diff --git a/src/components/blog/blogpostsDetails.json b/src/components/blog/blogpostsDetails.json
index 55efb8954..9a4df99fb 100644
--- a/src/components/blog/blogpostsDetails.json
+++ b/src/components/blog/blogpostsDetails.json
@@ -14,7 +14,7 @@
   {
     "url": "https://blog.jupyter.org/interactive-mapping-with-ipyopenlayers-2b8bc93bb6c4",
     "title": "Interactive Mapping with ipyopenlayers",
-    "image": "/img/blogposts/IPyopenlayers.png",
+    "image": "/img/blogposts/Interactive-Mapping-with-ipyopenlayers.png",
     "summary": " In this article, we present the main features of ipyopenlayers and demonstrate how this library can transform your geospatial data into dynamic, interactive visualizations.",
     "date": "September 6, 2024",
     "authors": "Nour Cheour",
diff --git a/src/components/home/ProjectsOverview/descriptions/Computing.md b/src/components/home/ProjectsOverview/descriptions/Computing.md
index d61aab1df..a5d453c99 100644
--- a/src/components/home/ProjectsOverview/descriptions/Computing.md
+++ b/src/components/home/ProjectsOverview/descriptions/Computing.md
@@ -1,5 +1,5 @@
-QuantStack is the main organization supporting the development of several C++ scientific computing packages such as
+QuantStack is the main organization supporting the development of several C++ scientific computing packages such as:
 
-Xsimd, a unified API for SIMD operations, used by projects such as Apache Arrow, Firefox, Krita,  Pythran, and naturally, xtensor.
+- Xsimd, a unified API for SIMD operations, used by projects such as Apache Arrow, Firefox, Krita,  Pythran, and naturally, xtensor.
 
-Xtensor, a  multi-dimensional array library in C++, supporting NumPy-style API and features, such as universal functions and broadcasting, while being lazy-evaluated. Language bindings for Python, R, and Julia are also available.
\ No newline at end of file
+- Xtensor, a  multi-dimensional array library in C++, supporting NumPy-style API and features, such as universal functions and broadcasting, while being lazy-evaluated. Language bindings for Python, R, and Julia are also available.
\ No newline at end of file
diff --git a/src/components/home/ProjectsOverview/styles.module.css b/src/components/home/ProjectsOverview/styles.module.css
index 305c9a6eb..3beb16147 100644
--- a/src/components/home/ProjectsOverview/styles.module.css
+++ b/src/components/home/ProjectsOverview/styles.module.css
@@ -4,10 +4,6 @@
   }
 }
 
-.project_desktop {
-  margin-bottom: var(--ifm-spacing-3xl);
-}
-
 .h2_custom {
   color: var(--ifm-color-blue-jupyter);
 }
@@ -16,7 +12,6 @@
   padding: var(--ifm-spacing-4xl) var(--ifm-spacing-3xl);
 }
 
-
 .project_yellow {
   background-color: var(--ifm-color-primary-p1);
 }
diff --git a/src/components/home/WhatWeDo/Topics.tsx b/src/components/home/WhatWeDo/Topics.tsx
index 4c1e8e8a4..16478e2c0 100644
--- a/src/components/home/WhatWeDo/Topics.tsx
+++ b/src/components/home/WhatWeDo/Topics.tsx
@@ -13,12 +13,10 @@ export function Topics() {
         <ul className="row flex-full-centered">
           {topicsDetails.map((topics, index) => (
             <li className="cards-list" key={index}>
-              <div className="col flex-full-centered">
-                <TopicsCard
-                  topics={topics}
-                  TopicsDescriptionMD={TopicsDescriptions[index]}
-                />
-              </div>
+              <TopicsCard
+                topics={topics}
+                TopicsDescriptionMD={TopicsDescriptions[index]}
+              />
             </li>
           ))}
         </ul>
diff --git a/src/components/home/WhatWeDo/index.tsx b/src/components/home/WhatWeDo/index.tsx
index 29a1e1db6..c1b9e02e9 100644
--- a/src/components/home/WhatWeDo/index.tsx
+++ b/src/components/home/WhatWeDo/index.tsx
@@ -5,29 +5,20 @@ import LinkToProjects from "../LinkToProjects";
 
 export function WhatWeDo() {
   return (
-    <div className={"container" + " " + styles.whatwedo_container}>
-      <div className="row">
-        <div className="col flex-full-centered">
-          <div className={styles.services_link_mobile}>
-            <LinkToServices label={"DISCOVER OUR SERVICES"} />
-          </div>
+    <div className={"container" + styles.whatwedo_container}>
+      <div className="row flex-full-centered">
+        <div className={styles.services_link_mobile}>
+          <LinkToServices label={"DISCOVER OUR SERVICES"} />
         </div>
       </div>
-      <div className="row">
-        <div className="col flex-full-centered">
-          <h1 className={styles.header}> What we do </h1>
-        </div>
+      <div className={"row flex-full-centered"}>
+        <h1 className={styles.header}> What we do </h1>
+        <Topics />
       </div>
-      <div className="row">
-        <div className="col flex-full-centered">
-          <Topics />
-        </div>
-      </div>
-      <div className="row">
-        <div className="col flex-full-centered">
-          <div className={styles.projects_link}>
-            <LinkToProjects label={"DISCOVER ALL OF OUR PROJECTS"} />
-          </div>
+      <div className="row flex-full-centered">
+        <div className={styles.projects_link}>
+          <LinkToProjects label={"DISCOVER ALL OF OUR PROJECTS"} />
+
           <div className={styles.services_link_desktop}>
             <LinkToServices label={"DISCOVER OUR SERVICES"} />
           </div>
diff --git a/src/components/home/WhatWeDo/styles.module.css b/src/components/home/WhatWeDo/styles.module.css
index 23ad23366..228d2cdb4 100644
--- a/src/components/home/WhatWeDo/styles.module.css
+++ b/src/components/home/WhatWeDo/styles.module.css
@@ -18,7 +18,6 @@ div .topics_header {
     display: none;
   }
 
-
   .whatwedo_container {
     /*background-color: var(--ifm-color-primary-p1);*/
     padding: 0;
@@ -26,13 +25,14 @@ div .topics_header {
   }
 
   .topics_card {
-    width: 100%;
-    padding: var(--ifm-spacing-lg) var(--ifm-spacing-lg);
+    width: 80%;
     text-align: justify;
+    background-color: var(--ifm-color-primary-p0);
+    margin: var(--ifm-spacing-lg) auto var(--ifm-spacing-lg) auto ;
   }
 
   .topics_card .p {
-    padding: var(--ifm-spacing-lg) var(--ifm-spacing-lg);
+    padding: var(--ifm-spacing-xs) var(--ifm-spacing-xs);
   }
 
 
diff --git a/src/components/home/styles.module.css b/src/components/home/styles.module.css
index 0021a9d68..54c987305 100644
--- a/src/components/home/styles.module.css
+++ b/src/components/home/styles.module.css
@@ -15,7 +15,6 @@
     font-weight: 700;
   }
 
-
   .link_to_about_us {
     background-color: var(--ifm-color-primary-p1);
     color: var(--ifm-text-color-on-primary-p1);
diff --git a/src/components/projects/descriptions/ApacheArrow.md b/src/components/projects/descriptions/ApacheArrow.md
index 9f9361654..58e149a59 100644
--- a/src/components/projects/descriptions/ApacheArrow.md
+++ b/src/components/projects/descriptions/ApacheArrow.md
@@ -1,3 +1,3 @@
 The QuantStack team comprises key maintainers of the Apache Arrow project. The Apache Arrow team at QuantStack provides commercial support and custom development services in the Apache Arrow ecosystem.
 
-Check out our recent <a>announcement</a> on the launch of the Apache Arrow team at QuantStack.
+Check out our recent [announcement](https://medium.com/@QuantStack/quantstack-steps-up-to-support-apache-arrow-with-new-dedicated-team-9ddc952f20e2) on the launch of the Apache Arrow team at QuantStack.
diff --git a/src/css/custom.css b/src/css/custom.css
index 52f560614..c062b2bb8 100644
--- a/src/css/custom.css
+++ b/src/css/custom.css
@@ -92,7 +92,7 @@
 
 ul {
   padding-left: 0;
-  margin-left:0;
+  margin-left: 0;
 }
 
 .container {
@@ -183,6 +183,9 @@ ul {
   .row-with-margins {
     margin: var(--ifm-spacing-xl) 0;
   }
+  .col {
+    padding: 0;
+  }
 
   h1 {
     color: var(--ifm-text-color-main-title);
@@ -212,7 +215,7 @@ ul {
     line-height: 150%;
     line-height: 20px;
     letter-spacing: 0.25px;
-    padding: 0 var(--ifm-spacing-lg) 
+    padding: 0 var(--ifm-spacing-lg);
   }
 
   li {
@@ -298,7 +301,6 @@ ul {
     margin: var(--ifm-spacing-2xl) 0;
   }
 
-  
   h1 {
     color: var(--ifm-color-primary-p2);
     font-family: var(--ifm-font-family-bebas-neue);
@@ -638,13 +640,18 @@ a.menu__link:active {
 
 .cards-list {
   list-style-type: none;
-  padding: none;
-  margin-left: 0;
+  padding: 0;
+  margin: 0;
+}
+
+ul.row {
+  margin: 0;
+  padding: 0;
 }
 
 .projects-list {
   list-style-type: none;
   padding: none;
-  margin-left:0;
+  margin-left: 0;
   width: 100%;
-}
\ No newline at end of file
+}
diff --git a/static/img/blogposts/IPyopenlayers.png b/static/img/blogposts/Interactive-Mapping-with-ipyopenlayers.png
similarity index 100%
rename from static/img/blogposts/IPyopenlayers.png
rename to static/img/blogposts/Interactive-Mapping-with-ipyopenlayers.png