/playwriter/src/assets/aria-labels-hacker-news-snapshot.txt
+++ b/playwriter/src/assets/aria-labels-hacker-news-snapshot.txt
@@ -56,11 +56,11 @@
                     - link "indieweb.org" [ref=e42] [cursor=pointer]:
                       - /url: from?site=indieweb.org
                     - text: )
-            - row "765 points by 47thpresident 18 hours ago | hide | 182 comments" [ref=e43]:
+            - row "771 points by 47thpresident 18 hours ago | hide | 182 comments" [ref=e43]:
               - cell [ref=e44]
-              - cell "765 points by 47thpresident 18 hours ago | hide | 182 comments" [ref=e45]:
+              - cell "771 points by 47thpresident 18 hours ago | hide | 182 comments" [ref=e45]:
                 - generic [ref=e46]:
-                  - text: 765 points by
+                  - text: 771 points by
                   - link "47thpresident" [ref=e47] [cursor=pointer]:
                     - /url: user?id=47thpresident
                   - generic "2026-01-02T19:48:25 1767383305" [ref=e48]:
@@ -73,69 +73,69 @@
                   - link "182 comments" [ref=e51] [cursor=pointer]:
                     - /url: item?id=46468600
             - row [ref=e52]
-            - row "2. upvote Trump says Venezuela’s Maduro captured after strikes (reuters.com)" [ref=e53]:
+            - row "2. upvote Daft Punk Easter Egg in the BPM Tempo of Harder, Better, Faster, Stronger? (madebywindmill.com)" [ref=e53]:
               - cell "2." [ref=e54]
               - cell "upvote" [ref=e55]:
                 - link "upvote" [ref=e57] [cursor=pointer]:
-                  - /url: vote?id=46473348&how=up&goto=news
+                  - /url: vote?id=46469577&how=up&goto=news
                   - generic "upvote" [ref=e58]
-              - cell "Trump says Venezuela’s Maduro captured after strikes (reuters.com)" [ref=e59]:
+              - cell "Daft Punk Easter Egg in the BPM Tempo of Harder, Better, Faster, Stronger? (madebywindmill.com)" [ref=e59]:
                 - generic [ref=e60]:
-                  - link "Trump says Venezuela’s Maduro captured after strikes" [ref=e61] [cursor=pointer]:
-                    - /url: https://www.reuters.com/world/americas/loud-noises-heard-venezuela-capital-southern-area-without-electricity-2026-01-03/
+                  - link "Daft Punk Easter Egg in the BPM Tempo of Harder, Better, Faster, Stronger?" [ref=e61] [cursor=pointer]:
+                    - /url: https://www.madebywindmill.com/tempi/blog/hbfs-bpm/
                   - generic [ref=e62]:
                     - text: (
-                    - link "reuters.com" [ref=e63] [cursor=pointer]:
-                      - /url: from?site=reuters.com
+                    - link "madebywindmill.com" [ref=e63] [cursor=pointer]:
+                      - /url: from?site=madebywindmill.com
                     - text: )
-            - row "513 points by jumpocelot 7 hours ago | hide | 1157 comments" [ref=e64]:
+            - row "573 points by simonw 16 hours ago | hide | 96 comments" [ref=e64]:
               - cell [ref=e65]
-              - cell "513 points by jumpocelot 7 hours ago | hide | 1157 comments" [ref=e66]:
+              - cell "573 points by simonw 16 hours ago | hide | 96 comments" [ref=e66]:
                 - generic [ref=e67]:
-                  - text: 513 points by
-                  - link "jumpocelot" [ref=e68] [cursor=pointer]:
-                    - /url: user?id=jumpocelot
-                  - generic "2026-01-03T06:35:21 1767422121" [ref=e69]:
-                    - link "7 hours ago" [ref=e70] [cursor=pointer]:
-                      - /url: item?id=46473348
+                  - text: 573 points by
+                  - link "simonw" [ref=e68] [cursor=pointer]:
+                    - /url: user?id=simonw
+                  - generic "2026-01-02T21:27:44 1767389264" [ref=e69]:
+                    - link "16 hours ago" [ref=e70] [cursor=pointer]:
+                      - /url: item?id=46469577
                   - text: "|"
                   - link "hide" [ref=e71] [cursor=pointer]:
-                    - /url: hide?id=46473348&goto=news
+                    - /url: hide?id=46469577&goto=news
                   - text: "|"
-                  - link "1157 comments" [ref=e72] [cursor=pointer]:
-                    - /url: item?id=46473348
+                  - link "96 comments" [ref=e72] [cursor=pointer]:
+                    - /url: item?id=46469577
             - row [ref=e73]
-            - row "3. upvote Daft Punk Easter Egg in the BPM Tempo of Harder, Better, Faster, Stronger? (madebywindmill.com)" [ref=e74]:
+            - row "3. upvote Trump says Venezuela’s Maduro captured after strikes (reuters.com)" [ref=e74]:
               - cell "3." [ref=e75]
               - cell "upvote" [ref=e76]:
                 - link "upvote" [ref=e78] [cursor=pointer]:
-                  - /url: vote?id=46469577&how=up&goto=news
+                  - /url: vote?id=46473348&how=up&goto=news
                   - generic "upvote" [ref=e79]
-              - cell "Daft Punk Easter Egg in the BPM Tempo of Harder, Better, Faster, Stronger? (madebywindmill.com)" [ref=e80]:
+              - cell "Trump says Venezuela’s Maduro captured after strikes (reuters.com)" [ref=e80]:
                 - generic [ref=e81]:
-                  - link "Daft Punk Easter Egg in the BPM Tempo of Harder, Better, Faster, Stronger?" [ref=e82] [cursor=pointer]:
-                    - /url: https://www.madebywindmill.com/tempi/blog/hbfs-bpm/
+                  - link "Trump says Venezuela’s Maduro captured after strikes" [ref=e82] [cursor=pointer]:
+                    - /url: https://www.reuters.com/world/americas/loud-noises-heard-venezuela-capital-southern-area-without-electricity-2026-01-03/
                   - generic [ref=e83]:
                     - text: (
-                    - link "madebywindmill.com" [ref=e84] [cursor=pointer]:
-                      - /url: from?site=madebywindmill.com
+                    - link "reuters.com" [ref=e84] [cursor=pointer]:
+                      - /url: from?site=reuters.com
                     - text: )
-            - row "570 points by simonw 16 hours ago | hide | 96 comments" [ref=e85]:
+            - row "527 points by jumpocelot 7 hours ago | hide | 1210 comments" [ref=e85]:
               - cell [ref=e86]
-              - cell "570 points by simonw 16 hours ago | hide | 96 comments" [ref=e87]:
+              - cell "527 points by jumpocelot 7 hours ago | hide | 1210 comments" [ref=e87]:
                 - generic [ref=e88]:
-                  - text: 570 points by
-                  - link "simonw" [ref=e89] [cursor=pointer]:
-                    - /url: user?id=simonw
-                  - generic "2026-01-02T21:27:44 1767389264" [ref=e90]:
-                    - link "16 hours ago" [ref=e91] [cursor=pointer]:
-                      - /url: item?id=46469577
+                  - text: 527 points by
+                  - link "jumpocelot" [ref=e89] [cursor=pointer]:
+                    - /url: user?id=jumpocelot
+                  - generic "2026-01-03T06:35:21 1767422121" [ref=e90]:
+                    - link "7 hours ago" [ref=e91] [cursor=pointer]:
+                      - /url: item?id=46473348
                   - text: "|"
                   - link "hide" [ref=e92] [cursor=pointer]:
-                    - /url: hide?id=46469577&goto=news
+                    - /url: hide?id=46473348&goto=news
                   - text: "|"
-                  - link "96 comments" [ref=e93] [cursor=pointer]:
-                    - /url: item?id=46469577
+                  - link "1210 comments" [ref=e93] [cursor=pointer]:
+                    - /url: item?id=46473348
             - row [ref=e94]
             - 'row "4. upvote Of Boot Vectors and Double Glitches: Bypassing RP2350''s Secure Boot (ccc.de)" [ref=e95]':
               - cell "4." [ref=e96]
@@ -169,69 +169,69 @@
                   - link "9 comments" [ref=e114] [cursor=pointer]:
                     - /url: item?id=46403062
             - row [ref=e115]
-            - row "5. upvote Tally – A tool to help agents classify your bank transactions (tallyai.money)" [ref=e116]:
+            - row "5. upvote IPv6 just turned 30 and still hasn't taken over the world (theregister.com)" [ref=e116]:
               - cell "5." [ref=e117]
               - cell "upvote" [ref=e118]:
                 - link "upvote" [ref=e120] [cursor=pointer]:
-                  - /url: vote?id=46475218&how=up&goto=news
+                  - /url: vote?id=46465327&how=up&goto=news
                   - generic "upvote" [ref=e121]
-              - cell "Tally – A tool to help agents classify your bank transactions (tallyai.money)" [ref=e122]:
+              - cell "IPv6 just turned 30 and still hasn't taken over the world (theregister.com)" [ref=e122]:
                 - generic [ref=e123]:
-                  - link "Tally – A tool to help agents classify your bank transactions" [ref=e124] [cursor=pointer]:
-                    - /url: https://tallyai.money/
+                  - link "IPv6 just turned 30 and still hasn't taken over the world" [ref=e124] [cursor=pointer]:
+                    - /url: https://www.theregister.com/2025/12/31/ipv6_at_30/
                   - generic [ref=e125]:
                     - text: (
-                    - link "tallyai.money" [ref=e126] [cursor=pointer]:
-                      - /url: from?site=tallyai.money
+                    - link "theregister.com" [ref=e126] [cursor=pointer]:
+                      - /url: from?site=theregister.com
                     - text: )
-            - row "70 points by ahmedatia 2 hours ago | hide | 56 comments" [ref=e127]:
+            - row "420 points by Brajeshwar 23 hours ago | hide | 839 comments" [ref=e127]:
               - cell [ref=e128]
-              - cell "70 points by ahmedatia 2 hours ago | hide | 56 comments" [ref=e129]:
+              - cell "420 points by Brajeshwar 23 hours ago | hide | 839 comments" [ref=e129]:
                 - generic [ref=e130]:
-                  - text: 70 points by
-                  - link "ahmedatia" [ref=e131] [cursor=pointer]:
-                    - /url: user?id=ahmedatia
-                  - generic "2026-01-03T11:02:33 1767438153" [ref=e132]:
-                    - link "2 hours ago" [ref=e133] [cursor=pointer]:
-                      - /url: item?id=46475218
+                  - text: 420 points by
+                  - link "Brajeshwar" [ref=e131] [cursor=pointer]:
+                    - /url: user?id=Brajeshwar
+                  - generic "2026-01-02T14:55:09 1767365709" [ref=e132]:
+                    - link "23 hours ago" [ref=e133] [cursor=pointer]:
+                      - /url: item?id=46465327
                   - text: "|"
                   - link "hide" [ref=e134] [cursor=pointer]:
-                    - /url: hide?id=46475218&goto=news
+                    - /url: hide?id=46465327&goto=news
                   - text: "|"
-                  - link "56 comments" [ref=e135] [cursor=pointer]:
-                    - /url: item?id=46475218
+                  - link "839 comments" [ref=e135] [cursor=pointer]:
+                    - /url: item?id=46465327
             - row [ref=e136]
-            - row "6. upvote IPv6 just turned 30 and still hasn't taken over the world (theregister.com)" [ref=e137]:
+            - row "6. upvote A Beginner's Two-Component Crystal-Style Wi-Fi Detector (siliconjunction.wordpress.com)" [ref=e137]:
               - cell "6." [ref=e138]
               - cell "upvote" [ref=e139]:
                 - link "upvote" [ref=e141] [cursor=pointer]:
-                  - /url: vote?id=46465327&how=up&goto=news
+                  - /url: vote?id=46443730&how=up&goto=news
                   - generic "upvote" [ref=e142]
-              - cell "IPv6 just turned 30 and still hasn't taken over the world (theregister.com)" [ref=e143]:
+              - cell "A Beginner's Two-Component Crystal-Style Wi-Fi Detector (siliconjunction.wordpress.com)" [ref=e143]:
                 - generic [ref=e144]:
-                  - link "IPv6 just turned 30 and still hasn't taken over the world" [ref=e145] [cursor=pointer]:
-                    - /url: https://www.theregister.com/2025/12/31/ipv6_at_30/
+                  - link "A Beginner's Two-Component Crystal-Style Wi-Fi Detector" [ref=e145] [cursor=pointer]:
+                    - /url: https://siliconjunction.wordpress.com/2025/12/12/a-beginners-two-component-crystal-style-wi-fi-detector/
                   - generic [ref=e146]:
                     - text: (
-                    - link "theregister.com" [ref=e147] [cursor=pointer]:
-                      - /url: from?site=theregister.com
+                    - link "siliconjunction.wordpress.com" [ref=e147] [cursor=pointer]:
+                      - /url: from?site=siliconjunction.wordpress.com
                     - text: )
-            - row "417 points by Brajeshwar 23 hours ago | hide | 834 comments" [ref=e148]:
+            - row "63 points by jensgk 9 hours ago | hide | 22 comments" [ref=e148]:
               - cell [ref=e149]
-              - cell "417 points by Brajeshwar 23 hours ago | hide | 834 comments" [ref=e150]:
+              - cell "63 points by jensgk 9 hours ago | hide | 22 comments" [ref=e150]:
                 - generic [ref=e151]:
-                  - text: 417 points by
-                  - link "Brajeshwar" [ref=e152] [cursor=pointer]:
-                    - /url: user?id=Brajeshwar
-                  - generic "2026-01-02T14:55:09 1767365709" [ref=e153]:
-                    - link "23 hours ago" [ref=e154] [cursor=pointer]:
-                      - /url: item?id=46465327
+                  - text: 63 points by
+                  - link "jensgk" [ref=e152] [cursor=pointer]:
+                    - /url: user?id=jensgk
+                  - generic "2025-12-31T13:00:42 1767186042" [ref=e153]:
+                    - link "9 hours ago" [ref=e154] [cursor=pointer]:
+                      - /url: item?id=46443730
                   - text: "|"
                   - link "hide" [ref=e155] [cursor=pointer]:
-                    - /url: hide?id=46465327&goto=news
+                    - /url: hide?id=46443730&goto=news
                   - text: "|"
-                  - link "834 comments" [ref=e156] [cursor=pointer]:
-                    - /url: item?id=46465327
+                  - link "22 comments" [ref=e156] [cursor=pointer]:
+                    - /url: item?id=46443730
             - row [ref=e157]
             - row "7. ParadeDB (YC S23) Is Hiring Database Engineers (paradedb.notion.site)" [ref=e158]:
               - cell "7." [ref=e159]
@@ -246,47 +246,47 @@
                     - link "paradedb.notion.site" [ref=e166] [cursor=pointer]:
                       - /url: from?site=paradedb.notion.site
                     - text: )
-            - row "16 minutes ago | hide" [ref=e167]:
+            - row "24 minutes ago | hide" [ref=e167]:
               - cell [ref=e168]
-              - cell "16 minutes ago | hide" [ref=e169]:
+              - cell "24 minutes ago | hide" [ref=e169]:
                 - generic "2026-01-03T13:53:34 1767448414" [ref=e170]:
-                  - link "16 minutes ago" [ref=e171] [cursor=pointer]:
+                  - link "24 minutes ago" [ref=e171] [cursor=pointer]:
                     - /url: item?id=46476636
                 - text: "|"
                 - link "hide" [ref=e172] [cursor=pointer]:
                   - /url: hide?id=46476636&goto=news
             - row [ref=e173]
-            - row "8. upvote A Beginner's Two-Component Crystal-Style Wi-Fi Detector (siliconjunction.wordpress.com)" [ref=e174]:
+            - row "8. upvote Tally – A tool to help agents classify your bank transactions (tallyai.money)" [ref=e174]:
               - cell "8." [ref=e175]
               - cell "upvote" [ref=e176]:
                 - link "upvote" [ref=e178] [cursor=pointer]:
-                  - /url: vote?id=46443730&how=up&goto=news
+                  - /url: vote?id=46475218&how=up&goto=news
                   - generic "upvote" [ref=e179]
-              - cell "A Beginner's Two-Component Crystal-Style Wi-Fi Detector (siliconjunction.wordpress.com)" [ref=e180]:
+              - cell "Tally – A tool to help agents classify your bank transactions (tallyai.money)" [ref=e180]:
                 - generic [ref=e181]:
-                  - link "A Beginner's Two-Component Crystal-Style Wi-Fi Detector" [ref=e182] [cursor=pointer]:
-                    - /url: https://siliconjunction.wordpress.com/2025/12/12/a-beginners-two-component-crystal-style-wi-fi-detector/
+                  - link "Tally – A tool to help agents classify your bank transactions" [ref=e182] [cursor=pointer]:
+                    - /url: https://tallyai.money/
                   - generic [ref=e183]:
                     - text: (
-                    - link "siliconjunction.wordpress.com" [ref=e184] [cursor=pointer]:
-                      - /url: from?site=siliconjunction.wordpress.com
+                    - link "tallyai.money" [ref=e184] [cursor=pointer]:
+                      - /url: from?site=tallyai.money
                     - text: )
-            - row "61 points by jensgk 8 hours ago | hide | 22 comments" [ref=e185]:
+            - row "70 points by ahmedatia 2 hours ago | hide | 57 comments" [ref=e185]:
               - cell [ref=e186]
-              - cell "61 points by jensgk 8 hours ago | hide | 22 comments" [ref=e187]:
+              - cell "70 points by ahmedatia 2 hours ago | hide | 57 comments" [ref=e187]:
                 - generic [ref=e188]:
-                  - text: 61 points by
-                  - link "jensgk" [ref=e189] [cursor=pointer]:
-                    - /url: user?id=jensgk
-                  - generic "2025-12-31T13:00:42 1767186042" [ref=e190]:
-                    - link "8 hours ago" [ref=e191] [cursor=pointer]:
-                      - /url: item?id=46443730
+                  - text: 70 points by
+                  - link "ahmedatia" [ref=e189] [cursor=pointer]:
+                    - /url: user?id=ahmedatia
+                  - generic "2026-01-03T11:02:33 1767438153" [ref=e190]:
+                    - link "2 hours ago" [ref=e191] [cursor=pointer]:
+                      - /url: item?id=46475218
                   - text: "|"
                   - link "hide" [ref=e192] [cursor=pointer]:
-                    - /url: hide?id=46443730&goto=news
+                    - /url: hide?id=46475218&goto=news
                   - text: "|"
-                  - link "22 comments" [ref=e193] [cursor=pointer]:
-                    - /url: item?id=46443730
+                  - link "57 comments" [ref=e193] [cursor=pointer]:
+                    - /url: item?id=46475218
             - row [ref=e194]
             - row "9. upvote 2026 will be my year of the Linux desktop (xeiaso.net)" [ref=e195]:
               - cell "9." [ref=e196]
@@ -303,233 +303,233 @@
                     - link "xeiaso.net" [ref=e205] [cursor=pointer]:
                       - /url: from?site=xeiaso.net
                     - text: )
-            - row "608 points by todsacerdoti 13 hours ago | hide | 448 comments" [ref=e206]:
+            - row "611 points by todsacerdoti 14 hours ago | hide | 450 comments" [ref=e206]:
               - cell [ref=e207]
-              - cell "608 points by todsacerdoti 13 hours ago | hide | 448 comments" [ref=e208]:
+              - cell "611 points by todsacerdoti 14 hours ago | hide | 450 comments" [ref=e208]:
                 - generic [ref=e209]:
-                  - text: 608 points by
+                  - text: 611 points by
                   - link "todsacerdoti" [ref=e210] [cursor=pointer]:
                     - /url: user?id=todsacerdoti
                   - generic "2026-01-03T00:15:47 1767399347" [ref=e211]:
-                    - link "13 hours ago" [ref=e212] [cursor=pointer]:
+                    - link "14 hours ago" [ref=e212] [cursor=pointer]:
                       - /url: item?id=46471199
                   - text: "|"
                   - link "hide" [ref=e213] [cursor=pointer]:
                     - /url: hide?id=46471199&goto=news
                   - text: "|"
-                  - link "448 comments" [ref=e214] [cursor=pointer]:
+                  - link "450 comments" [ref=e214] [cursor=pointer]:
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-            - row "6 points by hun3 2 hours ago | hide | discuss" [ref=e351]:
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                       - /url: from?site=nullprogram.com
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-            - row "74 points by ibobev 12 hours ago | hide | 16 comments" [ref=e372]:
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-            - row "29 points by bdcravens 5 hours ago | hide | 4 comments" [ref=e393]:
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+                  - text: 126 points by
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                   - text: "|"
                   - link "hide" [ref=e400] [cursor=pointer]:
-                    - /url: hide?id=46442624&goto=news
+                    - /url: hide?id=46469623&goto=news
                   - text: "|"
-                  - link "4 comments" [ref=e401] [cursor=pointer]:
-                    - /url: item?id=46442624
+                  - link "56 comments" [ref=e401] [cursor=pointer]:
+                    - /url: item?id=46469623
             - row [ref=e402]
-            - row "19. upvote Linux kernel security work (kroah.com)" [ref=e403]:
+            - row "19. upvote UK company sends factory with 1,000C furnace into space (bbc.co.uk)" [ref=e403]:
               - cell "19." [ref=e404]
               - cell "upvote" [ref=e405]:
                 - link "upvote" [ref=e407] [cursor=pointer]:
-                  - /url: vote?id=46469623&how=up&goto=news
+                  - /url: vote?id=46442293&how=up&goto=news
                   - generic "upvote" [ref=e408]
-              - cell "Linux kernel security work (kroah.com)" [ref=e409]:
+              - cell "UK company sends factory with 1,000C furnace into space (bbc.co.uk)" [ref=e409]:
                 - generic [ref=e410]:
-                  - link "Linux kernel security work" [ref=e411] [cursor=pointer]:
-                    - /url: http://www.kroah.com/log/blog/2026/01/02/linux-kernel-security-work/
+                  - link "UK company sends factory with 1,000C furnace into space" [ref=e411] [cursor=pointer]:
+                    - /url: https://www.bbc.co.uk/news/articles/c62vx0pgyrgo
                   - generic [ref=e412]:
                     - text: (
-                    - link "kroah.com" [ref=e413] [cursor=pointer]:
-                      - /url: from?site=kroah.com
+                    - link "bbc.co.uk" [ref=e413] [cursor=pointer]:
+                      - /url: from?site=bbc.co.uk
                     - text: )
-            - row "125 points by chmaynard 16 hours ago | hide | 56 comments" [ref=e414]:
+            - row "73 points by vekerdyb 12 hours ago | hide | 32 comments" [ref=e414]:
               - cell [ref=e415]
-              - cell "125 points by chmaynard 16 hours ago | hide | 56 comments" [ref=e416]:
+              - cell "73 points by vekerdyb 12 hours ago | hide | 32 comments" [ref=e416]:
                 - generic [ref=e417]:
-                  - text: 125 points by
-                  - link "chmaynard" [ref=e418] [cursor=pointer]:
-                    - /url: user?id=chmaynard
-                  - generic "2026-01-02T21:31:34 1767389494" [ref=e419]:
-                    - link "16 hours ago" [ref=e420] [cursor=pointer]:
-                      - /url: item?id=46469623
+                  - text: 73 points by
+                  - link "vekerdyb" [ref=e418] [cursor=pointer]:
+                    - /url: user?id=vekerdyb
+                  - generic "2025-12-31T08:04:30 1767168270" [ref=e419]:
+                    - link "12 hours ago" [ref=e420] [cursor=pointer]:
+                      - /url: item?id=46442293
                   - text: "|"
                   - link "hide" [ref=e421] [cursor=pointer]:
-                    - /url: hide?id=46469623&goto=news
+                    - /url: hide?id=46442293&goto=news
                   - text: "|"
-                  - link "56 comments" [ref=e422] [cursor=pointer]:
-                    - /url: item?id=46469623
+                  - link "32 comments" [ref=e422] [cursor=pointer]:
+                    - /url: item?id=46442293
             - row [ref=e423]
-            - row "20. upvote UK company sends factory with 1,000C furnace into space (bbc.co.uk)" [ref=e424]:
+            - row "20. upvote Jank Lang Hit Alpha (github.com/jank-lang)" [ref=e424]:
               - cell "20." [ref=e425]
               - cell "upvote" [ref=e426]:
                 - link "upvote" [ref=e428] [cursor=pointer]:
-                  - /url: vote?id=46442293&how=up&goto=news
+                  - /url: vote?id=46468517&how=up&goto=news
                   - generic "upvote" [ref=e429]
-              - cell "UK company sends factory with 1,000C furnace into space (bbc.co.uk)" [ref=e430]:
+              - cell "Jank Lang Hit Alpha (github.com/jank-lang)" [ref=e430]:
                 - generic [ref=e431]:
-                  - link "UK company sends factory with 1,000C furnace into space" [ref=e432] [cursor=pointer]:
-                    - /url: https://www.bbc.co.uk/news/articles/c62vx0pgyrgo
+                  - link "Jank Lang Hit Alpha" [ref=e432] [cursor=pointer]:
+                    - /url: https://github.com/jank-lang/jank
                   - generic [ref=e433]:
                     - text: (
-                    - link "bbc.co.uk" [ref=e434] [cursor=pointer]:
-                      - /url: from?site=bbc.co.uk
+                    - link "github.com/jank-lang" [ref=e434] [cursor=pointer]:
+                      - /url: from?site=github.com/jank-lang
                     - text: )
-            - row "71 points by vekerdyb 12 hours ago | hide | 31 comments" [ref=e435]:
+            - row "195 points by makemethrowaway 18 hours ago | hide | 27 comments" [ref=e435]:
               - cell [ref=e436]
-              - cell "71 points by vekerdyb 12 hours ago | hide | 31 comments" [ref=e437]:
+              - cell "195 points by makemethrowaway 18 hours ago | hide | 27 comments" [ref=e437]:
                 - generic [ref=e438]:
-                  - text: 71 points by
-                  - link "vekerdyb" [ref=e439] [cursor=pointer]:
-                    - /url: user?id=vekerdyb
-                  - generic "2025-12-31T08:04:30 1767168270" [ref=e440]:
-                    - link "12 hours ago" [ref=e441] [cursor=pointer]:
-                      - /url: item?id=46442293
+                  - text: 195 points by
+                  - link "makemethrowaway" [ref=e439] [cursor=pointer]:
+                    - /url: user?id=makemethrowaway
+                  - generic "2026-01-02T19:39:38 1767382778" [ref=e440]:
+                    - link "18 hours ago" [ref=e441] [cursor=pointer]:
+                      - /url: item?id=46468517
                   - text: "|"
                   - link "hide" [ref=e442] [cursor=pointer]:
-                    - /url: hide?id=46442293&goto=news
+                    - /url: hide?id=46468517&goto=news
                   - text: "|"
-                  - link "31 comments" [ref=e443] [cursor=pointer]:
-                    - /url: item?id=46442293
+                  - link "27 comments" [ref=e443] [cursor=pointer]:
+                    - /url: item?id=46468517
             - row [ref=e444]
-            - row "21. upvote Jank Lang Hit Alpha (github.com/jank-lang)" [ref=e445]:
+            - 'row "21. upvote The Cost of a Closure in C: The Rest (thephd.dev)" [ref=e445]':
               - cell "21." [ref=e446]
               - cell "upvote" [ref=e447]:
                 - link "upvote" [ref=e449] [cursor=pointer]:
-                  - /url: vote?id=46468517&how=up&goto=news
+                  - /url: vote?id=46442229&how=up&goto=news
                   - generic "upvote" [ref=e450]
-              - cell "Jank Lang Hit Alpha (github.com/jank-lang)" [ref=e451]:
+              - 'cell "The Cost of a Closure in C: The Rest (thephd.dev)" [ref=e451]':
                 - generic [ref=e452]:
-                  - link "Jank Lang Hit Alpha" [ref=e453] [cursor=pointer]:
-                    - /url: https://github.com/jank-lang/jank
+                  - 'link "The Cost of a Closure in C: The Rest" [ref=e453] [cursor=pointer]':
+                    - /url: https://thephd.dev/the-cost-of-a-closure-in-c-c2y-followup
                   - generic [ref=e454]:
                     - text: (
-                    - link "github.com/jank-lang" [ref=e455] [cursor=pointer]:
-                      - /url: from?site=github.com/jank-lang
+                    - link "thephd.dev" [ref=e455] [cursor=pointer]:
+                      - /url: from?site=thephd.dev
                     - text: )
-            - row "195 points by makemethrowaway 18 hours ago | hide | 27 comments" [ref=e456]:
+            - row "50 points by ingve 11 hours ago | hide | 22 comments" [ref=e456]:
               - cell [ref=e457]
-              - cell "195 points by makemethrowaway 18 hours ago | hide | 27 comments" [ref=e458]:
+              - cell "50 points by ingve 11 hours ago | hide | 22 comments" [ref=e458]:
                 - generic [ref=e459]:
-                  - text: 195 points by
-                  - link "makemethrowaway" [ref=e460] [cursor=pointer]:
-                    - /url: user?id=makemethrowaway
-                  - generic "2026-01-02T19:39:38 1767382778" [ref=e461]:
-                    - link "18 hours ago" [ref=e462] [cursor=pointer]:
-                      - /url: item?id=46468517
+                  - text: 50 points by
+                  - link "ingve" [ref=e460] [cursor=pointer]:
+                    - /url: user?id=ingve
+                  - generic "2025-12-31T07:44:25 1767167065" [ref=e461]:
+                    - link "11 hours ago" [ref=e462] [cursor=pointer]:
+                      - /url: item?id=46442229
                   - text: "|"
                   - link "hide" [ref=e463] [cursor=pointer]:
-                    - /url: hide?id=46468517&goto=news
+                    - /url: hide?id=46442229&goto=news
                   - text: "|"
-                  - link "27 comments" [ref=e464] [cursor=pointer]:
-                    - /url: item?id=46468517
+                  - link "22 comments" [ref=e464] [cursor=pointer]:
+                    - /url: item?id=46442229
             - row [ref=e465]
-            - 'row "22. upvote The Cost of a Closure in C: The Rest (thephd.dev)" [ref=e466]':
+            - 'row "22. upvote Show HN: uvx ptn, scan a QR, get a terminal in your phone (github.com/lyehe)" [ref=e466]':
               - cell "22." [ref=e467]
               - cell "upvote" [ref=e468]:
                 - link "upvote" [ref=e470] [cursor=pointer]:
-                  - /url: vote?id=46442229&how=up&goto=news
+                  - /url: vote?id=46472772&how=up&goto=news
                   - generic "upvote" [ref=e471]
-              - 'cell "The Cost of a Closure in C: The Rest (thephd.dev)" [ref=e472]':
+              - 'cell "Show HN: uvx ptn, scan a QR, get a terminal in your phone (github.com/lyehe)" [ref=e472]':
                 - generic [ref=e473]:
-                  - 'link "The Cost of a Closure in C: The Rest" [ref=e474] [cursor=pointer]':
-                    - /url: https://thephd.dev/the-cost-of-a-closure-in-c-c2y-followup
+                  - 'link "Show HN: uvx ptn, scan a QR, get a terminal in your phone" [ref=e474] [cursor=pointer]':
+                    - /url: https://github.com/lyehe/porterminal
                   - generic [ref=e475]:
                     - text: (
-                    - link "thephd.dev" [ref=e476] [cursor=pointer]:
-                      - /url: from?site=thephd.dev
+                    - link "github.com/lyehe" [ref=e476] [cursor=pointer]:
+                      - /url: from?site=github.com/lyehe
                     - text: )
-            - row "50 points by ingve 11 hours ago | hide | 22 comments" [ref=e477]:
+            - row "43 points by yxl448 9 hours ago | hide | 10 comments" [ref=e477]:
               - cell [ref=e478]
-              - cell "50 points by ingve 11 hours ago | hide | 22 comments" [ref=e479]:
+              - cell "43 points by yxl448 9 hours ago | hide | 10 comments" [ref=e479]:
                 - generic [ref=e480]:
-                  - text: 50 points by
-                  - link "ingve" [ref=e481] [cursor=pointer]:
-                    - /url: user?id=ingve
-                  - generic "2025-12-31T07:44:25 1767167065" [ref=e482]:
-                    - link "11 hours ago" [ref=e483] [cursor=pointer]:
-                      - /url: item?id=46442229
+                  - text: 43 points by
+                  - link "yxl448" [ref=e481] [cursor=pointer]:
+                    - /url: user?id=yxl448
+                  - generic "2026-01-03T04:22:29 1767414149" [ref=e482]:
+                    - link "9 hours ago" [ref=e483] [cursor=pointer]:
+                      - /url: item?id=46472772
                   - text: "|"
                   - link "hide" [ref=e484] [cursor=pointer]:
-                    - /url: hide?id=46442229&goto=news
+                    - /url: hide?id=46472772&goto=news
                   - text: "|"
-                  - link "22 comments" [ref=e485] [cursor=pointer]:
-                    - /url: item?id=46442229
+                  - link "10 comments" [ref=e485] [cursor=pointer]:
+                    - /url: item?id=46472772
             - row [ref=e486]
-            - 'row "23. upvote Show HN: uvx ptn, scan a QR, get a terminal in your phone (github.com/lyehe)" [ref=e487]':
+            - row "23. upvote Adventure 751 (1980) (bluerenga.blog)" [ref=e487]:
               - cell "23." [ref=e488]
               - cell "upvote" [ref=e489]:
                 - link "upvote" [ref=e491] [cursor=pointer]:
-                  - /url: vote?id=46472772&how=up&goto=news
+                  - /url: vote?id=46472230&how=up&goto=news
                   - generic "upvote" [ref=e492]
-              - 'cell "Show HN: uvx ptn, scan a QR, get a terminal in your phone (github.com/lyehe)" [ref=e493]':
+              - cell "Adventure 751 (1980) (bluerenga.blog)" [ref=e493]:
                 - generic [ref=e494]:
-                  - 'link "Show HN: uvx ptn, scan a QR, get a terminal in your phone" [ref=e495] [cursor=pointer]':
-                    - /url: https://github.com/lyehe/porterminal
+                  - link "Adventure 751 (1980)" [ref=e495] [cursor=pointer]:
+                    - /url: https://bluerenga.blog/2026/01/01/adventure-751-1980/
                   - generic [ref=e496]:
                     - text: (
-                    - link "github.com/lyehe" [ref=e497] [cursor=pointer]:
-                      - /url: from?site=github.com/lyehe
+                    - link "bluerenga.blog" [ref=e497] [cursor=pointer]:
+                      - /url: from?site=bluerenga.blog
                     - text: )
-            - row "42 points by yxl448 9 hours ago | hide | 10 comments" [ref=e498]:
+            - row "37 points by quuxplusone 11 hours ago | hide | 3 comments" [ref=e498]:
               - cell [ref=e499]
-              - cell "42 points by yxl448 9 hours ago | hide | 10 comments" [ref=e500]:
+              - cell "37 points by quuxplusone 11 hours ago | hide | 3 comments" [ref=e500]:
                 - generic [ref=e501]:
-                  - text: 42 points by
-                  - link "yxl448" [ref=e502] [cursor=pointer]:
-                    - /url: user?id=yxl448
-                  - generic "2026-01-03T04:22:29 1767414149" [ref=e503]:
-                    - link "9 hours ago" [ref=e504] [cursor=pointer]:
-                      - /url: item?id=46472772
+                  - text: 37 points by
+                  - link "quuxplusone" [ref=e502] [cursor=pointer]:
+                    - /url: user?id=quuxplusone
+                  - generic "2026-01-03T02:38:06 1767407886" [ref=e503]:
+                    - link "11 hours ago" [ref=e504] [cursor=pointer]:
+                      - /url: item?id=46472230
                   - text: "|"
                   - link "hide" [ref=e505] [cursor=pointer]:
-                    - /url: hide?id=46472772&goto=news
+                    - /url: hide?id=46472230&goto=news
                   - text: "|"
-                  - link "10 comments" [ref=e506] [cursor=pointer]:
-                    - /url: item?id=46472772
+                  - link "3 comments" [ref=e506] [cursor=pointer]:
+                    - /url: item?id=46472230
             - row [ref=e507]
-            - row "24. upvote Adventure 751 (1980) (bluerenga.blog)" [ref=e508]:
+            - 'row "24. upvote Show HN: The ASCII Side of the Moon (aleyan.com)" [ref=e508]':
               - cell "24." [ref=e509]
               - cell "upvote" [ref=e510]:
                 - link "upvote" [ref=e512] [cursor=pointer]:
-                  - /url: vote?id=46472230&how=up&goto=news
+                  - /url: vote?id=46421045&how=up&goto=news
                   - generic "upvote" [ref=e513]
-              - cell "Adventure 751 (1980) (bluerenga.blog)" [ref=e514]:
+              - 'cell "Show HN: The ASCII Side of the Moon (aleyan.com)" [ref=e514]':
                 - generic [ref=e515]:
-                  - link "Adventure 751 (1980)" [ref=e516] [cursor=pointer]:
-                    - /url: https://bluerenga.blog/2026/01/01/adventure-751-1980/
+                  - 'link "Show HN: The ASCII Side of the Moon" [ref=e516] [cursor=pointer]':
+                    - /url: https://aleyan.com/projects/ascii-side-of-the-moon/?lat=32.72&lon=-117.16&date=2025-12-29T14%3A24Z
                   - generic [ref=e517]:
                     - text: (
-                    - link "bluerenga.blog" [ref=e518] [cursor=pointer]:
-                      - /url: from?site=bluerenga.blog
+                    - link "aleyan.com" [ref=e518] [cursor=pointer]:
+                      - /url: from?site=aleyan.com
                     - text: )
-            - row "36 points by quuxplusone 11 hours ago | hide | 3 comments" [ref=e519]:
+            - row "5 points by aleyan 3 hours ago | hide | discuss" [ref=e519]:
               - cell [ref=e520]
-              - cell "36 points by quuxplusone 11 hours ago | hide | 3 comments" [ref=e521]:
+              - cell "5 points by aleyan 3 hours ago | hide | discuss" [ref=e521]:
                 - generic [ref=e522]:
-                  - text: 36 points by
-                  - link "quuxplusone" [ref=e523] [cursor=pointer]:
-                    - /url: user?id=quuxplusone
-                  - generic "2026-01-03T02:38:06 1767407886" [ref=e524]:
-                    - link "11 hours ago" [ref=e525] [cursor=pointer]:
-                      - /url: item?id=46472230
+                  - text: 5 points by
+                  - link "aleyan" [ref=e523] [cursor=pointer]:
+                    - /url: user?id=aleyan
+                  - generic "2025-12-29T14:24:08 1767018248" [ref=e524]:
+                    - link "3 hours ago" [ref=e525] [cursor=pointer]:
+                      - /url: item?id=46421045
                   - text: "|"
                   - link "hide" [ref=e526] [cursor=pointer]:
-                    - /url: hide?id=46472230&goto=news
+                    - /url: hide?id=46421045&goto=news
                   - text: "|"
-                  - link "3 comments" [ref=e527] [cursor=pointer]:
-                    - /url: item?id=46472230
+                  - link "discuss" [ref=e527] [cursor=pointer]:
+                    - /url: item?id=46421045
             - row [ref=e528]
-            - 'row "25. upvote Show HN: The ASCII Side of the Moon (aleyan.com)" [ref=e529]':
+            - row "25. upvote Unix v4 (1973) – Live Terminal (unixv4.dev)" [ref=e529]:
               - cell "25." [ref=e530]
               - cell "upvote" [ref=e531]:
                 - link "upvote" [ref=e533] [cursor=pointer]:
-                  - /url: vote?id=46421045&how=up&goto=news
+                  - /url: vote?id=46468283&how=up&goto=news
                   - generic "upvote" [ref=e534]
-              - 'cell "Show HN: The ASCII Side of the Moon (aleyan.com)" [ref=e535]':
+              - cell "Unix v4 (1973) – Live Terminal (unixv4.dev)" [ref=e535]:
                 - generic [ref=e536]:
-                  - 'link "Show HN: The ASCII Side of the Moon" [ref=e537] [cursor=pointer]':
-                    - /url: https://aleyan.com/projects/ascii-side-of-the-moon/?lat=32.72&lon=-117.16&date=2025-12-29T14%3A24Z
+                  - link "Unix v4 (1973) – Live Terminal" [ref=e537] [cursor=pointer]:
+                    - /url: https://unixv4.dev/
                   - generic [ref=e538]:
                     - text: (
-                    - link "aleyan.com" [ref=e539] [cursor=pointer]:
-                      - /url: from?site=aleyan.com
+                    - link "unixv4.dev" [ref=e539] [cursor=pointer]:
+                      - /url: from?site=unixv4.dev
                     - text: )
-            - row "5 points by aleyan 2 hours ago | hide | discuss" [ref=e540]:
+            - row "155 points by pjmlp 18 hours ago | hide | 76 comments" [ref=e540]:
               - cell [ref=e541]
-              - cell "5 points by aleyan 2 hours ago | hide | discuss" [ref=e542]:
+              - cell "155 points by pjmlp 18 hours ago | hide | 76 comments" [ref=e542]:
                 - generic [ref=e543]:
-                  - text: 5 points by
-                  - link "aleyan" [ref=e544] [cursor=pointer]:
-                    - /url: user?id=aleyan
-                  - generic "2025-12-29T14:24:08 1767018248" [ref=e545]:
-                    - link "2 hours ago" [ref=e546] [cursor=pointer]:
-                      - /url: item?id=46421045
+                  - text: 155 points by
+                  - link "pjmlp" [ref=e544] [cursor=pointer]:
+                    - /url: user?id=pjmlp
+                  - generic "2026-01-02T19:18:36 1767381516" [ref=e545]:
+                    - link "18 hours ago" [ref=e546] [cursor=pointer]:
+                      - /url: item?id=46468283
                   - text: "|"
                   - link "hide" [ref=e547] [cursor=pointer]:
-                    - /url: hide?id=46421045&goto=news
+                    - /url: hide?id=46468283&goto=news
                   - text: "|"
-                  - link "discuss" [ref=e548] [cursor=pointer]:
-                    - /url: item?id=46421045
+                  - link "76 comments" [ref=e548] [cursor=pointer]:
+                    - /url: item?id=46468283
             - row [ref=e549]
-            - row "26. upvote Unix v4 (1973) – Live Terminal (unixv4.dev)" [ref=e550]:
+            - 'row "26. upvote Fighting Fire with Fire: Scalable Oral Exams (behind-the-enemy-lines.com)" [ref=e550]':
               - cell "26." [ref=e551]
               - cell "upvote" [ref=e552]:
                 - link "upvote" [ref=e554] [cursor=pointer]:
-                  - /url: vote?id=46468283&how=up&goto=news
+                  - /url: vote?id=46467677&how=up&goto=news
                   - generic "upvote" [ref=e555]
-              - cell "Unix v4 (1973) – Live Terminal (unixv4.dev)" [ref=e556]:
+              - 'cell "Fighting Fire with Fire: Scalable Oral Exams (behind-the-enemy-lines.com)" [ref=e556]':
                 - generic [ref=e557]:
-                  - link "Unix v4 (1973) – Live Terminal" [ref=e558] [cursor=pointer]:
-                    - /url: https://unixv4.dev/
+                  - 'link "Fighting Fire with Fire: Scalable Oral Exams" [ref=e558] [cursor=pointer]':
+                    - /url: https://www.behind-the-enemy-lines.com/2025/12/fighting-fire-with-fire-scalable-oral.html
                   - generic [ref=e559]:
                     - text: (
-                    - link "unixv4.dev" [ref=e560] [cursor=pointer]:
-                      - /url: from?site=unixv4.dev
+                    - link "behind-the-enemy-lines.com" [ref=e560] [cursor=pointer]:
+                      - /url: from?site=behind-the-enemy-lines.com
                     - text: )
-            - row "154 points by pjmlp 18 hours ago | hide | 76 comments" [ref=e561]:
+            - row "177 points by sethbannon 19 hours ago | hide | 232 comments" [ref=e561]:
               - cell [ref=e562]
-              - cell "154 points by pjmlp 18 hours ago | hide | 76 comments" [ref=e563]:
+              - cell "177 points by sethbannon 19 hours ago | hide | 232 comments" [ref=e563]:
                 - generic [ref=e564]:
-                  - text: 154 points by
-                  - link "pjmlp" [ref=e565] [cursor=pointer]:
-                    - /url: user?id=pjmlp
-                  - generic "2026-01-02T19:18:36 1767381516" [ref=e566]:
-                    - link "18 hours ago" [ref=e567] [cursor=pointer]:
-                      - /url: item?id=46468283
+                  - text: 177 points by
+                  - link "sethbannon" [ref=e565] [cursor=pointer]:
+                    - /url: user?id=sethbannon
+                  - generic "2026-01-02T18:18:47 1767377927" [ref=e566]:
+                    - link "19 hours ago" [ref=e567] [cursor=pointer]:
+                      - /url: item?id=46467677
                   - text: "|"
                   - link "hide" [ref=e568] [cursor=pointer]:
-                    - /url: hide?id=46468283&goto=news
+                    - /url: hide?id=46467677&goto=news
                   - text: "|"
-                  - link "76 comments" [ref=e569] [cursor=pointer]:
-                    - /url: item?id=46468283
+                  - link "232 comments" [ref=e569] [cursor=pointer]:
+                    - /url: item?id=46467677
             - row [ref=e570]
-            - 'row "27. upvote Fighting Fire with Fire: Scalable Oral Exams (behind-the-enemy-lines.com)" [ref=e571]':
+            - row "27. upvote Accounting for Computer Scientists (2011) (kleppmann.com)" [ref=e571]:
               - cell "27." [ref=e572]
               - cell "upvote" [ref=e573]:
                 - link "upvote" [ref=e575] [cursor=pointer]:
-                  - /url: vote?id=46467677&how=up&goto=news
+                  - /url: vote?id=46467651&how=up&goto=news
                   - generic "upvote" [ref=e576]
-              - 'cell "Fighting Fire with Fire: Scalable Oral Exams (behind-the-enemy-lines.com)" [ref=e577]':
+              - cell "Accounting for Computer Scientists (2011) (kleppmann.com)" [ref=e577]:
                 - generic [ref=e578]:
-                  - 'link "Fighting Fire with Fire: Scalable Oral Exams" [ref=e579] [cursor=pointer]':
-                    - /url: https://www.behind-the-enemy-lines.com/2025/12/fighting-fire-with-fire-scalable-oral.html
+                  - link "Accounting for Computer Scientists (2011)" [ref=e579] [cursor=pointer]:
+                    - /url: https://martin.kleppmann.com/2011/03/07/accounting-for-computer-scientists.html
                   - generic [ref=e580]:
                     - text: (
-                    - link "behind-the-enemy-lines.com" [ref=e581] [cursor=pointer]:
-                      - /url: from?site=behind-the-enemy-lines.com
+                    - link "kleppmann.com" [ref=e581] [cursor=pointer]:
+                      - /url: from?site=kleppmann.com
                     - text: )
-            - row "176 points by sethbannon 19 hours ago | hide | 232 comments" [ref=e582]:
+            - row "128 points by tosh 19 hours ago | hide | 49 comments" [ref=e582]:
               - cell [ref=e583]
-              - cell "176 points by sethbannon 19 hours ago | hide | 232 comments" [ref=e584]:
+              - cell "128 points by tosh 19 hours ago | hide | 49 comments" [ref=e584]:
                 - generic [ref=e585]:
-                  - text: 176 points by
-                  - link "sethbannon" [ref=e586] [cursor=pointer]:
-                    - /url: user?id=sethbannon
-                  - generic "2026-01-02T18:18:47 1767377927" [ref=e587]:
+                  - text: 128 points by
+                  - link "tosh" [ref=e586] [cursor=pointer]:
+                    - /url: user?id=tosh
+                  - generic "2026-01-02T18:16:07 1767377767" [ref=e587]:
                     - link "19 hours ago" [ref=e588] [cursor=pointer]:
-                      - /url: item?id=46467677
+                      - /url: item?id=46467651
                   - text: "|"
                   - link "hide" [ref=e589] [cursor=pointer]:
-                    - /url: hide?id=46467677&goto=news
+                    - /url: hide?id=46467651&goto=news
                   - text: "|"
-                  - link "232 comments" [ref=e590] [cursor=pointer]:
-                    - /url: item?id=46467677
+                  - link "49 comments" [ref=e590] [cursor=pointer]:
+                    - /url: item?id=46467651
             - row [ref=e591]
             - 'row "28. upvote Ask HN: Who wants to be hired? (January 2026)" [ref=e592]':
               - cell "28." [ref=e593]
@@ -899,9 +899,9 @@
               - 'cell "Ask HN: Who wants to be hired? (January 2026)" [ref=e598]':
                 - 'link "Ask HN: Who wants to be hired? (January 2026)" [ref=e600] [cursor=pointer]':
                   - /url: item?id=46466073
-            - row "124 points by whoishiring 22 hours ago | hide | 230 comments" [ref=e601]:
+            - row "124 points by whoishiring 22 hours ago | hide | 231 comments" [ref=e601]:
               - cell [ref=e602]
-              - cell "124 points by whoishiring 22 hours ago | hide | 230 comments" [ref=e603]:
+              - cell "124 points by whoishiring 22 hours ago | hide | 231 comments" [ref=e603]:
                 - generic [ref=e604]:
                   - text: 124 points by
                   - link "whoishiring" [ref=e605] [cursor=pointer]:
@@ -913,40 +913,40 @@
                   - link "hide" [ref=e608] [cursor=pointer]:
                     - /url: hide?id=46466073&goto=news
                   - text: "|"
-                  - link "230 comments" [ref=e609] [cursor=pointer]:
+                  - link "231 comments" [ref=e609] [cursor=pointer]:
                     - /url: item?id=46466073
             - row [ref=e610]
-            - row "29. upvote Accounting for Computer Scientists (2011) (kleppmann.com)" [ref=e611]:
+            - row "29. upvote The rsync algorithm (1996) [pdf] (cmu.edu)" [ref=e611]:
               - cell "29." [ref=e612]
               - cell "upvote" [ref=e613]:
                 - link "upvote" [ref=e615] [cursor=pointer]:
-                  - /url: vote?id=46467651&how=up&goto=news
+                  - /url: vote?id=46466734&how=up&goto=news
                   - generic "upvote" [ref=e616]
-              - cell "Accounting for Computer Scientists (2011) (kleppmann.com)" [ref=e617]:
+              - cell "The rsync algorithm (1996) [pdf] (cmu.edu)" [ref=e617]:
                 - generic [ref=e618]:
-                  - link "Accounting for Computer Scientists (2011)" [ref=e619] [cursor=pointer]:
-                    - /url: https://martin.kleppmann.com/2011/03/07/accounting-for-computer-scientists.html
+                  - link "The rsync algorithm (1996) [pdf]" [ref=e619] [cursor=pointer]:
+                    - /url: https://www.andrew.cmu.edu/course/15-749/READINGS/required/cas/tridgell96.pdf
                   - generic [ref=e620]:
                     - text: (
-                    - link "kleppmann.com" [ref=e621] [cursor=pointer]:
-                      - /url: from?site=kleppmann.com
+                    - link "cmu.edu" [ref=e621] [cursor=pointer]:
+                      - /url: from?site=cmu.edu
                     - text: )
-            - row "127 points by tosh 18 hours ago | hide | 49 comments" [ref=e622]:
+            - row "160 points by vortex_ape 21 hours ago | hide | 23 comments" [ref=e622]:
               - cell [ref=e623]
-              - cell "127 points by tosh 18 hours ago | hide | 49 comments" [ref=e624]:
+              - cell "160 points by vortex_ape 21 hours ago | hide | 23 comments" [ref=e624]:
                 - generic [ref=e625]:
-                  - text: 127 points by
-                  - link "tosh" [ref=e626] [cursor=pointer]:
-                    - /url: user?id=tosh
-                  - generic "2026-01-02T18:16:07 1767377767" [ref=e627]:
-                    - link "18 hours ago" [ref=e628] [cursor=pointer]:
-                      - /url: item?id=46467651
+                  - text: 160 points by
+                  - link "vortex_ape" [ref=e626] [cursor=pointer]:
+                    - /url: user?id=vortex_ape
+                  - generic "2026-01-02T16:56:19 1767372979" [ref=e627]:
+                    - link "21 hours ago" [ref=e628] [cursor=pointer]:
+                      - /url: item?id=46466734
                   - text: "|"
                   - link "hide" [ref=e629] [cursor=pointer]:
-                    - /url: hide?id=46467651&goto=news
+                    - /url: hide?id=46466734&goto=news
                   - text: "|"
-                  - link "49 comments" [ref=e630] [cursor=pointer]:
-                    - /url: item?id=46467651
+                  - link "23 comments" [ref=e630] [cursor=pointer]:
+                    - /url: item?id=46466734
             - row [ref=e631]
             - row "30. upvote Einstein Probe detects an X-ray flare from nearby star (phys.org)" [ref=e632]:
               - cell "30." [ref=e633]
diff --git a/playwriter/src/assets/aria-labels-hacker-news.png b/playwriter/src/assets/aria-labels-hacker-news.png
index 7fa9c8f..2a1dbe1 100644
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