@@ -1,4 +1,19 @@
 [
+  {
+    "id": "is-the-latent-reasoning-entangled",
+    "title": "Is the latent reasoning entangled?",
+    "date": "2026-08-14",
+    "displayDate": "Aug 14, 2026",
+    "description": "Does the latent embedding entirely hold the puzzle logic?",
+    "readingMinutes": 16,
+    "url": "https://aiclubiitmadras.substack.com/p/is-the-latent-reasoning-entangled",
+    "image": "/images/latent-reasoning-entangled-cover.webp",
+    "status": "published",
+    "todo": [],
+    "wordCount": 3029,
+    "readingTimeSource": "Estimated at 200 words/minute from the public article body",
+    "descriptionSource": "https://aiclubiitmadras.substack.com/p/is-the-latent-reasoning-entangled"
+  },
   {
     "id": "from-random-actions-to-balance-building-a-reinforcement-learning-agent-for-the-cartpole-problem",
     "title": "From Random Actions to Balance: Building a Reinforcement Learning Agent for the CartPole Problem",
@@ -37,7 +52,7 @@
     "description": "Why outputs from techniques like LogitLens need a careful relook.",
     "readingMinutes": 19,
     "url": "https://open.substack.com/pub/aiclubiitmadras/p/through-the-lenses-a-circuit-odyssey?utm_campaign=post&utm_medium=web",
-    "image": "/images/KEs52pIR75yKVdCHjygc2CoxHLU.optimized.webp",
+    "image": "/images/through-the-lenses-cover.webp",
     "status": "published",
     "todo": [],
     "wordCount": 3635,
@@ -52,7 +67,7 @@
     "description": "Extracting truthful representations even when the model is trained to respond untruthfully.",
     "readingMinutes": 20,
     "url": "https://open.substack.com/pub/aiclubiitmadras/p/distilling-truth-from-falsehood?utm_campaign=post&utm_medium=web",
-    "image": "/images/UrMufDdQdOPAw0aNgwmJwaoMok.optimized.webp",
+    "image": "/images/distilling-truth-cover.webp",
     "status": "published",
     "todo": [],
     "wordCount": 3948,
 
@@ -3,7 +3,7 @@
   "shortName": "AI Club",
   "institution": "CFI · IIT Madras",
   "email": "aiclubcfi@smail.iitm.ac.in",
-  "logo": "/images/ai-club-logo.png",
+  "logo": "/images/ai-club-logo.svg",
   "introduction": "The AI Club, IITM is the center of the Student community at IIT Madras. We do rigorous AI Research and implementation, with the freedom of choosing ambitious problems to solve and rapidly iterating on various directions. Through workshops, sessions and hackathons, we foster a culture of hands-on learning. Our members represent IITM at top hackathons across the country and contribute to the AI Community through meaningful research and Open-source projects.",
   "blogIntroduction": "We explore the technology, science, and research behind Artificial Intelligence. Our goal is to break down complex ideas into clear, thoughtful insights that make AI easier to understand and discuss.",
   "copyright": "AI Club IITM",
 
@@ -25,7 +25,7 @@ const ogImage = new URL(localUrl("/images/og.png"), Astro.site);
     <meta name="description" content={description} />
     <meta name="theme-color" content="#000000" />
     <link rel="canonical" href={canonical} />
-    <link rel="icon" href={localUrl(site.logo)} type="image/png" />
+    <link rel="icon" href={localUrl(site.logo)} type="image/svg+xml" />
     <meta property="og:type" content="website" />
     <meta property="og:title" content={fullTitle} />
     <meta property="og:description" content={description} />
 
@@ -23,7 +23,7 @@ test("homepage content sorts newest published records first", async () => {
   assert.equal(events[0].id, "epoch-2");
   assert.equal(
     blogs[0].id,
-    "from-random-actions-to-balance-building-a-reinforcement-learning-agent-for-the-cartpole-problem",
+    "is-the-latent-reasoning-entangled",
   );
   assert.ok(
     events.every(
@@ -45,15 +45,15 @@ test("blog archives group records by descending year", async () => {
   );
   assert.equal(
     groups.reduce((total, group) => total + group.records.length, 0),
-    21,
+    22,
   );
 });
 
 test("every linked blog has sourced card copy and a body-based reading estimate", async () => {
   const blogs = await load("blogs");
   const linked = blogs.filter((blog) => blog.url);
 
-  assert.equal(linked.length, 21);
+  assert.equal(linked.length, 22);
   assert.ok(linked.every((blog) => blog.description?.trim()));
   assert.ok(linked.every((blog) => blog.descriptionSource === blog.url));
   assert.ok(linked.every((blog) => blog.wordCount > 0));