diff --git a/docs/.vitepress/theme/assets/css/tailwind.css b/docs/.vitepress/theme/assets/css/tailwind.css
index bc13de33..b41567cf 100644
--- a/docs/.vitepress/theme/assets/css/tailwind.css
+++ b/docs/.vitepress/theme/assets/css/tailwind.css
@@ -94,14 +94,13 @@
 
     /* Fonts/Mobile/H4 */
     font-size: 24px;
-    font-weight: 275;
+    font-weight: 200;
     line-height: 30px; /* 125% */
     letter-spacing: -0.6px;
 
     @media screen(md) {
       /* Fonts/Tablet/H4 */
       font-size: 28px;
-      font-weight: 275;
       line-height: 34px; /* 121.429% */
       letter-spacing: -0.6px;
     }
@@ -109,7 +108,6 @@
     @media screen(xl) {
       /* Fonts/Desktop/H4 */
       font-size: 32px;
-      font-weight: 275;
       line-height: 48px; /* 150% */
       letter-spacing: -0.6px;
     }
@@ -206,6 +204,12 @@
     border: 2px solid var(--color-cornflower);
   }
 
+  .kit-button.kit-button-salmon {
+    @apply text-salmon;
+    @apply hocus:text-white hocus:bg-salmon;
+    border: 2px solid var(--color-salmon);
+  }
+
   .kit-cards {
     @apply grid grid-cols-1 md:grid-cols-3 gap-2;
 
diff --git a/docs/.vitepress/theme/components/Blog.vue b/docs/.vitepress/theme/components/Blog.vue
index d3770f6b..1e6184d0 100644
--- a/docs/.vitepress/theme/components/Blog.vue
+++ b/docs/.vitepress/theme/components/Blog.vue
@@ -54,7 +54,7 @@ const filteredPostsByTag = computed(() => {
   })
 })
 
-const getColorForTag = (tag) => {
+const getColorForTag = (tag: string) => {
   return tagsColorsMap[
     tagsByIndex[tag] % tagsColorsMap.length
   ]
@@ -85,10 +85,10 @@ watchEffect(() => {
       <li v-for="tag in allTags" :key="tag">
         <button
           class="tag"
-          :class="[
-            getColorForTag(tag).normal,
-            { [getColorForTag(tag).selected]: selectedTag === tag }
-          ]"
+          :class="{
+            [getColorForTag(tag).normal]: selectedTag !== tag,
+            [getColorForTag(tag).selected]: selectedTag === tag
+          }"
           @click="filterByTag(tag)">
           {{ tag }}
         </button>
diff --git a/docs/.vitepress/theme/components/Footer.vue b/docs/.vitepress/theme/components/Footer.vue
index 58f09b9d..fd8d6648 100644
--- a/docs/.vitepress/theme/components/Footer.vue
+++ b/docs/.vitepress/theme/components/Footer.vue
@@ -19,13 +19,15 @@ const year = (new Date()).getFullYear()
 
     <div class="flex items-center p2 gap-4">
       <strong aria-label="made with love by Jozu">Made with <span class="text-red-500 text-2xl">♥️</span> by</strong>
-      <svg xmlns="http://www.w3.org/2000/svg" width="48" height="48" viewBox="0 0 48 48" fill="none" title="Jozu">
-        <path d="M4.5 5.29955L23.885 0L43.27 5.29955V48C43.27 48 32.924 42.7004 23.885 42.7004C14.846 42.7004 4.5 48 4.5 48V5.29955Z" fill="white"/>
-        <path d="M15.1993 21.6987C13.7519 21.6987 12.6008 21.3457 11.7462 20.6397C10.8915 19.9337 10.3194 18.9923 10.03 17.8156L13.0282 16.7151C13.1109 17.1027 13.2349 17.4834 13.4004 17.8572C13.5796 18.2171 13.8139 18.5147 14.1034 18.7501C14.4067 18.9854 14.772 19.1031 15.1993 19.1031C15.8885 19.1031 16.4124 18.8885 16.7708 18.4594C17.143 18.0164 17.3291 17.2411 17.3291 16.1337V7.57852H20.5961V16.1337C20.5961 17.8641 20.1343 19.2277 19.2107 20.2244C18.3009 21.2073 16.9638 21.6987 15.1993 21.6987Z" fill="black"/>
-        <path d="M30.5422 21.7153C29.1361 21.7153 27.8955 21.4177 26.8203 20.8224C25.745 20.2272 24.9042 19.3897 24.2976 18.3099C23.6911 17.2301 23.3878 15.9704 23.3878 14.5307C23.3878 13.091 23.6911 11.8312 24.2976 10.7514C24.9042 9.67166 25.745 8.83414 26.8203 8.23888C27.8955 7.64361 29.1361 7.34598 30.5422 7.34598C31.962 7.34598 33.2096 7.64361 34.2848 8.23888C35.36 8.83414 36.2009 9.67166 36.8074 10.7514C37.4277 11.8312 37.7379 13.091 37.7379 14.5307C37.7379 15.9704 37.4277 17.2301 36.8074 18.3099C36.2009 19.3897 35.36 20.2272 34.2848 20.8224C33.2096 21.4177 31.962 21.7153 30.5422 21.7153ZM30.5422 19.0159C31.2176 19.0159 31.838 18.8498 32.4031 18.5175C32.9683 18.1714 33.4163 17.6662 33.7472 17.0017C34.0918 16.3372 34.2641 15.5135 34.2641 14.5307C34.2641 13.5478 34.0918 12.7241 33.7472 12.0596C33.4163 11.3951 32.9683 10.8968 32.4031 10.5646C31.838 10.2185 31.2176 10.0454 30.5422 10.0454C29.8805 10.0454 29.2671 10.2185 28.7019 10.5646C28.1367 10.8968 27.6818 11.3951 27.3372 12.0596C27.0063 12.7241 26.8409 13.5478 26.8409 14.5307C26.8409 15.5135 27.0063 16.3372 27.3372 17.0017C27.6818 17.6662 28.1367 18.1714 28.7019 18.5175C29.2671 18.8498 29.8805 19.0159 30.5422 19.0159Z" fill="black"/>
-        <path d="M10.4857 38.4132V35.9007L17.454 27.4286H10.7959V24.5422H21.6929V27.0548L14.7866 35.5269H22.003V38.4132H10.4857Z" fill="black"/>
-        <path d="M30.5157 38.6344C28.3515 38.6344 26.8145 38.1153 25.9047 37.0771C25.0087 36.0388 24.5607 34.4538 24.5607 32.3219V24.5143H27.8277V32.5918C27.8277 33.2702 27.8897 33.8654 28.0138 34.3776C28.1516 34.876 28.4135 35.2636 28.7995 35.5405C29.1855 35.8173 29.7576 35.9558 30.5157 35.9558C31.2739 35.9558 31.8391 35.8173 32.2113 35.5405C32.5973 35.2636 32.8523 34.876 32.9763 34.3776C33.1142 33.8654 33.1831 33.2702 33.1831 32.5918V24.5143H36.4501V32.3219C36.4501 34.4538 35.9952 36.0388 35.0854 37.0771C34.1756 38.1153 32.6524 38.6344 30.5157 38.6344Z" fill="black"/>
-      </svg>
+      <a href="https://jozu.com">
+        <svg xmlns="http://www.w3.org/2000/svg" width="48" height="48" viewBox="0 0 48 48" fill="none" title="Jozu">
+          <path d="M4.5 5.29955L23.885 0L43.27 5.29955V48C43.27 48 32.924 42.7004 23.885 42.7004C14.846 42.7004 4.5 48 4.5 48V5.29955Z" fill="white"/>
+          <path d="M15.1993 21.6987C13.7519 21.6987 12.6008 21.3457 11.7462 20.6397C10.8915 19.9337 10.3194 18.9923 10.03 17.8156L13.0282 16.7151C13.1109 17.1027 13.2349 17.4834 13.4004 17.8572C13.5796 18.2171 13.8139 18.5147 14.1034 18.7501C14.4067 18.9854 14.772 19.1031 15.1993 19.1031C15.8885 19.1031 16.4124 18.8885 16.7708 18.4594C17.143 18.0164 17.3291 17.2411 17.3291 16.1337V7.57852H20.5961V16.1337C20.5961 17.8641 20.1343 19.2277 19.2107 20.2244C18.3009 21.2073 16.9638 21.6987 15.1993 21.6987Z" fill="black"/>
+          <path d="M30.5422 21.7153C29.1361 21.7153 27.8955 21.4177 26.8203 20.8224C25.745 20.2272 24.9042 19.3897 24.2976 18.3099C23.6911 17.2301 23.3878 15.9704 23.3878 14.5307C23.3878 13.091 23.6911 11.8312 24.2976 10.7514C24.9042 9.67166 25.745 8.83414 26.8203 8.23888C27.8955 7.64361 29.1361 7.34598 30.5422 7.34598C31.962 7.34598 33.2096 7.64361 34.2848 8.23888C35.36 8.83414 36.2009 9.67166 36.8074 10.7514C37.4277 11.8312 37.7379 13.091 37.7379 14.5307C37.7379 15.9704 37.4277 17.2301 36.8074 18.3099C36.2009 19.3897 35.36 20.2272 34.2848 20.8224C33.2096 21.4177 31.962 21.7153 30.5422 21.7153ZM30.5422 19.0159C31.2176 19.0159 31.838 18.8498 32.4031 18.5175C32.9683 18.1714 33.4163 17.6662 33.7472 17.0017C34.0918 16.3372 34.2641 15.5135 34.2641 14.5307C34.2641 13.5478 34.0918 12.7241 33.7472 12.0596C33.4163 11.3951 32.9683 10.8968 32.4031 10.5646C31.838 10.2185 31.2176 10.0454 30.5422 10.0454C29.8805 10.0454 29.2671 10.2185 28.7019 10.5646C28.1367 10.8968 27.6818 11.3951 27.3372 12.0596C27.0063 12.7241 26.8409 13.5478 26.8409 14.5307C26.8409 15.5135 27.0063 16.3372 27.3372 17.0017C27.6818 17.6662 28.1367 18.1714 28.7019 18.5175C29.2671 18.8498 29.8805 19.0159 30.5422 19.0159Z" fill="black"/>
+          <path d="M10.4857 38.4132V35.9007L17.454 27.4286H10.7959V24.5422H21.6929V27.0548L14.7866 35.5269H22.003V38.4132H10.4857Z" fill="black"/>
+          <path d="M30.5157 38.6344C28.3515 38.6344 26.8145 38.1153 25.9047 37.0771C25.0087 36.0388 24.5607 34.4538 24.5607 32.3219V24.5143H27.8277V32.5918C27.8277 33.2702 27.8897 33.8654 28.0138 34.3776C28.1516 34.876 28.4135 35.2636 28.7995 35.5405C29.1855 35.8173 29.7576 35.9558 30.5157 35.9558C31.2739 35.9558 31.8391 35.8173 32.2113 35.5405C32.5973 35.2636 32.8523 34.876 32.9763 34.3776C33.1142 33.8654 33.1831 33.2702 33.1831 32.5918V24.5143H36.4501V32.3219C36.4501 34.4538 35.9952 36.0388 35.0854 37.0771C34.1756 38.1153 32.6524 38.6344 30.5157 38.6344Z" fill="black"/>
+        </svg>
+      </a>
     </div>
   </div>
 
@@ -41,16 +43,9 @@ const year = (new Date()).getFullYear()
 
   <div class="text-center space-y-6 text-sm font-bold">
     <ul class="flex items-center gap-14 justify-center">
-      <li>
-        <a href="https://www.linkedin.com/company/jozu-saas/about/" rel="noopener noreferrer" target="_blank" class="inline-flex items-center gap-2 text-white font-bold justify-center">
-          Follow us
-          <svg xmlns="http://www.w3.org/2000/svg" width="31" height="30" viewBox="0 0 31 30" fill="none">
-            <path d="M24.5 4H6.5C5.395 4 4.5 4.895 4.5 6V24C4.5 25.105 5.395 26 6.5 26H24.5C25.605 26 26.5 25.105 26.5 24V6C26.5 4.895 25.605 4 24.5 4ZM11.454 22H8.504V12.508H11.454V22ZM9.949 11.151C8.998 11.151 8.229 10.38 8.229 9.431C8.229 8.482 8.999 7.712 9.949 7.712C10.897 7.712 11.668 8.483 11.668 9.431C11.668 10.38 10.897 11.151 9.949 11.151ZM22.504 22H19.556V17.384C19.556 16.283 19.536 14.867 18.023 14.867C16.488 14.867 16.252 16.066 16.252 17.304V22H13.304V12.508H16.134V13.805H16.174C16.568 13.059 17.53 12.272 18.965 12.272C21.952 12.272 22.504 14.238 22.504 16.794V22Z" fill="white"/>
-          </svg>
-        </a>
-      </li>
       <li>
         <a href="https://discord.gg/XzSmtPn3">
+          <span class="sr-only">discord</span>
           <svg xmlns="http://www.w3.org/2000/svg" width="25" height="18" fill="none">
             <path fill="#ECECEC" d="M20.83 1.507A20.002 20.002 0 0 0 15.88 0c-.234.414-.446.84-.634 1.276a18.631 18.631 0 0 0-5.495 0C9.56.84 9.35.414 9.115 0A20.143 20.143 0 0 0 4.16 1.511C1.027 6.1.177 10.573.602 14.983A20.04 20.04 0 0 0 6.675 18a14.49 14.49 0 0 0 1.3-2.075 12.98 12.98 0 0 1-2.048-.968c.172-.123.34-.25.502-.374a14.39 14.39 0 0 0 12.142 0c.164.133.332.26.502.374-.654.382-1.34.707-2.052.97.373.726.808 1.42 1.3 2.073a19.952 19.952 0 0 0 6.077-3.015c.498-5.115-.851-9.547-3.568-13.478ZM8.513 12.271c-1.183 0-2.161-1.063-2.161-2.37 0-1.308.944-2.38 2.157-2.38 1.214 0 2.184 1.072 2.164 2.38-.021 1.307-.954 2.37-2.16 2.37Zm7.974 0c-1.186 0-2.16-1.063-2.16-2.37 0-1.308.944-2.38 2.16-2.38 1.215 0 2.178 1.072 2.157 2.38-.02 1.307-.951 2.37-2.157 2.37Z"/>
           </svg>
@@ -58,7 +53,8 @@ const year = (new Date()).getFullYear()
       </li>
       <li>
         <a href="">
-          <svg xmlns="http://www.w3.org/2000/svg" width="25" height="24" fill="none">
+          <span class="sr-only">github</span>
+          <svg xmlns="http://www.w3.org/2000/svg" width="25" height="24" fill="none" title="">
             <path fill="#ECECEC" fill-rule="evenodd" d="M12.464 0C5.848 0 .5 5.5.5 12.304c0 5.44 3.427 10.043 8.18 11.673.595.122.813-.265.813-.59 0-.286-.02-1.264-.02-2.282-3.328.733-4.02-1.467-4.02-1.467-.536-1.426-1.328-1.793-1.328-1.793-1.09-.753.08-.753.08-.753 1.207.081 1.841 1.263 1.841 1.263 1.07 1.873 2.793 1.344 3.487 1.018.099-.795.416-1.345.752-1.65-2.654-.285-5.447-1.345-5.447-6.07 0-1.345.475-2.445 1.228-3.3-.119-.306-.535-1.57.12-3.26 0 0 1.01-.326 3.287 1.263.975-.27 1.981-.407 2.991-.408 1.01 0 2.04.143 2.991.408 2.278-1.59 3.288-1.263 3.288-1.263.654 1.69.238 2.954.12 3.26.772.855 1.227 1.955 1.227 3.3 0 4.725-2.792 5.764-5.467 6.07.436.387.812 1.12.812 2.282 0 1.65-.02 2.974-.02 3.381 0 .326.219.713.813.591 4.754-1.63 8.18-6.234 8.18-11.673C24.429 5.5 19.06 0 12.465 0Z" clip-rule="evenodd"/>
           </svg>
         </a>
@@ -77,10 +73,7 @@ const year = (new Date()).getFullYear()
       <li><a href="https://jozu.com/acceptable-use" target="_blank">Acceptable use policy</a></li>
     </ul>
 
-    <ul class="font-normal flex flex-col gap-8 xl:gap-8 items-center justify-center text-off-white list-none">
-      <li>© {{ year }} All Rights Reserved. Jozu is a product owned by Akara Technologies, Inc.</li>
-      <li>This site conforms to <strong>Web Content Accessibility Guidelines 2.1</strong></li>
-    </ul>
+    <p class="font-normal text-off-white">This site conforms to <strong>Web Content Accessibility Guidelines 2.1</strong></p>
   </div>
 </footer>
 </template>
diff --git a/docs/.vitepress/theme/components/Home.vue b/docs/.vitepress/theme/components/Home.vue
index 9018850b..08873968 100644
--- a/docs/.vitepress/theme/components/Home.vue
+++ b/docs/.vitepress/theme/components/Home.vue
@@ -1,13 +1,16 @@
 <template>
-<div class="mt-32 md:mt-40 xl:mt-60 px-6 space-y-22 text-center">
-  <h1>Package, reproduce, and collaborate on your models</h1>
+<div class="mt-32 md:mt-40 xl:mt-60 px-6 text-center">
+  <p class="h4 !font-normal !text-off-white">Share and run your models anywhere</p>
+  <h1 class="mt-4">Bridge the gap between ML and Application teams</h1>
 
-  <a href="/docs/installation" class="kit-button">Install</a>
+  <a href="/docs/installation" class="kit-button mt-10 md:mt-14 xl:mt-22">Install</a>
 </div>
 
 <div class="mt-32 md:mt-40 xl:mt-60 px-6 text-center max-w-[1152px] mx-auto">
-  <h2>Kit lets You sHaRe And Run YouR Models anyWHeRe, just liKe Application code</h2>
-  <div class="p1 mt-8 mx-8">Data scientists and developers can leverage their preferred tools while Kit packages everything for safe and reliable collaboration.</div>
+  <h2>HoW does it WoRK<span class="font-heading font-extralight">?</span></h2>
+  <div class="p1 mt-8 mx-8">
+    Kit is an open source MLOps project that packages your model, datasets, code, and configuration so data scientists and developers can use their preferred tools while collaborating effortlessly.
+  </div>
 
   <img src="/images/cli-screenshot.png" class="mt-22 mx-auto w-[1050px]" alt="screenshot of the kit cli tool" />
 </div>
@@ -15,12 +18,11 @@
 <div class="mt-32 md:mt-40 xl:mt-60 px-6">
   <div class="kit-cards md:!grid-cols-2 w-fit mx-auto">
     <div class="kit-card max-w-[370px] flex flex-col">
-      <h3>Model Kit</h3>
+      <h3>ModelKit</h3>
 
-      <div class="flex-1">
-        <p class="p2 mt-8">
-          The ModelKit is an OCI compliant package that contains everything an SRE team would need to quickly and safely integrate or deploy an AI/ML model into production infrastructure. It tracks models, datasets, hyperparameters, input/output requirements, and validation criteria. ModelKits include everything ModelKits include everything your teams need in a modular and lightweight package to run locally or deploy to production.
-        </p>
+      <div class="flex-1 mt-8 space-y-4">
+        <p class="p2">The ModelKit is an OCI compliant package that contains everything needed to integrate with a model, or deploy it to production. </p>
+        <p class="p2">The ModelKit holds the serialized model, dataset, hyperparameters, input / output structure, and validation criteria. Kitfiles define a ModelKit in a modular and easy-to-understand way.</p>
       </div>
 
       <svg xmlns="http://www.w3.org/2000/svg" width="48" height="48" viewBox="0 0 48 48" fill="none" class="mt-10 md:mt-16 xl:mt-20">
@@ -30,9 +32,10 @@
     <div class="kit-card max-w-[370px] flex flex-col">
       <h3 class="!text-cornflower">Kit cli</h3>
 
-      <p class="p2 mt-8 flex-1">
-        Kit CLI is an open source command line interface (CLI) that performs actions on the packaged model. With Kit CLI, you can package everything your data science, application, and SRE teams need to integrate models and applications, push to or pull from a model registry, and run the model locally, in dev, staging, or production.
-      </p>
+      <div class="flex-1 mt-8 space-y-4">
+        <p class="p2">The Kit CLI is a command line interface (CLI) that performs actions on ModelKits.</p>
+        <p class="p2">You can: build and version ModelKits; push or pull them from a model registry; run them locally with a RESTful API we generate for your model automatically, and deploy them to staging or production.</p>
+      </div>
 
       <svg xmlns="http://www.w3.org/2000/svg" width="48" height="32" viewBox="0 0 48 32" fill="none" class="mt-10 md:mt-16 xl:mt-20">
         <path d="M36.1238 25.0052H54.7501" class="stroke-cornflower" stroke-width="6.7732" stroke-linecap="square" stroke-linejoin="round"/>
@@ -43,56 +46,62 @@
 </div>
 
 <div class="mt-32 md:mt-40 xl:mt-60 px-6" id="whykitops">
-  <h2 class="text-center">Why Kitops<span class="font-heading font-extralight">?</span></h2>
+  <h2 class="text-center">Why Kit<span class="font-heading font-extralight">?</span></h2>
 
   <div class="mt-10 md:mt-14 xl:mt-22 grid grid-cols-1 md:grid-cols-2 gap-4 md:gap-x-4 md:gap-y-[4.5rem] xl:gap-22 max-w-[47.5rem] mx-auto">
-    <h4>Handing off models</h4>
-    <div class="p2">
-      <p>Between ML scientists and software engineers is painful. Moving a model from a Jupyter notebook to a development server, then to Kubernetes or other production servers is difficult because each tool uses its own packaging mechanism for the model, and requires that engineers repackage the model based on where it came from, and the runtime target.</p>
-      <p>During these repackagings metadata that can help production operations teams understand the model’s readiness to deploy, the ideal configuration of the model, and deployed faster and safer, with a reduced chance of human error.</p>
-      <p>Kit was built to standardize the way we package, reproduce, deploy, and track an AI / ML model, its assets, and configuration so it can be run anywhere, just like application code. Kit solves two big problems:</p>
+    <div class="h4">Model handoffs are hard.</div>
+    <div class="p2 space-y-4">
+      <p>Moving a model from a Jupyter notebook to an ML tool or development server, then to a production server like Kubernetes is difficult because each tool uses its own packaging mechanism, and requires engineers to repackage the model multiple times. This slows down development and introduces risk.</p>
+      <p>Kit is an open source MLOps project built to standardize packaging, reproduction, deployment, and tracking of AI / ML models, so it can be run anywhere, just like application code.</p>
+      <p>Kit solves two big problems:</p>
     </div>
 
-    <h4 class="xs:mt-12">First, model traceability and reproducibility–</h4>
-    <div class="p2">
-      <p>Unlike Dockerfiles, Kitfiles let you package up models, datasets, in a modular package - pull just the model, or the model and dataset, or pull the whole thing with one simple command. </p>
-      <p>Storing ModelKits in your existing registry provides a history of meaningful state changes to the model so issues can be back-traced to where they were introduced for security and audit purposes.</p>
+    <div class="h4 xs:mt-12">Collaboration–</div>
+    <div class="p2 space-y-4">
+      <p>By building ModelKits on industry standards, anyone (not just data scientists) can participate in the model development lifecycle whether they’re integrating models with their application, experimenting with them locally, or deploying them to production.</p>
+      <p>ModelKits and Kitfiles work with the tools your team is already using, so you can use the same deployment pipelines and endpoints you’ve hardened with your application development process.</p>
     </div>
 
-    <h4 class="xs:mt-12">Second, collaboration–</h4>
-    <div class="p2">
-      <p>By building ModelKits on the OCI-standard, anyone (not just data scientists) can participate in the model development lifecycle whether they’re integrating it with their application, running it locally, or deploying it to production. </p>
-      <p>ModelKits and Kitfiles work with the tools your team is already using, allowing you to leverage the same deployment pipelines and endpoints you’ve proven in your application development process.</p>
+    <div class="h4 xs:mt-12">Model traceability and reproducibility–</div>
+    <div class="p2 space-y-4">
+      <p>Unlike Dockerfiles, Kitfiles are a modular package - pull just a part of the ModelKit, like the model or dataset, or pull the whole package with one simple command.</p>
+      <p>Storing ModelKits in your organization’s registry provides a history of meaningful state changes for auditing. ModelKits are immutable so are perfect for a secure bill-of-materials (SBOM) initiative.</p>
     </div>
   </div>
 </div>
 
 <div class="mt-32 md:mt-40 xl:mt-60 px-6" id="howdoesitwork">
-  <h2 class="text-center">HoW Does it WorK<span class="font-heading font-extralight">?</span></h2>
+  <h2 class="text-center">Get stArted</h2>
 
   <div class="kit-cards mt-22 min-h-[32.5rem]">
     <div class="kit-card flex flex-col">
-      <h4 class="!text-cornflower">1</h4>
+      <div class="h4 font-bold !text-cornflower">1</div>
       <div class="mt-8 flex flex-col flex-1 justify-between">
-        <p class="p2">Download and install the CLI.</p>
-        <a href="/docs/installation" class="kit-button kit-button-cornflower md:w-fit mt-6">INSTALL</a>
+        <p class="p2">Download and install Kit CLI.</p>
+        <a href="/docs/installation" class="kit-button kit-button-salmon md:w-fit mt-6">Install the CLI</a>
       </div>
     </div>
 
-    <div class="kit-card">
-      <h4 class="!text-cornflower">2</h4>
-      <p class="p2 mt-8">Create a simple configuration file that we call a Kitfile to tell about your model, dataset and code.</p>
+    <div class="kit-card flex flex-col">
+      <div class="h4 font-bold !text-cornflower">2</div>
+      <div class="mt-8 flex flex-col flex-1 justify-between">
+        <p class="p2">Create a simple manifest file called a Kitfile with your model, dataset and code. Then build and push the ModelKit to a registry for sharing.</p>
+        <a href="/docs/installation" class="kit-button kit-button-cornflower md:w-fit mt-6">LEARN MORE</a>
+      </div>
     </div>
 
-    <div class="kit-card">
-      <h4 class="!text-cornflower">3</h4>
-      <p class="p2 mt-8">When you’re ready to share your image, simply run a build and push command in the CLI.</p>
+    <div class="kit-card flex flex-col">
+      <div class="h4 font-bold !text-cornflower">3</div>
+      <div class="mt-8 flex flex-col flex-1 justify-between">
+        <p class="p2">Pull the ModelKit into your pipeline, or use kit dev to start working with the model.</p>
+        <a href="/docs/installation" class="kit-button md:w-fit mt-6">USE CASES</a>
+      </div>
     </div>
   </div>
 </div>
 
 <div class="mt-32 md:mt-40 xl:mt-60 px-6 text-center">
-  <h2>WhAt’s sUppoRted<span class="font-heading font-extralight">?</span></h2>
+  <h2>WhAt’s suppoRted<span class="font-heading font-extralight">?</span></h2>
   <p class="p1 mt-8">Kit was designed to work with the tools your team already uses.</p>
 
   <ul class="mt-22 flex flex-wrap md:flex-nowrap xs:gap-x-8 xs:gap-y-4 items-center justify-center md:justify-between">
@@ -115,14 +124,16 @@
       <img src="/images/logos/kubernetes.svg" alt="Kubernetes logo" class="opacity-65 hocus:opacity-100 h-12 xl:h-16">
     </li>
   </ul>
+
+  <button class="kit-button mt-22">SEE FULL LIST</button>
 </div>
 
 <div class="mt-32 md:mt-40 xl:mt-60 px-6">
   <h2 class="text-center">How to Get inVolVeD<span class="font-heading font-extralight">?</span></h2>
 
   <div class="space-y-6 w-fit mx-auto mt-22">
-    <a href="https://discord.gg/XzSmtPn3" class="border border-gray-02 p-8 md:px-14 md:py-10 flex justify-between gap-8 items-center hover:bg-gold group transition-colors">
-      <div class="p1 group-hover:text-night">Join the KitOps Discord</div>
+    <a href="https://discord.gg/XzSmtPn3" class="border border-gray-02 p-8 md:px-14 md:py-10 flex justify-between gap-8 items-center hover:border-gold transition-colors">
+      <div class="p1">Join the KitOps Discord</div>
 
       <svg xmlns="http://www.w3.org/2000/svg" width="43" height="32" viewBox="0 0 43 32" fill="none">
         <g clip-path="url(#clip0_8_909)">
@@ -136,16 +147,16 @@
       </svg>
     </a>
 
-    <a href="https://github.com/jozu-ai/kitops" class="border border-gray-02 p-8 md:px-14 md:py-10 flex justify-between gap-8 items-center hover:bg-gold group transition-colors">
-      <div class="p1 group-hover:text-night">Contribute to Kit</div>
+    <a href="https://github.com/jozu-ai/kitops" class="border border-gray-02 p-8 md:px-14 md:py-10 flex justify-between gap-8 items-center hover:border-gold transition-colors">
+      <div class="p1">Contribute to Kit</div>
 
       <svg xmlns="http://www.w3.org/2000/svg" width="48" height="48" viewBox="0 0 48 48" fill="none">
         <path d="M32.3432 21.9998L21.6152 11.2718L24.4436 8.44336L40 23.9998L24.4436 39.556L21.6152 36.7276L32.3432 25.9998H8V21.9998H32.3432Z" fill="#ECECEC"/>
       </svg>
     </a>
 
-    <a href="https://github.com/jozu-ai/kitops" class="border border-gray-02 p-8 md:px-14 md:py-10 flex justify-between gap-8 items-center hover:bg-gold group transition-colors">
-      <div class="p1 group-hover:text-night">Checkout our roadmap on GitHub</div>
+    <a href="https://github.com/jozu-ai/kitops" class="border border-gray-02 p-8 md:px-14 md:py-10 flex justify-between gap-8 items-center hover:border-gold transition-colors">
+      <div class="p1">Star the repo on GitHub</div>
 
       <svg xmlns="http://www.w3.org/2000/svg" width="48" height="48" viewBox="0 0 48 48" fill="none">
         <g clip-path="url(#clip0_79_2469)">