diff --git a/packages/omni/.gitignore b/packages/omni/.gitignore
index e0038ba..4f0e4a9 100644
--- a/packages/omni/.gitignore
+++ b/packages/omni/.gitignore
@@ -14,3 +14,6 @@ pnpm-debug.log*
 .DS_Store
 .vscode
 *.local
+examples/twitter/
+settings.local.json
+
diff --git a/packages/omni/deploy_omni.sh b/packages/omni/deploy_omni.sh
index c9942a5..61bba28 100755
--- a/packages/omni/deploy_omni.sh
+++ b/packages/omni/deploy_omni.sh
@@ -2,8 +2,11 @@
 
 set -eo pipefail
 
+TOOLBOX_DIR="${TOOLBOX_DIR:-/Users/koen/workspace/toolbox}"
 
-cd /Users/koen/workspace/toolbox/packages/omni
+echo "Deploying from $TOOLBOX_DIR/packages/omni to toolbox-prod"
+
+cd "$TOOLBOX_DIR/packages/omni"
 ssh toolbox-prod "rm -rf /home/azureuser/omni"
 zip -r - .  -x "**.venv/*" -x ".git/*" -x "data/*" -x "node_modules/*" | ssh toolbox-prod "cat > /home/azureuser/archive.zip && rm -rf /home/azureuser/omni && unzip /home/azureuser/archive.zip -d /home/azureuser/omni"
 
@@ -16,7 +19,8 @@ export PATH=/home/azureuser/.local/bin:/home/azureuser/.nvm/versions/node/v20.19
 cd /home/azureuser/omni
 uv venv
 source .venv/bin/activate
-uv pip install -e . || true
+# uv cache clean
+uv pip install --refresh --prerelease allow -e . || true
 npm install
 npm install -g serve
 "
@@ -41,6 +45,7 @@ export PATH=/home/azureuser/.local/bin:/home/azureuser/.nvm/versions/node/v20.19
 export VITE_API_BASE_URL=http://20.224.153.50:8000
 export USE_ANTHROPIC=True
 export ANTHROPIC_API_KEY=$ANTHROPIC_API_KEY
+export VITE_POSTHOG_API_KEY=$POSTHOG_API_KEY
 
 cd /home/azureuser/omni
 source .venv/bin/activate
diff --git a/packages/omni/examples/twitter_account_exists.py b/packages/omni/examples/twitter_account_exists.py
index b767820..4a26de4 100644
--- a/packages/omni/examples/twitter_account_exists.py
+++ b/packages/omni/examples/twitter_account_exists.py
@@ -1,46 +1,24 @@
-import requests
+import time
+import urllib
+from datetime import datetime
 
+from omni.twitter import account_exists, get_guest_token
 
-def account_exists(handle):
-    handle_url_encoded = handle.replace("@", "")
+# warmup
+cookie_value, expires = get_guest_token()
+datetime_expires = datetime.fromtimestamp(expires)
 
-    url = f"https://api.x.com/graphql/96tVxbPqMZDoYB5pmzezKA/UserByScreenName?variables=%7B%22screen_name%22%3A%22{handle_url_encoded}%22%2C%22withGrokTranslatedBio%22%3Afalse%7D&features=%7B%22hidden_profile_subscriptions_enabled%22%3Atrue%2C%22payments_enabled%22%3Afalse%2C%22profile_label_improvements_pcf_label_in_post_enabled%22%3Atrue%2C%22rweb_tipjar_consumption_enabled%22%3Atrue%2C%22verified_phone_label_enabled%22%3Afalse%2C%22subscriptions_verification_info_is_identity_verified_enabled%22%3Atrue%2C%22subscriptions_verification_info_verified_since_enabled%22%3Atrue%2C%22highlights_tweets_tab_ui_enabled%22%3Atrue%2C%22responsive_web_twitter_article_notes_tab_enabled%22%3Atrue%2C%22subscriptions_feature_can_gift_premium%22%3Atrue%2C%22creator_subscriptions_tweet_preview_api_enabled%22%3Atrue%2C%22responsive_web_graphql_skip_user_profile_image_extensions_enabled%22%3Afalse%2C%22responsive_web_graphql_timeline_navigation_enabled%22%3Atrue%7D&fieldToggles=%7B%22withAuxiliaryUserLabels%22%3Atrue%7D"
+cookie_decoded = urllib.parse.unquote(cookie_value)
 
-    headers = {
-        "accept": "*/*",
-        "accept-language": "en-GB,en;q=0.9",
-        "authorization": "Bearer AAAAAAAAAAAAAAAAAAAAANRILgAAAAAAnNwIzUejRCOuH5E6I8xnZz4puTs%3D1Zv7ttfk8LF81IUq16cHjhLTvJu4FA33AGWWjCpTnA",
-        "cache-control": "no-cache",
-        "content-type": "application/json",
-        "origin": "https://x.com",
-        "pragma": "no-cache",
-        "priority": "u=1, i",
-        "referer": "https://x.com/",
-        "sec-ch-ua": '"Chromium";v="140", "Not=A?Brand";v="24", "Brave";v="140"',
-        "sec-ch-ua-mobile": "?0",
-        "sec-ch-ua-platform": '"macOS"',
-        "sec-fetch-dest": "empty",
-        "sec-fetch-mode": "cors",
-        "sec-fetch-site": "same-site",
-        "sec-gpc": "1",
-        "user-agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/140.0.0.0 Safari/537.36",
-        "x-client-transaction-id": "zcVrDRSIRWct0CXT5dceAT2N5xwliK+Nxkijb3TPCA16/oa44aGUkRBDP/wJm87H9A+kSckr/RdWjvO/n/ktx/La3vPEzg",
-        "x-guest-token": "1970803204867682327",
-        "x-twitter-active-user": "yes",
-        "x-twitter-client-language": "en-GB",
-        "x-xp-forwarded-for": "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",
-    }
+time_start = time.time()
+cookie_value, expires = get_guest_token()
+handle = "elonmusk"
+# handle = "XXXXXFQWEGWRBFSD"
+exists = account_exists(handle, cookie_value)
 
-    response = requests.get(url, headers=headers)
-    if response.json().get("data") == {}:
-        return False
 
-    else:
-        return True
-
-
-handle = "femke_plantinga"
-exists = account_exists(handle)
+time_end = time.time()
+print(f"Time taken: {time_end - time_start} seconds")
 if exists:
     print(f"Account {handle} exists")
 else:
diff --git a/packages/omni/examples/twitter_test.py b/packages/omni/examples/twitter_test.py
new file mode 100644
index 0000000..1fecec5
--- /dev/null
+++ b/packages/omni/examples/twitter_test.py
@@ -0,0 +1,111 @@
+import asyncio
+import json
+from http.cookiejar import Cookie
+from pathlib import Path
+
+import browser_cookie3
+
+# Keep all cookies that might be relevant for authentication
+x_cookies = []
+for c in browser_cookie3.brave(domain_name="x.com"):
+    if c.domain == ".x.com" and c.name in ["auth_token"]:
+        x_cookies.append(c)
+        print("Found x auth_token")
+
+# print(x_cookies)
+
+OUTPUT_DIR = Path(".").resolve().parent.parent.parent / "data"
+
+
+def cookie_to_playwright_cookie(cookie: Cookie) -> dict:
+    cookie_dict = {
+        "name": cookie.name,
+        "value": cookie.value,
+        "domain": cookie.domain.lstrip("."),  # Playwright expects no leading dot
+        "path": cookie.path,
+        "secure": bool(cookie.secure),
+        "httpOnly": getattr(cookie, "httponly", False)
+        or c.get_nonstandard_attr("HttpOnly", False),
+    }
+    # Optional: expires
+    if cookie.expires is not None:
+        cookie_dict["expires"] = cookie.expires
+    return cookie_dict
+
+
+def is_home_latest_timeline_url(url):
+    if "graphql" in url and ("HomeLatestTimeline" in url or "HomeTimeline" in url):
+        return True
+    return False
+
+
+async def on_request(request):
+    if is_home_latest_timeline_url(request.url):
+        # INSERT_YOUR_CODE
+        response = await request.response()
+        if response is not None:
+            try:
+                json_data = await response.json()
+                from datetime import datetime
+
+                dt_str = datetime.now().strftime("%Y%m%d_%H%M%S")
+                filename = f"home_latest_timeline_{dt_str}.json"
+                output_path = OUTPUT_DIR / filename
+                output_path.parent.mkdir(parents=True, exist_ok=True)
+                with open(output_path, "w") as f:
+                    json.dump(json_data, f)
+                print(f"Saved JSON to {filename}")
+            except Exception as e:
+                print(f"Failed to get JSON from response: {e}")
+
+        print("API call to HomeLatestTimeline")
+
+
+async def playwright_login_with_cookies():
+    from playwright.async_api import async_playwright
+
+    # Use the first cookie found (auth_token) for x.com
+    cookies = []
+    for c in x_cookies:
+        cookies.append(cookie_to_playwright_cookie(c))
+
+    async with async_playwright() as p:
+        browser = await p.chromium.launch(headless=False)
+        context = await browser.new_context()
+        # Set cookies before navigating
+        await context.add_cookies(cookies)
+        # Print all cookies currently in the context
+        cookies_in_context = await context.cookies()
+        print("All cookies in context after setting:")
+        for cookie in cookies_in_context:
+            print(cookie)
+        page = await context.new_page()
+        await asyncio.sleep(3)
+        page.on("request", on_request)
+
+        await page.goto("https://x.com")
+
+        # INSERT_YOUR_CODE
+        # Print all spans content with class "r-poiln3"
+        await asyncio.sleep(3)
+
+        # INSERT_YOUR_CODE
+        # Find the span (button) that says "Following" and click it
+        following_span = await page.query_selector("span:has-text('Following')")
+        if following_span:
+            await following_span.click()
+            print("Clicked the 'Following' button.")
+        else:
+            print("Could not find the 'Following' button.")
+
+        # spans = await page.query_selector_all("span.r-poiln3")
+        # print("Contents of all <span class='r-poiln3'> elements:")
+        # for span in spans:
+        #     text = await span.text_content()
+        #     print(text)
+        await asyncio.sleep(10000)
+        await browser.close()
+
+
+# Run the async function
+asyncio.run(playwright_login_with_cookies())
diff --git a/packages/omni/frontend/App.vue b/packages/omni/frontend/App.vue
index e9837ec..39a7ff5 100644
--- a/packages/omni/frontend/App.vue
+++ b/packages/omni/frontend/App.vue
@@ -24,7 +24,7 @@
       <div class="flex-1 flex" v-if="!dataSourcesStore.showDashboard">
         <!-- Welcome Page (default) -->
         <div v-if="!smartListsStore.currentListId" class="flex-1">
-          <WelcomePage />
+          <WelcomePage :key="welcomePageKey" />
         </div>
 
         <!-- List View -->
@@ -60,7 +60,7 @@
 </template>
 
 <script>
-import { onMounted } from "vue";
+import { onMounted, ref, watch } from "vue";
 import { useNewChatStore } from "./stores/newChatStore";
 import { useDataSourcesStore } from "./stores/dataSourcesStore";
 import { useSmartListsStore } from "./stores/smartListsStore";
@@ -103,6 +103,7 @@ export default {
     const smartListsStore = useSmartListsStore();
     const dataCollectionsStore = useDataCollectionsStore();
     const userStore = useUserStore();
+    const welcomePageKey = ref(0);
 
     onMounted(async () => {
       // Initialize authentication first
@@ -126,12 +127,25 @@ export default {
       }
     });
 
+    // Watch for dashboard closing and force WelcomePage to remount
+    watch(
+      () => dataSourcesStore.showDashboard,
+      (isOpen, wasOpen) => {
+        // If dashboard was open and is now closed
+        if (wasOpen && !isOpen && !smartListsStore.currentListId) {
+          // Force WelcomePage to remount by changing key
+          welcomePageKey.value++;
+        }
+      },
+    );
+
     return {
       chatStore,
       dataSourcesStore,
       smartListsStore,
       dataCollectionsStore,
       userStore,
+      welcomePageKey,
     };
   },
 };
diff --git a/packages/omni/frontend/api/client.js b/packages/omni/frontend/api/client.js
index f56c3bd..0704920 100644
--- a/packages/omni/frontend/api/client.js
+++ b/packages/omni/frontend/api/client.js
@@ -72,8 +72,8 @@ class APIClient {
     return this.request(`/chats/${listId}`);
   }
 
-  async createSmartList(listData) {
-    return this.request("/smart-lists", {
+  async createSmartList(listData, userEmail = "dev@example.com") {
+    return this.request(`/smart-lists?user_email=${userEmail}`, {
       method: "POST",
       body: JSON.stringify(listData),
     });
@@ -110,6 +110,20 @@ class APIClient {
       method: "DELETE",
     });
   }
+
+  async checkTwitterAccount(handle) {
+    return this.request("/twitter/check-account", {
+      method: "POST",
+      body: JSON.stringify({ handle }),
+    });
+  }
+
+  async getTweetCounts(handles) {
+    return this.request("/twitter/tweet-counts", {
+      method: "POST",
+      body: JSON.stringify({ handles }),
+    });
+  }
 }
 
 export const apiClient = new APIClient();
diff --git a/packages/omni/frontend/components/CreateList.vue b/packages/omni/frontend/components/CreateList.vue
index 21f22b7..b1a1114 100644
--- a/packages/omni/frontend/components/CreateList.vue
+++ b/packages/omni/frontend/components/CreateList.vue
@@ -4,8 +4,9 @@
     <div class="p-6 border-b border-gray-200">
       <div class="flex items-center justify-between">
         <h2 class="text-2xl font-bold text-gray-900">Create New List</h2>
-        <button
-          @click="dataSourcesStore.closeDashboard()"
+        <a
+          href="#"
+          @click.prevent="dataSourcesStore.closeDashboard()"
           class="p-2 text-gray-400 hover:text-gray-600 hover:bg-gray-100 rounded-full"
         >
           <svg
@@ -21,7 +22,7 @@
               d="M6 18L18 6M6 6l12 12"
             ></path>
           </svg>
-        </button>
+        </a>
       </div>
     </div>
 
@@ -93,13 +94,15 @@
 
           <!-- Create List Button -->
           <div class="ml-8">
-            <button
-              @click="createList"
-              :disabled="!canCreate"
-              class="px-6 py-2 bg-blue-600 text-white rounded-lg font-medium hover:bg-blue-700 disabled:bg-gray-300 disabled:cursor-not-allowed transition-colors"
+            <a
+              href="#"
+              @click.prevent="createList"
+              :class="{ 'pointer-events-none': !canCreate }"
+              class="inline-block px-6 py-2 bg-blue-600 text-white rounded-lg font-medium hover:bg-blue-700 disabled:bg-gray-300 disabled:cursor-not-allowed transition-colors"
+              :aria-disabled="!canCreate"
             >
               Create List
-            </button>
+            </a>
           </div>
         </div>
       </div>
@@ -227,13 +230,14 @@
                   {{ currentSource.name }} Filters
                 </h3>
               </div>
-              <button
+              <a
                 v-if="!addedSources.some((s) => s.id === currentSource.id)"
-                @click="addCurrentSource"
-                class="px-4 py-2 bg-blue-600 text-white rounded-lg hover:bg-blue-700 transition-colors"
+                href="#"
+                @click.prevent="addCurrentSource"
+                class="inline-block px-4 py-2 bg-blue-600 text-white rounded-lg hover:bg-blue-700 transition-colors"
               >
                 Add to List
-              </button>
+              </a>
               <div v-else class="flex items-center text-green-600">
                 <svg
                   class="w-5 h-5 mr-2"
@@ -259,20 +263,150 @@
                   >Authors</label
                 >
                 <div class="flex space-x-2">
-                  <input
-                    v-model="newAuthor[currentSource.id]"
-                    type="text"
-                    class="flex-1 px-3 py-2 border border-gray-300 rounded-lg focus:ring-2 focus:ring-blue-500 focus:border-transparent"
-                    placeholder="Add author (default: any author)"
-                    @keyup.enter="addAuthor(currentSource.id)"
-                  />
-                  <button
-                    @click="addAuthor(currentSource.id)"
-                    :disabled="!newAuthor[currentSource.id]?.trim()"
-                    class="px-4 py-2 bg-blue-600 text-white rounded-lg hover:bg-blue-700 disabled:bg-gray-300 disabled:cursor-not-allowed"
+                  <div class="flex-1 relative">
+                    <div
+                      class="absolute left-3 top-1/2 transform -translate-y-1/2 text-gray-500 pointer-events-none"
+                    >
+                      @
+                    </div>
+                    <input
+                      v-model="newAuthor[currentSource.id]"
+                      type="text"
+                      class="w-full pl-8 pr-16 py-2 border border-gray-300 rounded-lg focus:ring-2 focus:ring-blue-500 focus:border-transparent"
+                      :class="{
+                        'border-green-500 focus:ring-green-500':
+                          authorValidation[currentSource.id]?.isValid,
+                        'border-red-500 focus:ring-red-500':
+                          authorValidation[currentSource.id]?.isValid === false,
+                      }"
+                      placeholder="Add author (default: any author)"
+                      @keyup.enter="addAuthor(currentSource.id)"
+                      @input="onAuthorInput(currentSource.id)"
+                    />
+                    <!-- Validation status icons -->
+                    <div
+                      class="absolute right-12 top-1/2 transform -translate-y-1/2 flex items-center"
+                    >
+                      <!-- Loading spinner -->
+                      <div
+                        v-if="authorValidation[currentSource.id]?.isLoading"
+                        class="animate-spin h-4 w-4"
+                      >
+                        <svg
+                          class="w-4 h-4 text-blue-500"
+                          fill="none"
+                          viewBox="0 0 24 24"
+                        >
+                          <circle
+                            class="opacity-25"
+                            cx="12"
+                            cy="12"
+                            r="10"
+                            stroke="currentColor"
+                            stroke-width="4"
+                          ></circle>
+                          <path
+                            class="opacity-75"
+                            fill="currentColor"
+                            d="M4 12a8 8 0 018-8V0C5.373 0 0 5.373 0 12h4zm2 5.291A7.962 7.962 0 014 12H0c0 3.042 1.135 5.824 3 7.938l3-2.647z"
+                          ></path>
+                        </svg>
+                      </div>
+                      <!-- Valid checkmark -->
+                      <div
+                        v-else-if="authorValidation[currentSource.id]?.isValid"
+                        class="text-green-500"
+                      >
+                        <svg
+                          class="w-4 h-4"
+                          fill="currentColor"
+                          viewBox="0 0 20 20"
+                        >
+                          <path
+                            fill-rule="evenodd"
+                            d="M16.707 5.293a1 1 0 010 1.414l-8 8a1 1 0 01-1.414 0l-4-4a1 1 0 011.414-1.414L8 12.586l7.293-7.293a1 1 0 011.414 0z"
+                            clip-rule="evenodd"
+                          />
+                        </svg>
+                      </div>
+                      <!-- Invalid X -->
+                      <div
+                        v-else-if="
+                          authorValidation[currentSource.id]?.isValid === false
+                        "
+                        class="text-red-500"
+                      >
+                        <svg
+                          class="w-4 h-4"
+                          fill="currentColor"
+                          viewBox="0 0 20 20"
+                        >
+                          <path
+                            fill-rule="evenodd"
+                            d="M4.293 4.293a1 1 0 011.414 0L10 8.586l4.293-4.293a1 1 0 111.414 1.414L11.414 10l4.293 4.293a1 1 0 01-1.414 1.414L10 11.414l-4.293 4.293a1 1 0 01-1.414-1.414L8.586 10 4.293 5.707a1 1 0 010-1.414z"
+                            clip-rule="evenodd"
+                          />
+                        </svg>
+                      </div>
+                    </div>
+                    <!-- Twitter profile link button -->
+                    <a
+                      v-if="
+                        newAuthor[currentSource.id]?.trim() &&
+                        currentSource.id === 'twitter'
+                      "
+                      href="#"
+                      @click.prevent="
+                        openTwitterProfile(newAuthor[currentSource.id])
+                      "
+                      class="absolute right-3 top-1/2 transform -translate-y-1/2 text-blue-500 hover:text-blue-700 p-1"
+                      title="View Twitter profile"
+                    >
+                      <svg
+                        class="w-4 h-4"
+                        fill="currentColor"
+                        viewBox="0 0 20 20"
+                      >
+                        <path
+                          d="M11 3a1 1 0 100 2h2.586l-6.293 6.293a1 1 0 101.414 1.414L15 6.414V9a1 1 0 102 0V4a1 1 0 00-1-1h-5z"
+                        />
+                        <path
+                          d="M5 5a2 2 0 00-2 2v8a2 2 0 002 2h8a2 2 0 002-2v-1a1 1 0 10-2 0v1H5V7h1a1 1 0 000-2H5z"
+                        />
+                      </svg>
+                    </a>
+                  </div>
+                  <a
+                    href="#"
+                    @click.prevent="addAuthor(currentSource.id)"
+                    :class="{
+                      'pointer-events-none':
+                        !canAddAuthor(currentSource.id) || isAddingAuthor,
+                    }"
+                    class="inline-flex px-4 py-2 bg-blue-600 text-white rounded-lg hover:bg-blue-700 disabled:bg-gray-300 disabled:cursor-not-allowed items-center"
                   >
-                    Add
-                  </button>
+                    <div
+                      v-if="isAddingAuthor"
+                      class="animate-spin h-4 w-4 mr-2"
+                    >
+                      <svg class="w-4 h-4" fill="none" viewBox="0 0 24 24">
+                        <circle
+                          class="opacity-25"
+                          cx="12"
+                          cy="12"
+                          r="10"
+                          stroke="currentColor"
+                          stroke-width="4"
+                        ></circle>
+                        <path
+                          class="opacity-75"
+                          fill="currentColor"
+                          d="M4 12a8 8 0 018-8V0C5.373 0 0 5.373 0 12h4zm2 5.291A7.962 7.962 0 014 12H0c0 3.042 1.135 5.824 3 7.938l3-2.647z"
+                        ></path>
+                      </svg>
+                    </div>
+                    {{ isAddingAuthor ? "Checking..." : "Add" }}
+                  </a>
                 </div>
                 <div
                   v-if="sourceFilters[currentSource.id]?.authors?.length"
@@ -284,13 +418,34 @@
                     :key="index"
                     class="inline-flex items-center px-2 py-1 rounded-full text-sm bg-blue-100 text-blue-800"
                   >
-                    {{ author }}
-                    <button
-                      @click="removeAuthor(currentSource.id, index)"
+                    @{{ author }}
+                    <a
+                      v-if="currentSource.id === 'twitter'"
+                      href="#"
+                      @click.prevent="openTwitterProfile(author)"
+                      class="ml-1 text-blue-600 hover:text-blue-800"
+                      title="View Twitter profile"
+                    >
+                      <svg
+                        class="w-3 h-3"
+                        fill="currentColor"
+                        viewBox="0 0 20 20"
+                      >
+                        <path
+                          d="M11 3a1 1 0 100 2h2.586l-6.293 6.293a1 1 0 101.414 1.414L15 6.414V9a1 1 0 102 0V4a1 1 0 00-1-1h-5z"
+                        />
+                        <path
+                          d="M5 5a2 2 0 00-2 2v8a2 2 0 002 2h8a2 2 0 002-2v-1a1 1 0 10-2 0v1H5V7h1a1 1 0 000-2H5z"
+                        />
+                      </svg>
+                    </a>
+                    <a
+                      href="#"
+                      @click.prevent="removeAuthor(currentSource.id, index)"
                       class="ml-1 text-blue-600 hover:text-blue-800"
                     >
                       ×
-                    </button>
+                    </a>
                   </span>
                 </div>
               </div>
@@ -312,8 +467,9 @@
 
               <!-- Advanced Options -->
               <div>
-                <button
-                  @click="toggleAdvanced(currentSource.id)"
+                <a
+                  href="#"
+                  @click.prevent="toggleAdvanced(currentSource.id)"
                   class="inline-flex items-center space-x-1 text-sm text-blue-600 hover:text-blue-800 transition-colors"
                 >
                   <span>Advanced Options</span>
@@ -331,7 +487,7 @@
                       d="M19 9l-7 7-7-7"
                     />
                   </svg>
-                </button>
+                </a>
 
                 <div
                   v-if="showAdvanced[currentSource.id]"
@@ -393,12 +549,13 @@
                   <h4 class="text-sm font-medium text-gray-900">
                     Preview Results
                   </h4>
-                  <button
-                    @click="refreshPreview(currentSource.id)"
+                  <a
+                    href="#"
+                    @click.prevent="refreshPreview(currentSource.id)"
                     class="text-sm text-blue-600 hover:text-blue-800"
                   >
                     Refresh
-                  </button>
+                  </a>
                 </div>
                 <div
                   v-if="previewResults[currentSource.id]?.length"
@@ -443,6 +600,8 @@ import { ref, computed, reactive, watch } from "vue";
 import { useDataSourcesStore } from "../stores/dataSourcesStore";
 import { useSmartListsStore } from "../stores/smartListsStore";
 import { DATA_SOURCES } from "../constants/dataSources";
+import { apiClient } from "../api/client";
+import posthog from "posthog-js";
 
 export default {
   name: "CreateList",
@@ -455,6 +614,9 @@ export default {
     const currentSource = ref(null);
     const addedSources = ref([]);
     const newAuthor = reactive({});
+    const isAddingAuthor = ref(false);
+    const authorValidation = reactive({});
+    const validationTimeouts = reactive({});
 
     const globalFilters = reactive({
       startDate: "",
@@ -495,6 +657,17 @@ export default {
         currentSource.value &&
         !addedSources.value.some((s) => s.id === currentSource.value.id)
       ) {
+        // Track adding data source
+        if (typeof posthog !== "undefined" && posthog.__loaded) {
+          posthog.capture("data_source_added", {
+            data_source: currentSource.value.id,
+            authors: sourceFilters[currentSource.value.id]?.authors || [],
+            has_rag_filter:
+              !!sourceFilters[currentSource.value.id]?.ragFilter?.query,
+            has_llm_filter: !!sourceFilters[currentSource.value.id]?.llmFilter,
+          });
+        }
+
         addedSources.value.push({
           ...currentSource.value,
           filters: { ...sourceFilters[currentSource.value.id] },
@@ -504,15 +677,54 @@ export default {
       }
     };
 
-    const addAuthor = (sourceId) => {
+    const addAuthor = async (sourceId) => {
       const author = newAuthor[sourceId]?.trim();
+      if (!canAddAuthor(sourceId) || isAddingAuthor.value) return;
+
+      // For Twitter, validate the account before adding if not already validated
+      if (sourceId === "twitter" && author) {
+        // If we don't have a validation result yet, validate now
+        if (authorValidation[sourceId]?.isValid !== true) {
+          isAddingAuthor.value = true;
+          try {
+            const isValid = await validateTwitterAccount(author);
+            // Only show error if validation explicitly returned false
+            // Don't show error if isValid is null (error_checking=true)
+            if (isValid === false) {
+              alert(
+                `Twitter account @${author} does not exist or is not accessible.`,
+              );
+              return;
+            }
+          } finally {
+            isAddingAuthor.value = false;
+          }
+        }
+      }
+
       if (
         author &&
         sourceFilters[sourceId] &&
         !sourceFilters[sourceId].authors.includes(author)
       ) {
+        // Track author addition
+        if (typeof posthog !== "undefined" && posthog.__loaded) {
+          posthog.capture("author_added", {
+            data_source: sourceId,
+            author: author,
+            validation_passed:
+              sourceId !== "twitter" ||
+              authorValidation[sourceId]?.isValid !== false,
+          });
+        }
+
         sourceFilters[sourceId].authors.push(author);
         newAuthor[sourceId] = "";
+        // Reset validation state
+        if (authorValidation[sourceId]) {
+          authorValidation[sourceId].isValid = null;
+          authorValidation[sourceId].isLoading = false;
+        }
         generateMockPreview(sourceId);
       }
     };
@@ -621,6 +833,83 @@ export default {
       showAdvanced[sourceId] = !showAdvanced[sourceId];
     };
 
+    const onAuthorInput = (sourceId) => {
+      const author = newAuthor[sourceId]?.trim();
+
+      // Initialize validation state if not exists
+      if (!authorValidation[sourceId]) {
+        authorValidation[sourceId] = {
+          isValid: null,
+          isLoading: false,
+        };
+      }
+
+      // Clear existing timeout
+      if (validationTimeouts[sourceId]) {
+        clearTimeout(validationTimeouts[sourceId]);
+      }
+
+      // Reset validation state immediately when user types
+      authorValidation[sourceId].isValid = null;
+      authorValidation[sourceId].isLoading = false;
+
+      if (!author || sourceId !== "twitter") {
+        return;
+      }
+
+      // Debounce validation for 5 seconds
+      validationTimeouts[sourceId] = setTimeout(async () => {
+        authorValidation[sourceId].isLoading = true;
+        try {
+          const isValid = await validateTwitterAccount(author);
+          authorValidation[sourceId].isValid = isValid;
+        } catch (error) {
+          authorValidation[sourceId].isValid = false;
+        } finally {
+          authorValidation[sourceId].isLoading = false;
+        }
+      }, 5000);
+    };
+
+    const canAddAuthor = (sourceId) => {
+      const author = newAuthor[sourceId]?.trim();
+      if (!author) return false;
+
+      // For Twitter, allow adding if we haven't validated yet, validation passed, or there was an error checking
+      if (sourceId === "twitter") {
+        const validationResult = authorValidation[sourceId]?.isValid;
+        // Allow if validation is null (error checking), true (valid), or undefined (not validated yet)
+        // Only block if validation is explicitly false
+        return validationResult !== false;
+      }
+
+      return true;
+    };
+
+    const validateTwitterAccount = async (handle) => {
+      if (!handle?.trim()) return false;
+
+      try {
+        const cleanHandle = handle.replace("@", "");
+        const response = await apiClient.checkTwitterAccount(cleanHandle);
+
+        // If there was an error checking the account, return null to avoid styling
+        if (response.error_checking === true) {
+          return null;
+        }
+
+        return response.exists;
+      } catch (error) {
+        console.error("Error validating Twitter account:", error);
+        return false;
+      }
+    };
+
+    const openTwitterProfile = (handle) => {
+      const cleanHandle = handle.replace("@", "");
+      window.open(`https://twitter.com/${cleanHandle}`, "_blank");
+    };
+
     // Watch for changes in list name and update RAG filter queries
     watch(listName, (newListName) => {
       const trimmedName = newListName.trim();
@@ -658,8 +947,30 @@ export default {
         }, 0),
       };
 
-      smartListsStore.createSmartList(newList);
-      dataSourcesStore.closeDashboard();
+      // Track list creation in PostHog
+      if (typeof posthog !== "undefined" && posthog.__loaded) {
+        posthog.capture("list_created", {
+          list_name: newList.name,
+          authors: addedSources.value.flatMap(
+            (source) => sourceFilters[source.id]?.authors || [],
+          ),
+          rag_query: newList.listSources
+            .map((ls) => ls.filters.ragQuery)
+            .filter((q) => q)
+            .join(", "),
+          data_sources: addedSources.value.map((source) => source.id),
+          source_count: addedSources.value.length,
+          total_authors: addedSources.value.reduce((sum, source) => {
+            return sum + (sourceFilters[source.id]?.authors?.length || 0);
+          }, 0),
+        });
+      }
+
+      smartListsStore.createSmartList(newList).then(() => {
+        // Clear current list to show welcome page
+        smartListsStore.currentListId = null;
+        dataSourcesStore.closeDashboard();
+      });
     };
 
     return {
@@ -682,6 +993,11 @@ export default {
       toggleAdvanced,
       canCreate,
       createList,
+      isAddingAuthor,
+      authorValidation,
+      onAuthorInput,
+      canAddAuthor,
+      openTwitterProfile,
     };
   },
 };
diff --git a/packages/omni/frontend/components/FeedView.vue b/packages/omni/frontend/components/FeedView.vue
index 4e7e5fb..7f07685 100644
--- a/packages/omni/frontend/components/FeedView.vue
+++ b/packages/omni/frontend/components/FeedView.vue
@@ -1,12 +1,70 @@
 <template>
   <div class="h-full">
+    <!-- Loading State -->
     <div
-      v-if="smartListsStore.currentListItems.length === 0"
+      v-if="smartListsStore.isCurrentListLoading || isWaitingForTweets"
       class="flex items-center justify-center h-full"
     >
-      <p class="text-gray-500">No items in this list</p>
+      <div class="text-center">
+        <div
+          class="inline-flex items-center px-4 py-2 font-semibold leading-6 text-sm shadow rounded-md text-blue-500 bg-white transition ease-in-out duration-150"
+        >
+          <svg
+            class="animate-spin -ml-1 mr-3 h-5 w-5 text-blue-500"
+            xmlns="http://www.w3.org/2000/svg"
+            fill="none"
+            viewBox="0 0 24 24"
+          >
+            <circle
+              class="opacity-25"
+              cx="12"
+              cy="12"
+              r="10"
+              stroke="currentColor"
+              stroke-width="4"
+            ></circle>
+            <path
+              class="opacity-75"
+              fill="currentColor"
+              d="M4 12a8 8 0 018-8V0C5.373 0 0 5.373 0 12h4zm2 5.291A7.962 7.962 0 014 12H0c0 3.042 1.135 5.824 3 7.938l3-2.647z"
+            ></path>
+          </svg>
+          {{ currentLoadingMessage }}
+        </div>
+      </div>
+    </div>
+
+    <!-- Empty State -->
+    <div
+      v-else-if="smartListsStore.currentListItems.length === 0"
+      class="flex items-center justify-center h-full"
+    >
+      <div class="text-center">
+        <div
+          class="w-16 h-16 mx-auto mb-4 bg-gray-100 rounded-full flex items-center justify-center"
+        >
+          <svg
+            class="w-8 h-8 text-gray-400"
+            fill="none"
+            stroke="currentColor"
+            viewBox="0 0 24 24"
+          >
+            <path
+              stroke-linecap="round"
+              stroke-linejoin="round"
+              stroke-width="2"
+              d="M7 4V2a1 1 0 011-1h8a1 1 0 011 1v2M7 4h10l1 14H6l1-14zM10 7v2m4-2v2"
+            ></path>
+          </svg>
+        </div>
+        <p class="text-gray-500 mb-2">No tweets found</p>
+        <p class="text-sm text-gray-400">
+          This list may still be fetching tweets from the network
+        </p>
+      </div>
     </div>
 
+    <!-- Content -->
     <div v-else>
       <!-- Content Summary -->
       <div class="p-4 bg-blue-50 border-b border-blue-100 mb-0">
@@ -110,7 +168,7 @@
 </template>
 
 <script>
-import { onMounted, watch, ref, computed } from "vue";
+import { onMounted, watch, ref, computed, onUnmounted, inject } from "vue";
 import { useSmartListsStore } from "../stores/smartListsStore";
 import TweetItem from "./TweetItem.vue";
 
@@ -124,6 +182,30 @@ export default {
     const isExpanded = ref(false);
     const maxBulletsCollapsed = 3;
     const sortMethod = ref("date");
+    const loadingMessage = ref("Loading tweets...");
+    let loadingMessageInterval = null;
+
+    // Get allTweetCountsZero from parent (MiddlePanel)
+    const allTweetCountsZero = inject("allTweetCountsZero", ref(false));
+
+    // Computed to check if we should show loading state for waiting tweets
+    const isWaitingForTweets = computed(() => {
+      return (
+        allTweetCountsZero.value &&
+        smartListsStore.currentListItems.length === 0 &&
+        !smartListsStore.isCurrentListLoading
+      );
+    });
+
+    // Combined loading message
+    const currentLoadingMessage = computed(() => {
+      if (smartListsStore.isCurrentListLoading) {
+        return loadingMessage.value;
+      } else if (isWaitingForTweets.value) {
+        return "Waiting for tweets to be fetched...";
+      }
+      return loadingMessage.value;
+    });
 
     // Generate summary when list changes
     watch(
@@ -161,9 +243,35 @@ export default {
     const formatDateRange = (dateRange) => {
       if (!dateRange) return "";
 
+      // Check if both dates are provided and valid
+      if (!dateRange.from && !dateRange.to) {
+        return "All time";
+      }
+
+      // If only one date is provided
+      if (!dateRange.from || !dateRange.to) {
+        const options = { month: "short", day: "numeric", year: "numeric" };
+        if (dateRange.from) {
+          const fromDate = new Date(dateRange.from);
+          if (isNaN(fromDate.getTime())) return "";
+          return `From ${fromDate.toLocaleDateString("en-US", options)}`;
+        }
+        if (dateRange.to) {
+          const toDate = new Date(dateRange.to);
+          if (isNaN(toDate.getTime())) return "";
+          return `Until ${toDate.toLocaleDateString("en-US", options)}`;
+        }
+        return "";
+      }
+
       const fromDate = new Date(dateRange.from);
       const toDate = new Date(dateRange.to);
 
+      // Validate dates
+      if (isNaN(fromDate.getTime()) || isNaN(toDate.getTime())) {
+        return "";
+      }
+
       const options = { month: "short", day: "numeric" };
       const fromFormatted = fromDate.toLocaleDateString("en-US", options);
       const toFormatted = toDate.toLocaleDateString("en-US", options);
@@ -247,6 +355,52 @@ export default {
       sortMethod.value = method;
     };
 
+    // Update loading message based on elapsed time
+    const updateLoadingMessage = () => {
+      if (!smartListsStore.isCurrentListLoading) {
+        loadingMessage.value = "Loading tweets...";
+        return;
+      }
+
+      const startTime = smartListsStore.getCurrentListLoadingStartTime;
+      if (!startTime) {
+        loadingMessage.value = "Loading tweets...";
+        return;
+      }
+
+      const elapsed = Date.now() - startTime;
+
+      if (elapsed < 2000) {
+        loadingMessage.value = "Fetching data from your sources";
+      } else {
+        loadingMessage.value = "Computing relevance";
+      }
+    };
+
+    // Watch for loading state changes
+    watch(
+      () => smartListsStore.isCurrentListLoading,
+      (isLoading) => {
+        if (isLoading) {
+          updateLoadingMessage();
+          loadingMessageInterval = setInterval(updateLoadingMessage, 500); // Update every 500ms
+        } else {
+          if (loadingMessageInterval) {
+            clearInterval(loadingMessageInterval);
+            loadingMessageInterval = null;
+          }
+        }
+      },
+      { immediate: true },
+    );
+
+    // Cleanup interval on unmount
+    onUnmounted(() => {
+      if (loadingMessageInterval) {
+        clearInterval(loadingMessageInterval);
+      }
+    });
+
     return {
       smartListsStore,
       getComponentForType,
@@ -261,6 +415,9 @@ export default {
       sortMethod,
       sortedItems,
       setSortMethod,
+      loadingMessage,
+      isWaitingForTweets,
+      currentLoadingMessage,
     };
   },
 };
diff --git a/packages/omni/frontend/components/LeftSidebar.vue b/packages/omni/frontend/components/LeftSidebar.vue
index a923360..153f967 100644
--- a/packages/omni/frontend/components/LeftSidebar.vue
+++ b/packages/omni/frontend/components/LeftSidebar.vue
@@ -98,6 +98,27 @@
             @click="selectList(list.id)"
           >
             <span class="text-sm text-gray-700">{{ list.name }}</span>
+            <svg
+              v-if="smartListsStore.listItemsLoading[list.id]"
+              class="animate-spin ml-2 h-3 w-3 text-blue-500"
+              xmlns="http://www.w3.org/2000/svg"
+              fill="none"
+              viewBox="0 0 24 24"
+            >
+              <circle
+                class="opacity-25"
+                cx="12"
+                cy="12"
+                r="10"
+                stroke="currentColor"
+                stroke-width="4"
+              ></circle>
+              <path
+                class="opacity-75"
+                fill="currentColor"
+                d="M4 12a8 8 0 018-8V0C5.373 0 0 5.373 0 12h4zm2 5.291A7.962 7.962 0 014 12H0c0 3.042 1.135 5.824 3 7.938l3-2.647z"
+              ></path>
+            </svg>
           </div>
           <div class="flex items-center gap-1">
             <span class="text-xs text-gray-400">{{ list.itemCount }}</span>
diff --git a/packages/omni/frontend/components/MiddlePanel.vue b/packages/omni/frontend/components/MiddlePanel.vue
index bc7666c..e403016 100644
--- a/packages/omni/frontend/components/MiddlePanel.vue
+++ b/packages/omni/frontend/components/MiddlePanel.vue
@@ -1,24 +1,114 @@
 <template>
   <div class="h-full flex flex-col">
     <!-- Top Bar -->
-    <div
-      class="flex items-center justify-between p-4 border-b border-gray-200 bg-white"
-    >
-      <h2 class="text-lg font-semibold text-gray-900">
-        {{ smartListsStore.currentList?.name || "Select a List" }}
-      </h2>
-
-      <div class="flex space-x-1 bg-gray-100 rounded-lg p-1">
-        <button
-          v-for="view in views"
-          :key="view.id"
-          class="px-3 py-1 text-sm font-medium rounded-md transition-colors"
-          :class="getViewButtonClass(view)"
-          :disabled="view.disabled"
-          @click="handleViewChange(view)"
-        >
-          {{ view.label }}
-        </button>
+    <div class="border-b border-gray-200 bg-white">
+      <!-- Main header row -->
+      <div class="flex items-center justify-between p-4">
+        <div class="flex-1 min-w-0">
+          <h2 class="text-lg font-semibold text-gray-900 truncate">
+            {{ smartListsStore.currentList?.name || "Select a List" }}
+          </h2>
+        </div>
+
+        <div class="flex space-x-1 bg-gray-100 rounded-lg p-1 ml-4">
+          <button
+            v-for="view in views"
+            :key="view.id"
+            class="px-3 py-1 text-sm font-medium rounded-md transition-colors"
+            :class="getViewButtonClass(view)"
+            :disabled="view.disabled"
+            @click="handleViewChange(view)"
+          >
+            {{ view.label }}
+          </button>
+        </div>
+      </div>
+
+      <!-- Authors row -->
+      <div
+        v-if="smartListsStore.currentList && currentListAuthors.length > 0"
+        class="px-4 pb-4"
+      >
+        <div class="flex items-center flex-wrap gap-2">
+          <!-- Always visible authors -->
+          <template v-for="(author, index) in displayedAuthors" :key="author">
+            <div
+              class="inline-flex items-center px-2.5 py-1 rounded-full text-xs font-medium bg-blue-100 text-blue-800 hover:bg-blue-200 transition-colors"
+            >
+              <span class="text-blue-600 mr-1">@</span>{{ author }}
+              <!-- Loading indicator for authors with 0 tweets -->
+              <div
+                v-if="isAuthorLoading(author)"
+                class="ml-1.5 animate-spin h-3 w-3"
+                title="Loading tweets..."
+              >
+                <svg
+                  class="w-3 h-3 text-blue-600"
+                  fill="none"
+                  viewBox="0 0 24 24"
+                >
+                  <circle
+                    class="opacity-25"
+                    cx="12"
+                    cy="12"
+                    r="10"
+                    stroke="currentColor"
+                    stroke-width="4"
+                  ></circle>
+                  <path
+                    class="opacity-75"
+                    fill="currentColor"
+                    d="M4 12a8 8 0 018-8V0C5.373 0 0 5.373 0 12h4zm2 5.291A7.962 7.962 0 014 12H0c0 3.042 1.135 5.824 3 7.938l3-2.647z"
+                  ></path>
+                </svg>
+              </div>
+              <!-- Twitter link for Twitter sources -->
+              <button
+                v-else-if="isTwitterSource"
+                @click="openTwitterProfile(author)"
+                class="ml-1.5 text-blue-600 hover:text-blue-800 transition-colors"
+                title="View Twitter profile"
+              >
+                <svg class="w-3 h-3" fill="currentColor" viewBox="0 0 20 20">
+                  <path
+                    d="M11 3a1 1 0 100 2h2.586l-6.293 6.293a1 1 0 101.414 1.414L15 6.414V9a1 1 0 102 0V4a1 1 0 00-1-1h-5z"
+                  />
+                  <path
+                    d="M5 5a2 2 0 00-2 2v8a2 2 0 002 2h8a2 2 0 002-2v-1a1 1 0 10-2 0v1H5V7h1a1 1 0 000-2H5z"
+                  />
+                </svg>
+              </button>
+            </div>
+          </template>
+
+          <!-- Show more/less toggle -->
+          <button
+            v-if="currentListAuthors.length > 5"
+            @click="toggleAuthorsExpanded"
+            class="inline-flex items-center px-2.5 py-1 rounded-full text-xs font-medium bg-gray-100 text-gray-600 hover:bg-gray-200 transition-colors"
+          >
+            <span v-if="authorsExpanded">
+              Show less
+              <svg class="w-3 h-3 ml-1" fill="currentColor" viewBox="0 0 20 20">
+                <path
+                  fill-rule="evenodd"
+                  d="M14.707 12.707a1 1 0 01-1.414 0L10 9.414l-3.293 3.293a1 1 0 01-1.414-1.414l4-4a1 1 0 011.414 0l4 4a1 1 0 010 1.414z"
+                  clip-rule="evenodd"
+                />
+              </svg>
+            </span>
+            <span v-else>
+              +{{ currentListAuthors.length - 5 }} more
+              <svg class="w-3 h-3 ml-1" fill="currentColor" viewBox="0 0 20 20">
+                <path
+                  fill-rule="evenodd"
+                  d="M5.293 7.293a1 1 0 011.414 0L10 10.586l3.293-3.293a1 1 0 111.414 1.414l-4 4a1 1 0 01-1.414 0l-4-4a1 1 0 010-1.414z"
+                  clip-rule="evenodd"
+                />
+              </svg>
+            </span>
+          </button>
+        </div>
       </div>
     </div>
 
@@ -52,8 +142,10 @@
 </template>
 
 <script>
+import { ref, computed, watch, onUnmounted, provide } from "vue";
 import { useSmartListsStore } from "../stores/smartListsStore";
 import { useNewChatStore } from "../stores/newChatStore";
+import { apiClient } from "../api/client";
 import FeedView from "./FeedView.vue";
 
 export default {
@@ -64,6 +156,9 @@ export default {
   setup() {
     const smartListsStore = useSmartListsStore();
     const chatStore = useNewChatStore();
+    const authorsExpanded = ref(false);
+    const authorTweetCounts = ref({});
+    const pollingInterval = ref(null);
 
     const views = [
       { id: "feed", label: "Smart Feed", disabled: false },
@@ -71,6 +166,175 @@ export default {
       { id: "ask", label: "Ask", disabled: false },
     ];
 
+    // Get all authors from the current list
+    const currentListAuthors = computed(() => {
+      const currentList = smartListsStore.currentList;
+      if (!currentList?.listSources) return [];
+
+      const authors = new Set();
+      currentList.listSources.forEach((source) => {
+        if (source.filters?.authors) {
+          source.filters.authors.forEach((author) => {
+            // Remove @ prefix if present for consistent display
+            const cleanAuthor = author.replace(/^@/, "");
+            authors.add(cleanAuthor);
+          });
+        }
+      });
+
+      return Array.from(authors);
+    });
+
+    // Determine if this list contains Twitter sources
+    const isTwitterSource = computed(() => {
+      const currentList = smartListsStore.currentList;
+      if (!currentList?.listSources) return false;
+
+      return currentList.listSources.some(
+        (source) => source.dataSourceId === "twitter",
+      );
+    });
+
+    // Authors to display (collapsed or expanded)
+    const displayedAuthors = computed(() => {
+      if (authorsExpanded.value || currentListAuthors.value.length <= 5) {
+        return currentListAuthors.value;
+      }
+      return currentListAuthors.value.slice(0, 5);
+    });
+
+    const toggleAuthorsExpanded = () => {
+      authorsExpanded.value = !authorsExpanded.value;
+    };
+
+    const openTwitterProfile = (handle) => {
+      const cleanHandle = handle.replace(/^@/, "");
+      window.open(`https://twitter.com/${cleanHandle}`, "_blank");
+    };
+
+    const isAuthorLoading = (author) => {
+      return isTwitterSource.value && authorTweetCounts.value[author] === 0;
+    };
+
+    const checkAuthorTweetCounts = async () => {
+      if (!currentListAuthors.value.length || !isTwitterSource.value) {
+        return;
+      }
+
+      try {
+        const response = await apiClient.getTweetCounts(
+          currentListAuthors.value,
+        );
+        const previousCounts = { ...authorTweetCounts.value };
+        authorTweetCounts.value = response.tweet_counts;
+
+        // Check if any author now has tweets when they didn't before
+        const shouldRefetchItems = currentListAuthors.value.some((author) => {
+          const previousCount = previousCounts[author] || 0;
+          const currentCount = authorTweetCounts.value[author] || 0;
+          return previousCount === 0 && currentCount > 0;
+        });
+
+        // If any author now has tweets, refetch the list items
+        if (shouldRefetchItems && smartListsStore.currentListId) {
+          await smartListsStore.refreshComputedItems(
+            smartListsStore.currentListId,
+          );
+        }
+      } catch (error) {
+        console.error("Error checking author tweet counts:", error);
+      }
+    };
+
+    // Check if all tweet counts are 0 (indicating loading state)
+    const allTweetCountsZero = computed(() => {
+      if (!currentListAuthors.value.length || !isTwitterSource.value) {
+        return false;
+      }
+      return currentListAuthors.value.every(
+        (author) => (authorTweetCounts.value[author] || 0) === 0,
+      );
+    });
+
+    const startPolling = () => {
+      if (pollingInterval.value) {
+        clearInterval(pollingInterval.value);
+      }
+
+      // Check if there are any authors with 0 tweets that need polling
+      const hasLoadingAuthors = currentListAuthors.value.some(
+        (author) => authorTweetCounts.value[author] === 0,
+      );
+
+      if (hasLoadingAuthors && isTwitterSource.value) {
+        // Use 5 seconds if all tweet counts are 0, otherwise 15 seconds
+        const interval = allTweetCountsZero.value ? 5000 : 15000;
+
+        pollingInterval.value = setInterval(async () => {
+          await checkAuthorTweetCounts();
+
+          // Stop polling if all authors have tweets
+          const stillLoading = currentListAuthors.value.some(
+            (author) => authorTweetCounts.value[author] === 0,
+          );
+
+          if (!stillLoading) {
+            clearInterval(pollingInterval.value);
+            pollingInterval.value = null;
+          }
+        }, interval);
+      }
+    };
+
+    const stopPolling = () => {
+      if (pollingInterval.value) {
+        clearInterval(pollingInterval.value);
+        pollingInterval.value = null;
+      }
+    };
+
+    // Watch for changes in current list and check tweet counts
+    watch(
+      () => smartListsStore.currentListId,
+      async (newListId) => {
+        // Reset state when switching lists
+        authorTweetCounts.value = {};
+        stopPolling();
+
+        if (
+          newListId &&
+          currentListAuthors.value.length > 0 &&
+          isTwitterSource.value
+        ) {
+          await checkAuthorTweetCounts();
+          startPolling();
+        }
+      },
+      { immediate: true },
+    );
+
+    // Also watch for changes in the authors themselves
+    watch(
+      currentListAuthors,
+      async (newAuthors) => {
+        if (newAuthors.length > 0 && isTwitterSource.value) {
+          await checkAuthorTweetCounts();
+          startPolling();
+        } else {
+          stopPolling();
+        }
+      },
+      { immediate: true },
+    );
+
+    // Provide allTweetCountsZero to child components
+    provide("allTweetCountsZero", allTweetCountsZero);
+
+    // Cleanup on unmount
+    onUnmounted(() => {
+      stopPolling();
+    });
+
     const getViewButtonClass = (view) => {
       const baseClass =
         "px-3 py-1 text-sm font-medium rounded-md transition-colors";
@@ -117,6 +381,15 @@ export default {
       views,
       getViewButtonClass,
       handleViewChange,
+      currentListAuthors,
+      displayedAuthors,
+      isTwitterSource,
+      authorsExpanded,
+      toggleAuthorsExpanded,
+      openTwitterProfile,
+      isAuthorLoading,
+      authorTweetCounts,
+      allTweetCountsZero,
     };
   },
 };
diff --git a/packages/omni/frontend/components/RightPanel.vue b/packages/omni/frontend/components/RightPanel.vue
index dd2d12d..4f0215f 100644
--- a/packages/omni/frontend/components/RightPanel.vue
+++ b/packages/omni/frontend/components/RightPanel.vue
@@ -59,9 +59,9 @@
     </div>
 
     <!-- Chat Area -->
-    <div class="flex-1 flex flex-col">
+    <div class="flex-1 flex flex-col min-h-0">
       <!-- Messages -->
-      <div class="flex-1 overflow-y-auto p-4 space-y-4">
+      <div class="flex-1 overflow-y-auto p-4 space-y-4 min-h-0">
         <!-- Empty state when no conversations exist -->
         <div
           v-if="chatStore.conversations.length === 0"
@@ -108,7 +108,12 @@
                   'bg-gray-100 text-gray-900': message.role === 'assistant',
                 }"
               >
-                <p class="text-sm">{{ message.content }}</p>
+                <div
+                  v-if="message.role === 'assistant'"
+                  class="text-sm prose prose-sm max-w-none prose-p:my-2 prose-ul:my-2 prose-ol:my-2 prose-li:my-0"
+                  v-html="renderMarkdown(message.content)"
+                ></div>
+                <p v-else class="text-sm">{{ message.content }}</p>
               </div>
             </div>
           </div>
@@ -154,6 +159,7 @@
 
 <script>
 import { computed, ref, watch, nextTick } from "vue";
+import { marked } from "marked";
 import { useNewChatStore } from "../stores/newChatStore";
 import { useSmartListsStore } from "../stores/smartListsStore";
 
@@ -173,9 +179,35 @@ export default {
     const formatDateRange = (dateRange) => {
       if (!dateRange) return "";
 
+      // Check if both dates are provided and valid
+      if (!dateRange.from && !dateRange.to) {
+        return "All time";
+      }
+
+      // If only one date is provided
+      if (!dateRange.from || !dateRange.to) {
+        const options = { month: "short", day: "numeric", year: "numeric" };
+        if (dateRange.from) {
+          const fromDate = new Date(dateRange.from);
+          if (isNaN(fromDate.getTime())) return "";
+          return `From ${fromDate.toLocaleDateString("en-US", options)}`;
+        }
+        if (dateRange.to) {
+          const toDate = new Date(dateRange.to);
+          if (isNaN(toDate.getTime())) return "";
+          return `Until ${toDate.toLocaleDateString("en-US", options)}`;
+        }
+        return "";
+      }
+
       const fromDate = new Date(dateRange.from);
       const toDate = new Date(dateRange.to);
 
+      // Validate dates
+      if (isNaN(fromDate.getTime()) || isNaN(toDate.getTime())) {
+        return "";
+      }
+
       const options = { month: "short", day: "numeric" };
       const fromFormatted = fromDate.toLocaleDateString("en-US", options);
       const toFormatted = toDate.toLocaleDateString("en-US", options);
@@ -194,6 +226,13 @@ export default {
       chatStore.focusInput();
     };
 
+    const renderMarkdown = (content) => {
+      return marked(content, {
+        breaks: true,
+        gfm: true,
+      });
+    };
+
     // Watch for focus input signal
     watch(
       () => chatStore.shouldFocusInput,
@@ -215,6 +254,7 @@ export default {
       formatDateRange,
       handleSubmit,
       handleNewChat,
+      renderMarkdown,
     };
   },
 };
diff --git a/packages/omni/frontend/components/SmartListListView.vue b/packages/omni/frontend/components/SmartListListView.vue
index 36a8a8e..3ebacb7 100644
--- a/packages/omni/frontend/components/SmartListListView.vue
+++ b/packages/omni/frontend/components/SmartListListView.vue
@@ -81,12 +81,12 @@
             v-if="showYourLists && isListFollowed(list.id)"
             @click="handleUnfollow(list.id)"
             :disabled="loading"
-            class="inline-flex items-center px-3 py-1.5 text-xs font-medium rounded-md text-red-600 bg-red-50 hover:bg-red-100 focus:outline-none focus:ring-2 focus:ring-red-500 disabled:opacity-50 transition-colors"
+            class="inline-flex items-center px-3 py-1.5 text-xs font-medium rounded-md text-gray-600 bg-gray-50 hover:bg-gray-100 focus:outline-none focus:ring-2 focus:ring-gray-500 disabled:opacity-50 transition-colors"
           >
             <span v-if="!loading">Unfollow</span>
             <svg
               v-else
-              class="animate-spin h-3 w-3 text-red-600"
+              class="animate-spin h-3 w-3 text-gray-600"
               xmlns="http://www.w3.org/2000/svg"
               fill="none"
               viewBox="0 0 24 24"
@@ -111,12 +111,12 @@
             v-if="showDeleteButton && !isCommunityList(list)"
             @click="handleDelete(list.id)"
             :disabled="loading"
-            class="inline-flex items-center px-3 py-1.5 text-xs font-medium rounded-md text-gray-600 bg-gray-50 hover:bg-gray-100 focus:outline-none focus:ring-2 focus:ring-gray-500 disabled:opacity-50 transition-colors"
+            class="inline-flex items-center px-3 py-1.5 text-xs font-medium rounded-md text-red-600 bg-red-50 hover:bg-red-100 focus:outline-none focus:ring-2 focus:ring-red-500 disabled:opacity-50 transition-colors"
           >
             <span v-if="!loading">Delete</span>
             <svg
               v-else
-              class="animate-spin h-3 w-3 text-gray-600"
+              class="animate-spin h-3 w-3 text-red-600"
               xmlns="http://www.w3.org/2000/svg"
               fill="none"
               viewBox="0 0 24 24"
@@ -145,6 +145,7 @@
 <script>
 import { ref } from "vue";
 import { useUserStore } from "../stores/userStore";
+import posthog from "posthog-js";
 
 export default {
   name: "SmartListListView",
@@ -239,6 +240,19 @@ export default {
     };
 
     const handleClick = (listId) => {
+      const list = props.lists.find((l) => l.id === listId);
+
+      // Track list navigation in PostHog
+      if (typeof posthog !== "undefined" && posthog.__loaded) {
+        posthog.capture("list_navigated", {
+          list_id: listId,
+          list_name: list?.name,
+          is_community_list: isCommunityList(list),
+          authors: getAuthorsFromList(list),
+          item_count: list?.itemCount,
+        });
+      }
+
       emit("click", listId);
     };
 
diff --git a/packages/omni/frontend/components/WelcomePage.vue b/packages/omni/frontend/components/WelcomePage.vue
index a9e4561..32516d1 100644
--- a/packages/omni/frontend/components/WelcomePage.vue
+++ b/packages/omni/frontend/components/WelcomePage.vue
@@ -266,7 +266,7 @@
 </template>
 
 <script>
-import { computed, ref, onMounted } from "vue";
+import { computed, ref, onMounted, watch } from "vue";
 import { useDataSourcesStore } from "../stores/dataSourcesStore";
 import { useSmartListsStore } from "../stores/smartListsStore";
 import { useNewChatStore } from "../stores/newChatStore";
@@ -322,8 +322,6 @@ export default {
         ...followedCommunityLists,
         ...ownedUnfollowedLists,
       ];
-
-      // return [...ownedLists, ...followedCommunityLists];
     });
 
     // Get community lists (unfollowed lists not created by current user)
@@ -470,13 +468,18 @@ export default {
       await chatStore.updateConversationsForList(listId);
     };
 
-    onMounted(async () => {
-      // Fetch all lists, owned lists, and followed list IDs when component mounts
+    const refreshData = async () => {
       await Promise.all([
         fetchAllLists(),
         fetchMyOwnedLists(),
         fetchFollowedListIds(),
       ]);
+    };
+
+    onMounted(async () => {
+      // Fetch all lists, owned lists, and followed list IDs when component mounts
+      // This will run every time the component is shown (including after creating a list)
+      await refreshData();
     });
 
     return {
diff --git a/packages/omni/frontend/main.js b/packages/omni/frontend/main.js
index abda183..c4a9267 100644
--- a/packages/omni/frontend/main.js
+++ b/packages/omni/frontend/main.js
@@ -2,6 +2,17 @@ import { createApp } from "vue";
 import { createPinia } from "pinia";
 import App from "./App.vue";
 import "./assets/styles.css";
+import posthog from "posthog-js";
+
+// Initialize PostHog only in production
+if (
+  import.meta.env.VITE_POSTHOG_API_KEY &&
+  import.meta.env.MODE === "production"
+) {
+  posthog.init("phc_TropYqZrmdCFGIawoLCB7auDIfBMwjTNJlJbd4EJuQg", {
+    api_host: "https://us.i.posthog.com",
+  });
+}
 
 const app = createApp(App);
 const pinia = createPinia();
diff --git a/packages/omni/frontend/stores/newChatStore.js b/packages/omni/frontend/stores/newChatStore.js
index 5a011d8..4f4a3d7 100644
--- a/packages/omni/frontend/stores/newChatStore.js
+++ b/packages/omni/frontend/stores/newChatStore.js
@@ -1,5 +1,6 @@
 import { defineStore } from "pinia";
 import { apiClient } from "../api/client.js";
+import posthog from "posthog-js";
 
 export const useNewChatStore = defineStore("newChat", {
   state: () => ({
@@ -93,6 +94,17 @@ export const useNewChatStore = defineStore("newChat", {
       this.isLoading = true;
       this.error = null;
 
+      // Track question asking in PostHog
+      if (typeof posthog !== "undefined" && posthog.__loaded) {
+        posthog.capture("question_asked", {
+          question: question,
+          list_id: this.currentListId,
+          is_new_chat: !this.selectedChatId,
+          question_length: question.length,
+          has_context: this.currentChats.length > 0,
+        });
+      }
+
       try {
         // Initialize chats array if it doesn't exist
         if (!this.chatsByList[this.currentListId]) {
diff --git a/packages/omni/frontend/stores/smartListsStore.js b/packages/omni/frontend/stores/smartListsStore.js
index 318cff1..7641728 100644
--- a/packages/omni/frontend/stores/smartListsStore.js
+++ b/packages/omni/frontend/stores/smartListsStore.js
@@ -14,6 +14,12 @@ export const useSmartListsStore = defineStore("smartLists", {
 
     // Cache for list summaries
     summariesCache: {},
+
+    // Loading state for individual list items
+    listItemsLoading: {},
+
+    // Loading start times for progress messages
+    listLoadingStartTimes: {},
   }),
 
   getters: {
@@ -25,6 +31,16 @@ export const useSmartListsStore = defineStore("smartLists", {
       return state.computedItemsCache[state.currentListId] || [];
     },
 
+    isCurrentListLoading: (state) => {
+      if (!state.currentListId) return false;
+      return state.listItemsLoading[state.currentListId] || false;
+    },
+
+    getCurrentListLoadingStartTime: (state) => {
+      if (!state.currentListId) return null;
+      return state.listLoadingStartTimes[state.currentListId] || null;
+    },
+
     currentListSummary: (state) => {
       if (!state.currentListId) return null;
       return state.summariesCache[state.currentListId] || null;
@@ -67,12 +83,19 @@ export const useSmartListsStore = defineStore("smartLists", {
     async fetchListItems(listId) {
       if (!listId) return;
 
+      // Set loading state for this specific list
+      this.listItemsLoading[listId] = true;
+      this.listLoadingStartTimes[listId] = Date.now();
+
       try {
         const items = await apiClient.getSmartListItems(listId);
         this.computedItemsCache[listId] = items;
       } catch (error) {
         console.error(`Failed to fetch items for list ${listId}:`, error);
         this.computedItemsCache[listId] = [];
+      } finally {
+        this.listItemsLoading[listId] = false;
+        delete this.listLoadingStartTimes[listId];
       }
     },
 
@@ -96,7 +119,12 @@ export const useSmartListsStore = defineStore("smartLists", {
 
     async createSmartList(listData) {
       try {
-        const result = await apiClient.createSmartList(listData);
+        // Get current user email from user store
+        const { useUserStore } = await import("./userStore.js");
+        const userStore = useUserStore();
+        const userEmail = userStore.userEmail || "dev@example.com";
+
+        const result = await apiClient.createSmartList(listData, userEmail);
 
         // Refresh the followed smart lists to get the newly created list
         await this.fetchSmartLists();
diff --git a/packages/omni/frontend/stores/userStore.js b/packages/omni/frontend/stores/userStore.js
index e5275ac..2c56aea 100644
--- a/packages/omni/frontend/stores/userStore.js
+++ b/packages/omni/frontend/stores/userStore.js
@@ -1,5 +1,6 @@
 import { defineStore } from "pinia";
 import { apiClient } from "../api/client.js";
+import posthog from "posthog-js";
 
 export const useUserStore = defineStore("user", {
   state: () => ({
@@ -30,6 +31,14 @@ export const useUserStore = defineStore("user", {
           if (user) {
             this.currentUser = user;
             this.isAuthenticated = true;
+
+            // Identify user in PostHog
+            if (typeof posthog !== "undefined" && posthog.__loaded) {
+              posthog.identify(user.id || storedEmail, {
+                email: storedEmail,
+                name: user.name || null,
+              });
+            }
           } else {
             // Clear invalid stored email
             localStorage.removeItem("userEmail");
@@ -64,6 +73,14 @@ export const useUserStore = defineStore("user", {
         // Store in localStorage
         localStorage.setItem("userEmail", email);
 
+        // Identify user in PostHog
+        if (typeof posthog !== "undefined" && posthog.__loaded) {
+          posthog.identify(user.id || email, {
+            email: email,
+            name: user.name || null,
+          });
+        }
+
         // Close login modal
         this.showLoginModal = false;
 
@@ -107,6 +124,14 @@ export const useUserStore = defineStore("user", {
         // Store in localStorage
         localStorage.setItem("userEmail", email);
 
+        // Identify user in PostHog
+        if (typeof posthog !== "undefined" && posthog.__loaded) {
+          posthog.identify(user.id || email, {
+            email: email,
+            name: user.name || null,
+          });
+        }
+
         // Close login modal
         this.showLoginModal = false;
 
diff --git a/packages/omni/justfile b/packages/omni/justfile
index 7194034..0fec9a7 100755
--- a/packages/omni/justfile
+++ b/packages/omni/justfile
@@ -2,9 +2,9 @@
 # Vue.js and FastAPI development commands
 
 
-deploy:
+deploy toolbox_dir="$(cd ../.. && pwd)":
     #!/bin/bash
-    ./deploy_omni.sh
+    TOOLBOX_DIR={{toolbox_dir}} ./deploy_omni.sh
 
 sync-data:
     #!/bin/bash
@@ -14,6 +14,11 @@ sync-summaries:
     #!/bin/bash
     scp -r ~/.twitter-mcp/db.sqlite toolbox-prod:/home/azureuser/.twitter-mcp/db.sqlite
 
+sync-x-credentials:
+    #!/bin/bash
+    ssh toolbox-prod "mkdir -p /home/azureuser/.omni/scraper_data"
+    scp ~/.omni/scraper_data/x_cookies.json toolbox-prod:/home/azureuser/.omni/scraper_data/x_cookies.json
+
 # Kill existing dev processes
 kill-dev:
     #!/bin/bash
@@ -35,6 +40,8 @@ dev:
     trap 'just kill-dev' EXIT
     echo "Starting backend server..."
     export USE_ANTHROPIC=True
+    export USE_CACHED_X_COOKIES=False
+    export USE_MOCK_SUMMARIES=True
     cd omni && python app.py &
     BACKEND_PID=$!
     echo "Backend started with PID: $BACKEND_PID"
diff --git a/packages/omni/omni/app.py b/packages/omni/omni/app.py
index d077886..35e580a 100644
--- a/packages/omni/omni/app.py
+++ b/packages/omni/omni/app.py
@@ -1,8 +1,11 @@
+from contextlib import asynccontextmanager
 from typing import List
 
-from fastapi import FastAPI, HTTPException
+from fastapi import Depends, FastAPI, HTTPException, Request
 from fastapi.middleware.cors import CORSMiddleware
+from toolbox_store.store import ToolboxStore
 
+from omni.data_fetchers.x_fetcher import XDataFetcher
 from omni.db import (
     _get_smart_lists_api_result,
     create_smart_list_from_request,
@@ -14,6 +17,7 @@
     get_my_lists_api_result,
     get_omni_connection,
     get_smart_list_api_result_by_id,
+    get_tweet_store,
     get_user_by_email,
     initialize_dev_user,
     initialize_mock_smart_lists,
@@ -34,7 +38,11 @@
     SmartListAPIResult,
     SmartListCreate,
     SummaryResponse,
+    TweetCountRequest,
+    TweetCountResponse,
     TweetItem,
+    TwitterAccountCheckRequest,
+    TwitterAccountCheckResponse,
     User,
     UserCreate,
 )
@@ -45,9 +53,48 @@
     get_anthropic_completion,
     get_or_generate_smart_list_summary,
 )
-from omni.twitter import query_twitter_data
+from omni.twitter import account_exists, get_guest_token, query_twitter_data
+from omni.vectorstore_queries import get_tweet_counts_by_handles
 
-app = FastAPI(title="Omni API", description="Backend API for Omni application")
+
+def init_app_data():
+    """Initialize database and dev user"""
+    try:
+        # Initialize the dev user for development
+        initialize_dev_user()
+        print("✅ Dev user initialized successfully")
+
+        # Initialize mock smart lists data
+        initialize_mock_smart_lists()
+        print("✅ Mock smart lists initialized successfully")
+    except Exception as e:
+        print(f"⚠️ Failed to initialize startup data: {e}")
+
+
+@asynccontextmanager
+async def lifespan(app: FastAPI):
+    store = get_tweet_store()
+    print(f"Using ToolboxStore at {store.db.db_path}")
+    x_data_fetcher = XDataFetcher()
+    x_data_fetcher.start(
+        download_schedule=settings.x_download_schedule_seconds,
+    )
+    print("Started X downloader")
+    init_app_data()
+    app.state.x_data_fetcher = x_data_fetcher
+    app.state.store = store
+
+    yield
+
+    x_data_fetcher.stop()
+    store.close()
+
+
+app = FastAPI(
+    title="Omni API",
+    description="Backend API for Omni application",
+    lifespan=lifespan,
+)
 
 # Enable CORS
 app.add_middleware(
@@ -60,19 +107,12 @@
 )
 
 
-@app.on_event("startup")
-async def startup_event():
-    """Initialize database and dev user on startup"""
-    try:
-        # Initialize the dev user for development
-        initialize_dev_user()
-        print("✅ Dev user initialized successfully")
+def get_store(request: Request) -> ToolboxStore:
+    return request.app.state.store
 
-        # Initialize mock smart lists data
-        initialize_mock_smart_lists()
-        print("✅ Mock smart lists initialized successfully")
-    except Exception as e:
-        print(f"⚠️ Failed to initialize startup data: {e}")
+
+def get_x_data_fetcher(request: Request) -> XDataFetcher:
+    return request.app.state.x_data_fetcher
 
 
 # Routes
@@ -195,12 +235,18 @@ async def delete_smart_list_endpoint(list_id: int, user_email: str = "dev@exampl
 
 @app.post("/smart-lists")
 async def create_smart_list(
-    list_data: SmartListCreate, user_email: str = "dev@example.com"
+    list_data: SmartListCreate,
+    user_email: str = "dev@example.com",
+    x_data_fetcher: XDataFetcher = Depends(get_x_data_fetcher),
 ):
     """Create a new smart list and auto-follow it"""
     with get_omni_connection() as conn:
         list_id = create_smart_list_from_request(conn, list_data, user_email)
 
+    x_data_fetcher.add_follow_users_job(
+        handles=list_data.get_all_authors(),
+    )
+
     return {
         "message": f"Successfully created and followed list {list_id}",
         "list_id": list_id,
@@ -298,6 +344,26 @@ async def ask_question(list_id: int, request: QuestionRequest):
         return response
 
 
+@app.post("/twitter/check-account", response_model=TwitterAccountCheckResponse)
+async def check_twitter_account(request: TwitterAccountCheckRequest):
+    """Check if a Twitter account exists by handle"""
+    try:
+        cookie_value, expires = get_guest_token()
+        exists = account_exists(request.handle, cookie_value)
+    except Exception:
+        return TwitterAccountCheckResponse(
+            handle=request.handle, exists=False, error_checking=True
+        )
+    return TwitterAccountCheckResponse(handle=request.handle, exists=exists)
+
+
+@app.post("/twitter/tweet-counts", response_model=TweetCountResponse)
+async def get_tweet_counts(request: TweetCountRequest):
+    """Get tweet counts for a list of handles from the vectorstore"""
+    tweet_counts = get_tweet_counts_by_handles(request.handles)
+    return TweetCountResponse(tweet_counts=tweet_counts)
+
+
 if __name__ == "__main__":
     import uvicorn
 
diff --git a/packages/omni/omni/data_fetchers/__init__.py b/packages/omni/omni/data_fetchers/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/packages/omni/omni/data_fetchers/job_queue.py b/packages/omni/omni/data_fetchers/job_queue.py
new file mode 100644
index 0000000..97f7a85
--- /dev/null
+++ b/packages/omni/omni/data_fetchers/job_queue.py
@@ -0,0 +1,207 @@
+import logging
+import queue
+import random
+import time
+from dataclasses import dataclass
+from datetime import datetime, timedelta
+from threading import Thread
+from typing import Callable
+
+logger = logging.getLogger(__name__)
+
+
+@dataclass
+class ScraperJob:
+    func: Callable
+    args: tuple
+    kwargs: dict
+    submitted_at: datetime
+
+
+@dataclass
+class ScraperJobSchedule:
+    next_run: datetime
+    interval: float | tuple[float, float]  # seconds or (min_seconds, max_seconds)
+    func: Callable
+    args: tuple
+    kwargs: dict
+
+
+class DataFetcherJobQueue:
+    def __init__(
+        self,
+        max_job_age: int = 300,
+        max_queue_size: int | None = None,
+        worker_delay: float | tuple[float, float] = 0,
+    ) -> None:
+        """Initialize the DataFetcherJobQueue.
+
+        Args:
+            max_job_age (int, optional):
+                The maximum age of a job in seconds before it is considered stale.
+                Stale jobs will not be executed. Defaults to 300.
+            max_queue_size (int | None, optional):
+                The maximum size of the job queue. Defaults to None (unlimited).
+            worker_delay (float | tuple[float, float], optional): The delay for worker threads. Defaults to 0.
+        """
+        self.max_job_age = max_job_age
+        self.worker_delay = worker_delay
+        self.queue = queue.Queue(maxsize=max_queue_size or 0)
+        self.job_schedules: list[ScraperJobSchedule] = []
+
+        self.running: bool = True
+        self.worker_thread = Thread(target=self._worker, daemon=True)
+        self.scheduler_thread = Thread(target=self._scheduler, daemon=True)
+
+    def start(self) -> None:
+        logger.info("Starting DataFetcherJobQueue threads")
+        self.worker_thread.start()
+        self.scheduler_thread.start()
+
+    def stop(self) -> None:
+        logger.info("Stopping DataFetcherJobQueue")
+        self.running = False
+
+    def _job_is_stale(self, job: ScraperJob) -> bool:
+        return (datetime.now() - job.submitted_at).total_seconds() > self.max_job_age
+
+    def _apply_worker_delay(self) -> None:
+        if isinstance(self.worker_delay, (tuple, list)):
+            delay = random.uniform(self.worker_delay[0], self.worker_delay[1])
+        elif self.worker_delay:
+            delay = self.worker_delay
+        else:
+            return
+        time.sleep(delay)
+
+    def _worker(self) -> None:
+        while self.running:
+            try:
+                job = self.queue.get(timeout=1)
+                if self._job_is_stale(job):
+                    logger.warning(
+                        f"Skipping stale job submitted at {job.submitted_at}"
+                    )
+                    self.queue.task_done()
+                    continue
+                logger.debug(f"Executing job: {job.func.__name__}")
+                job.func(*job.args, **job.kwargs)
+                self.queue.task_done()
+                self._apply_worker_delay()
+            except queue.Empty:
+                continue
+            except Exception as e:
+                logger.error(f"Error executing job: {e}", exc_info=True)
+                self.queue.task_done()
+
+    def _schedule_job(self, job_schedule: ScraperJobSchedule) -> None:
+        now = datetime.now()
+        if now >= job_schedule.next_run:
+            # Queue the job
+            self.add_job(
+                job_schedule.func,
+                job_schedule.args,
+                job_schedule.kwargs,
+                allow_duplicates=False,
+            )
+
+            # Schedule next run with potential randomization
+            if isinstance(job_schedule.interval, tuple):
+                interval_seconds = random.uniform(
+                    job_schedule.interval[0], job_schedule.interval[1]
+                )
+            else:
+                interval_seconds = job_schedule.interval
+
+            job_schedule.next_run = now + timedelta(seconds=interval_seconds)
+
+    def _scheduler(self) -> None:
+        while self.running:
+            for job_schedule in self.job_schedules:
+                self._schedule_job(job_schedule)
+            time.sleep(1)
+
+    def add_job(
+        self,
+        func: Callable,
+        args: tuple = (),
+        kwargs: dict = None,
+        allow_duplicates: bool = True,
+    ) -> ScraperJob | None:
+        """Add immediate job to queue. Returns Job if added, None if deduped.
+
+        Args:
+            func (Callable): The job function to execute.
+            args (tuple, optional): Positional arguments for the job function. Defaults to ().
+            kwargs (dict, optional): Keyword arguments for the job function. Defaults to None.
+            allow_duplicates (bool, optional): Whether to allow duplicate jobs.
+                A job is considered a duplicate if another job with the same function is already in the queue.
+                Args or kwargs are not considered for deduplication.
+                Defaults to True.
+
+        Returns:
+            ScraperJob | None: The created job or None if it was deduplicated.
+        """
+        if kwargs is None:
+            kwargs = {}
+
+        if not allow_duplicates:
+            with self.queue.mutex:
+                for job in list(self.queue.queue):
+                    if job.func == func:
+                        logger.debug(f"Skipping duplicate job: {func.__name__}")
+                        return None
+
+        job = ScraperJob(
+            func=func, args=args, kwargs=kwargs, submitted_at=datetime.now()
+        )
+        self.queue.put(job)
+
+        return job
+
+    def add_schedule(
+        self,
+        func: Callable,
+        interval: float | tuple[float, float],
+        args: tuple = (),
+        kwargs: dict = None,
+        next_run: datetime = None,
+    ) -> None:
+        """Add a recurring job schedule.
+
+        Args:
+            func (Callable): The job function to execute.
+            interval (float | tuple[float, float]): Time interval in seconds (fixed) or (min, max) for randomized interval.
+            args (tuple, optional): Positional arguments for the job function. Defaults to ().
+            kwargs (dict, optional): Keyword arguments for the job function. Defaults to None.
+            next_run (datetime, optional): The next run time for the schedule. Defaults to None.
+        """
+        if kwargs is None:
+            kwargs = {}
+
+        # Calculate initial interval
+        if isinstance(interval, (tuple, list)):
+            if len(interval) != 2 or interval[0] >= interval[1]:
+                raise ValueError(
+                    "Interval tuple must be (min_seconds, max_seconds) with min < max"
+                )
+            interval = tuple(interval)
+            initial_interval = random.uniform(interval[0], interval[1])
+        elif isinstance(interval, (int, float)):
+            if interval <= 0:
+                raise ValueError("Interval must be a positive number")
+            initial_interval = interval
+        else:
+            raise ValueError("Interval must be a float or a tuple of two floats")
+
+        next_run_time = next_run or (
+            datetime.now() + timedelta(seconds=initial_interval)
+        )
+        job_schedule = ScraperJobSchedule(
+            next_run=next_run_time,
+            interval=interval,
+            func=func,
+            args=args,
+            kwargs=kwargs,
+        )
+        self.job_schedules.append(job_schedule)
diff --git a/packages/omni/omni/data_fetchers/x_fetcher.py b/packages/omni/omni/data_fetchers/x_fetcher.py
new file mode 100644
index 0000000..09633be
--- /dev/null
+++ b/packages/omni/omni/data_fetchers/x_fetcher.py
@@ -0,0 +1,478 @@
+import asyncio
+import json
+import random
+import time
+from datetime import datetime
+from functools import partial
+from http.cookiejar import Cookie
+from pathlib import Path
+from typing import Any, Callable
+
+import browser_cookie3
+from playwright.async_api import Browser, BrowserContext, Page, async_playwright
+
+from omni.data_fetchers.job_queue import DataFetcherJobQueue
+from omni.data_fetchers.x_utils import parse_tweets_json, parse_user_tweets_json
+from omni.db import get_tweet_store
+from omni.settings import settings
+from omni.vectorstore_models import Tweet
+
+BASE_DIR = Path.home() / ".omni"
+DATA_FETCHER_DIR = BASE_DIR / "scraper_data"
+COOKIES_FILE = DATA_FETCHER_DIR / "x_cookies.json"
+DATA_DIR = DATA_FETCHER_DIR / "data"
+
+settings.use_cached_x_cookies
+
+
+def cookie_to_playwright_cookie(cookie: Cookie) -> dict:
+    cookie_dict = {
+        "name": cookie.name,
+        "value": cookie.value,
+        "domain": cookie.domain.lstrip("."),  # Playwright expects no leading dot
+        "path": cookie.path,
+        "secure": bool(cookie.secure),
+        "httpOnly": getattr(cookie, "httponly", False)
+        or cookie.get_nonstandard_attr("HttpOnly", False),
+    }
+    # Optional: expires
+    if cookie.expires is not None:
+        cookie_dict["expires"] = cookie.expires
+    return cookie_dict
+
+
+def get_cookies_from_brave() -> list[Cookie]:
+    """Extract auth cookies from browser"""
+    x_cookies = []
+    for c in browser_cookie3.brave(domain_name="x.com"):
+        if c.domain == ".x.com" and c.name in ["auth_token"]:
+            x_cookies.append(c)
+            print("Found x auth_token")
+
+    print(x_cookies)
+    return x_cookies
+
+
+def save_cookies_to_file(cookies: list[dict]) -> None:
+    """Save cookies to a JSON file"""
+    DATA_FETCHER_DIR.mkdir(parents=True, exist_ok=True)
+    with open(COOKIES_FILE, "w") as f:
+        json.dump(cookies, f)
+        print(f"Saved {len(cookies)} cookies to {COOKIES_FILE}")
+
+
+def load_cookies_from_file() -> list[dict] | None:
+    """Load cookies from a JSON file"""
+    if COOKIES_FILE.is_file():
+        with open(COOKIES_FILE, "r") as f:
+            cookies = json.load(f)
+            print(f"Loaded {len(cookies)} cookies from {COOKIES_FILE}")
+            return cookies
+    return
+
+
+def get_cookies_for_playwright(
+    use_cached_x_cookies: bool = settings.use_cached_x_cookies,
+) -> list[dict]:
+    """Get cookies in Playwright format"""
+    cookies = load_cookies_from_file()
+    if cookies is not None and use_cached_x_cookies:
+        return cookies
+
+    x_cookies = get_cookies_from_brave()
+    cookies = [cookie_to_playwright_cookie(c) for c in x_cookies]
+
+    save_cookies_to_file(cookies)
+    return cookies
+
+
+async def setup_browser(
+    x_cookies: list[dict],
+    headless: bool = False,
+) -> tuple[Browser, BrowserContext, Page]:
+    """Setup browser with authentication cookies"""
+
+    p = await async_playwright().start()
+    browser = await p.chromium.launch(headless=headless)
+    context = await browser.new_context()
+
+    # Set cookies before navigating
+    await context.add_cookies(x_cookies)
+
+    # Print all cookies currently in the context
+    cookies_in_context = await context.cookies()
+    print("All cookies in context after setting:")
+    for cookie in cookies_in_context:
+        print(cookie)
+
+    page = await context.new_page()
+
+    return browser, context, page
+
+
+def save_home_timeline(json_data: Any) -> None:
+    """Default save function for timeline data"""
+
+    dt_str = datetime.now().strftime("%Y%m%d_%H%M%S")
+    filename = f"home_latest_timeline_{dt_str}.json"
+    output_path = DATA_DIR / filename
+    output_path.parent.mkdir(parents=True, exist_ok=True)
+    with open(output_path, "w") as f:
+        json.dump(json_data, f)
+    print(f"Saved JSON to {filename}")
+
+
+def is_home_timeline_url(url: str) -> bool:
+    """Check if URL is a home timeline API endpoint"""
+    if "graphql" in url and ("HomeLatestTimeline" in url or "HomeTimeline" in url):
+        return True
+    return False
+
+
+async def scroll_vertical_mousewheel(
+    page: Page,
+    duration: int,
+    distance_range: tuple[int, int] = (200, 1000),
+    delay_range: tuple[float, float] = (1, 5),
+):
+    start_time = time.time()
+
+    while time.time() - start_time < duration:
+        scroll_distance = random.randint(*distance_range)
+        await page.mouse.wheel(0, scroll_distance)
+        await asyncio.sleep(random.uniform(*delay_range))
+
+
+async def handle_request(request, save_fn):
+    """Intercept and save timeline API responses"""
+    if is_home_timeline_url(request.url):
+        response = await request.response()
+        if response is not None:
+            try:
+                json_data = await response.json()
+                timeline_tweets = parse_tweets_json(json_data)
+                save_fn(timeline_tweets)
+            except Exception as e:
+                print(f"Failed to parse and store JSON from response: {e}")
+        print("API call to HomeLatestTimeline")
+
+    elif is_usertweet_url(request.url):
+        response = await request.response()
+        if response is not None:
+            try:
+                json_data = await response.json()
+                user_tweets = parse_user_tweets_json(json_data)
+                print(f"Got {len(user_tweets)} tweets")
+                save_fn(user_tweets)
+                print(f"Stored {len(user_tweets)} tweets from user timeline")
+            except Exception as e:
+                print(f"Failed to parse and store JSON from response: {e}")
+        print("API call to UserTweets")
+
+
+async def fetch_timeline(
+    page: Page,
+    duration: int = 60,
+):
+    """Fetch timeline data from X/Twitter"""
+
+    # Navigate to X.com
+    await page.goto("https://x.com")
+    await asyncio.sleep(3)
+
+    # Click "Following" to switch to chronological timeline
+    following_span = await page.query_selector("span:has-text('Following')")
+    if following_span:
+        await click_element_human_like(page, following_span)
+        print("Clicked the 'Following' button.")
+    else:
+        print("Could not find the 'Following' button.")
+
+    # Keep scraping for specified duration
+    await scroll_vertical_mousewheel(page, duration)
+
+
+async def click_element_human_like(page: Page, element):
+    """Click a button with human-like mouse movement"""
+    box = await element.bounding_box()
+    if box:
+        x = box["x"] + box["width"] / 2 + random.uniform(-5, 5)
+        y = box["y"] + box["height"] / 2 + random.uniform(-5, 5)
+
+        # Move and click
+        await page.mouse.move(x, y)
+        await asyncio.sleep(random.uniform(0.1, 0.3))
+        await page.mouse.click(x, y)
+        return True
+    return False
+
+
+async def get_follow_button(page: Page, handle: str):
+    """Get the follow button element for a specific user by their handle"""
+    username = handle.lstrip("@").lower()
+
+    # Use evaluate to find button with case-insensitive matching
+    follow_button = await page.evaluate_handle(
+        """
+        (username) => {
+            const buttons = document.querySelectorAll('[data-testid*="-follow"]:not([data-testid*="-unfollow"])');
+            for (const button of buttons) {
+                const ariaLabel = button.getAttribute('aria-label');
+                if (ariaLabel && ariaLabel.toLowerCase().includes('@' + username)) {
+                    return button;
+                }
+            }
+            return null;
+        }
+    """,
+        username,
+    )
+
+    # Convert handle to element or return None
+    element = follow_button.as_element() if follow_button else None
+    return element
+
+
+async def get_unfollow_button(page: Page, handle: str):
+    """Get the unfollow button element for a specific user by their handle"""
+    username = handle.lstrip("@").lower()
+
+    # Use evaluate to find button with case-insensitive matching
+    unfollow_button = await page.evaluate_handle(
+        """
+        (username) => {
+            const buttons = document.querySelectorAll('[data-testid*="-unfollow"]');
+            for (const button of buttons) {
+                const ariaLabel = button.getAttribute('aria-label');
+                if (ariaLabel && ariaLabel.toLowerCase().includes('@' + username)) {
+                    return button;
+                }
+            }
+            return null;
+        }
+    """,
+        username,
+    )
+
+    # Convert handle to element or return None
+    element = unfollow_button.as_element() if unfollow_button else None
+    return element
+
+
+def is_usertweet_url(url: str) -> bool:
+    """Check if URL is a home timeline API endpoint"""
+    if "graphql" in url and ("UserTweets" in url):
+        return True
+    return False
+
+
+async def follow_user(
+    page: Page,
+    handle: str,
+):
+    """Follow a specific user by their handle"""
+
+    # Navigate to user's profile
+    profile_url = f"https://x.com/{handle.lstrip('@')}"
+    await page.goto(profile_url)
+    await asyncio.sleep(3)
+
+    # Find follow button for this specific user using partial aria-label (for localization)
+    follow_button = await get_follow_button(page, handle)
+
+    if follow_button:
+        clicked = await click_element_human_like(page, follow_button)
+        if clicked:
+            # Wait and verify
+            await asyncio.sleep(random.uniform(1.5, 3))
+            following_button = await get_unfollow_button(page, handle)
+            if following_button:
+                print(f"Successfully followed {handle}")
+            else:
+                print(f"Follow may have failed for {handle}")
+    elif await get_unfollow_button(page, handle):
+        print(f"Already following {handle}")
+    else:
+        print(f"Could not find follow button for {handle}, user may not exist.")
+
+
+async def follow_users(
+    page: Page, handles: list[str], delay_range: tuple[float, float] = (2, 5)
+):
+    """Follow multiple users with random delays between each"""
+
+    for i, handle in enumerate(handles):
+        print(f"\n[{i + 1}/{len(handles)}] Processing {handle}")
+        await follow_user(page, handle)
+
+        # Add random delay between follows (except after the last one)
+        if i < len(handles) - 1:
+            delay = random.uniform(delay_range[0], delay_range[1])
+            print(f"Waiting {delay:.1f} seconds before next follow...")
+            await asyncio.sleep(delay)
+
+    print(f"\nCompleted processing {len(handles)} handles")
+
+
+async def run_x_fetcher(
+    fetch_timeline_duration: int = 0,
+    handles_to_follow: list[str] = None,
+    headless: bool = False,
+    timeline_save_fn: Callable[[Any], None] = save_home_timeline,
+):
+    """Run the X data fetcher.
+
+    Args:
+        fetch_timeline_duration (int, optional): Duration to fetch the timeline. Defaults to None.
+        handles_to_follow (list[str], optional): List of user handles to follow. Defaults to None.
+        headless (bool, optional): Run browser in headless mode. Defaults to False.
+    """
+
+    if not fetch_timeline_duration and not handles_to_follow:
+        print("Nothing to do, exiting.")
+        return
+
+    # Get auth cookies
+    cookies = get_cookies_for_playwright()
+    if not cookies:
+        print("No auth cookies found. Please login to X.com in your browser first.")
+        return
+
+    # Setup browser with cookies
+    browser, context, page = await setup_browser(cookies, headless=headless)
+
+    page.on("request", partial(handle_request, save_fn=timeline_save_fn))
+
+    try:
+        if handles_to_follow:
+            await follow_users(page, handles_to_follow)
+        if fetch_timeline_duration:
+            if handles_to_follow:
+                print("Waiting before starting timeline fetching...")
+                await asyncio.sleep(random.uniform(2, 5))
+            await fetch_timeline(
+                page,
+                fetch_timeline_duration,
+            )
+
+    finally:
+        await browser.close()
+
+
+def save_tweets_to_file(json_data: Any) -> None:
+    """Default save function for timeline data"""
+
+    dt_str = datetime.now().strftime("%Y%m%d_%H%M%S")
+    filename = f"home_latest_timeline_{dt_str}.json"
+    output_path = DATA_DIR / filename
+    output_path.parent.mkdir(parents=True, exist_ok=True)
+    with open(output_path, "w") as f:
+        json.dump(json_data, f)
+    print(f"Saved JSON to {filename}")
+
+
+def save_tweets_to_store(tweets: list[Tweet]) -> None:
+    if tweets:
+        # NOTE tweet store is initialized here because sqlite3 is not
+        # thread-safe.
+        store = get_tweet_store()
+        store.insert_docs(
+            tweets,
+            create_embeddings=True,
+            overwrite=True,
+        )
+        store.close()
+        print(f"Saved {len(tweets)} tweets to store.")
+    else:
+        print("No tweets found in JSON data")
+
+
+class XDataFetcher(DataFetcherJobQueue):
+    def __init__(
+        self,
+        max_job_age=300,
+        max_queue_size=None,
+        worker_delay=0,
+        headless: bool = True,
+        timeline_save_fn: Callable[[Any], None] = save_tweets_to_store,
+    ):
+        super().__init__(max_job_age, max_queue_size, worker_delay)
+        self.headless = headless
+        self.timeline_save_fn = timeline_save_fn
+
+    def start(
+        self,
+        download_schedule: int | tuple[int, int] | None = None,
+    ) -> None:
+        """Start the data fetcher, with optional regular timeline downloading.
+
+        Args:
+            download_schedule (int | tuple[int, int] | None, optional): Interval in seconds or
+                (min, max) tuple for random interval. If None, no scheduled downloading. Defaults to None.
+
+        """
+        if download_schedule:
+            self.add_schedule(
+                func=self._fetch_timeline_job,
+                interval=download_schedule,
+                kwargs={"fetch_timeline_duration": 60},
+            )
+
+        return super().start()
+
+    def add_follow_users_job(
+        self, handles: list[str], fetch_timeline_duration: int = 0
+    ):
+        self.add_job(
+            func=self._follow_users_job,
+            kwargs={
+                "handles": handles,
+                "fetch_timeline_duration": fetch_timeline_duration,
+            },
+        )
+
+    def add_fetch_timeline_job(self, fetch_timeline_duration: int = 30):
+        # allow_duplicates=False to avoid multiple timeline fetches in queue
+        self.add_job(
+            func=self._fetch_timeline_job,
+            kwargs={"fetch_timeline_duration": fetch_timeline_duration},
+            allow_duplicates=False,
+            timeline_save_fn=self.timeline_save_fn,
+        )
+
+    def _fetch_timeline_job(self, fetch_timeline_duration: int = 30):
+        asyncio.run(
+            run_x_fetcher(
+                fetch_timeline_duration=fetch_timeline_duration,
+                handles_to_follow=None,
+                headless=self.headless,
+                timeline_save_fn=self.timeline_save_fn,
+            )
+        )
+
+    def _follow_users_job(self, handles: list[str], fetch_timeline_duration: int = 0):
+        asyncio.run(
+            run_x_fetcher(
+                fetch_timeline_duration=fetch_timeline_duration,
+                handles_to_follow=handles,
+                headless=self.headless,
+                timeline_save_fn=self.timeline_save_fn,
+            )
+        )
+
+
+if __name__ == "__main__":
+    scraper = XDataFetcher(
+        headless=False,
+    )
+    scraper.start()
+
+    # Example: follow specific users once
+    handles_to_follow = [
+        "openai",
+    ]
+    # scraper.add_scrape_timeline_job(scrape_timeline_duration=30)
+    scraper.add_follow_users_job(handles=handles_to_follow, fetch_timeline_duration=10)
+
+    time.sleep(300)
+    scraper.stop()
diff --git a/packages/omni/omni/data_fetchers/x_utils.py b/packages/omni/omni/data_fetchers/x_utils.py
new file mode 100644
index 0000000..58fbb04
--- /dev/null
+++ b/packages/omni/omni/data_fetchers/x_utils.py
@@ -0,0 +1,66 @@
+from typing import Any
+
+from omni.vectorstore_models import Tweet
+
+
+def parse_user_tweets_json(data: Any) -> list[Tweet]:
+    """Parse tweets from JSON data structure."""
+    instructions = (
+        data.get("data", {})
+        .get("user", {})
+        .get("result", {})
+        .get("timeline", {})
+        .get("timeline", {})
+        .get("instructions", [])
+    )
+    return parse_tweets_from_instructions(instructions)
+
+
+def parse_tweets_json(data: Any) -> list[Tweet]:
+    """Parse tweets from JSON data structure."""
+
+    # Navigate through the JSON structure and find all tweet_results
+    # data user result timeline timeline instructions
+    instructions = (
+        data.get("data", {})
+        .get("home", {})
+        .get("home_timeline_urt", {})
+        .get("instructions", [])
+    )
+    return parse_tweets_from_instructions(instructions)
+
+
+def parse_tweets_from_instructions(instructions: list[Any]) -> list[Tweet]:
+    all_tweets = []
+    seen_tweet_ids = set()
+    for instruction in instructions:
+        if instruction.get("type") != "TimelineAddEntries":
+            continue
+
+        entries = instruction.get("entries", [])
+
+        for entry in entries:
+            content = entry.get("content", {})
+            # Handle conversation entries (TimelineTimelineModule)
+            if content.get("entryType") == "TimelineTimelineModule":
+                items = content.get("items", [])
+                for item in items:
+                    item_content = item.get("item", {}).get("itemContent", {})
+                    if item_content.get("itemType") == "TimelineTweet":
+                        tweet_results = item_content.get("tweet_results", {})
+                        tweet = Tweet.from_instruction_entry(tweet_results)
+                        if tweet and tweet.tweet_id not in seen_tweet_ids:
+                            seen_tweet_ids.add(tweet.tweet_id)
+                            all_tweets.append(tweet)
+
+            # Handle direct tweet entries (TimelineTimelineItem)
+            elif content.get("entryType") == "TimelineTimelineItem":
+                item_content = content.get("itemContent", {})
+                if item_content.get("itemType") == "TimelineTweet":
+                    tweet_results = item_content.get("tweet_results", {})
+                    tweet = Tweet.from_instruction_entry(tweet_results)
+                    if tweet and tweet.tweet_id not in seen_tweet_ids:
+                        seen_tweet_ids.add(tweet.tweet_id)
+                        all_tweets.append(tweet)
+
+    return all_tweets
diff --git a/packages/omni/omni/models.py b/packages/omni/omni/models.py
index 64dac8e..9166f07 100644
--- a/packages/omni/omni/models.py
+++ b/packages/omni/omni/models.py
@@ -168,6 +168,12 @@ class SmartListCreate(BaseModel):
     name: str
     listSources: List[ListSource]
 
+    def get_all_authors(self) -> list[str]:
+        authors = set()
+        for source in self.listSources:
+            authors.update(source.filters.authors)
+        return list(authors)
+
 
 class TweetItem(BaseModel):
     id: Union[
@@ -224,3 +230,21 @@ class User(BaseModel):
     def from_sql_row(cls, row):
         """Create User instance from SQLite row"""
         return cls(id=row[0], email=row[1], created_at=row[2])
+
+
+class TwitterAccountCheckRequest(BaseModel):
+    handle: str
+
+
+class TwitterAccountCheckResponse(BaseModel):
+    handle: str
+    exists: bool
+    error_checking: bool = False
+
+
+class TweetCountRequest(BaseModel):
+    handles: List[str]
+
+
+class TweetCountResponse(BaseModel):
+    tweet_counts: Dict[str, int]
diff --git a/packages/omni/omni/settings.py b/packages/omni/omni/settings.py
index 745064d..dcbf451 100644
--- a/packages/omni/omni/settings.py
+++ b/packages/omni/omni/settings.py
@@ -3,6 +3,13 @@
 
 class Settings(BaseSettings):
     use_anthropic: bool = False
+    use_mock_summaries: bool = False
+
+    x_download_schedule_seconds: int | tuple[int, int] | None = [
+        7200,
+        14400,
+    ]  # every 2-4 hours
+    use_cached_x_cookies: bool = True
 
 
 settings = Settings()
diff --git a/packages/omni/omni/summaries.py b/packages/omni/omni/summaries.py
index 8f4d81a..0903a5d 100644
--- a/packages/omni/omni/summaries.py
+++ b/packages/omni/omni/summaries.py
@@ -8,12 +8,14 @@
 import requests
 
 from omni.db import get_omni_connection
+from omni.models import SummaryResponse
 from omni.settings import settings
 from omni.vectorstore_queries import (
     search_tweets,
 )
 
-CLAUDE_MODEL = "claude-opus-4-1-20250805"
+# CLAUDE_MODEL = "claude-opus-4-1-20250805"
+ANTRHOPIC_MODEL = "claude-sonnet-4-5-20250929"
 
 
 def get_ollama_completion(prompt, model="llama3.2:1b"):
@@ -54,7 +56,7 @@ def get_anthropic_completion(prompt):
 
         client = anthropic.Anthropic(api_key=api_key)
         response = client.messages.create(
-            model=CLAUDE_MODEL,
+            model=ANTRHOPIC_MODEL,
             max_tokens=1000,
             messages=[{"role": "user", "content": prompt}],
         )
@@ -91,8 +93,11 @@ def generate_summary(query_text, tweets_text):
         print("Using Anthropic")
         summary = get_anthropic_completion(prompt)
         if summary:
-            return summary, CLAUDE_MODEL
+            return summary, ANTRHOPIC_MODEL
         print("Anthropic failed, falling back to Ollama")
+    elif settings.use_mock_summaries:
+        print("Using mock summary")
+        return "Mock summary", "mock"
 
     # Default to Ollama
     summary = get_ollama_completion(prompt)
@@ -122,8 +127,11 @@ def get_intended_model():
     """Get the model that will be used for summary generation"""
 
     if settings.use_anthropic:
-        return "claude-3-haiku-20240307"
-    return "llama3.2:1b"
+        return ANTRHOPIC_MODEL
+    elif settings.use_mock_summaries:
+        return "mock"
+    else:
+        return "llama3.2:1b"
 
 
 def generate_filters_hash(list_source):
@@ -177,9 +185,12 @@ def _generate_smart_list_summary_internal(list_source):
     if not authors:
         return "No authors specified for summary.", None
 
-    # Parse date range
-    start_date = datetime.fromisoformat(filters["dateRange"]["from"])
-    end_date = datetime.fromisoformat(filters["dateRange"]["to"])
+    # Parse date range - handle empty dates
+    date_from = filters["dateRange"].get("from", "")
+    date_to = filters["dateRange"].get("to", "")
+
+    start_date = datetime.fromisoformat(date_from) if date_from else None
+    end_date = datetime.fromisoformat(date_to) if date_to else None
 
     # Get RAG query text (only if query is provided and not empty)
     query_text = None
@@ -215,13 +226,15 @@ def _generate_smart_list_summary_internal(list_source):
         return "Unable to generate summary due to an error.", None
 
 
-def get_or_generate_smart_list_summary(list_id, list_source):
+def get_or_generate_smart_list_summary(list_id, list_source) -> SummaryResponse:
     """Get cached summary or generate new one (async if needed)"""
 
     filters_hash = generate_filters_hash(list_source)
 
-    cached = get_cached_summary(list_id, filters_hash)
+    # Get cached summary, excluding errors (will automatically get latest non-error)
+    cached = get_cached_summary(list_id, filters_hash, include_errors=False)
 
+    # If we have a valid cached summary, return it
     if cached:
         print("Getting cached summary")
         summary, status, model = cached
@@ -229,13 +242,14 @@ def get_or_generate_smart_list_summary(list_id, list_source):
         # If we have a cached result but no model info, update it with intended model for generating status
         if status == "generating" and model is None:
             intended_model = get_intended_model()
-            return {"summary": summary, "status": status, "model": intended_model}
+            return SummaryResponse(summary=summary, status=status, model=intended_model)
 
-        return {"summary": summary, "status": status, "model": model}
+        return SummaryResponse(summary=summary, status=status, model=model)
     else:
-        print("Geneting new summary")
+        # No valid cached summary - regenerate
+        print("Generating new summary")
 
-        # No cached summary, start async generation
+        # Start async generation
         intended_model = get_intended_model()
         thread = threading.Thread(
             target=generate_summary_async, args=(list_id, list_source, filters_hash)
@@ -243,20 +257,50 @@ def get_or_generate_smart_list_summary(list_id, list_source):
         thread.daemon = True
         thread.start()
 
-        return {"summary": "", "status": "generating", "model": intended_model}
+        return SummaryResponse(summary="", status="generating", model=intended_model)
 
 
 # Summary cache management (using the same SQLite tables for now)
-def get_cached_summary(list_id: int, filters_hash: str) -> Optional[tuple]:
-    """Get cached summary if available"""
+def get_cached_summary(
+    list_id: int, filters_hash: str, include_errors: bool = False
+) -> Optional[tuple]:
+    """Get cached summary if available
+
+    Args:
+        list_id: The list ID
+        filters_hash: The filters hash
+        include_errors: If True, returns summaries even if status is 'error'.
+                       If False, only returns non-error summaries.
+
+    Returns:
+        Tuple of (summary, status, model) or None
+    """
 
     try:
         with get_omni_connection() as conn:
             cursor = conn.cursor()
-            cursor.execute(
-                "SELECT summary, status, model FROM smart_list_summaries WHERE list_id = ? AND filters_hash = ?",
-                (list_id, filters_hash),
-            )
+
+            if include_errors:
+                # Return any cached summary, ordered by most recent
+                cursor.execute(
+                    """SELECT summary, status, model
+                       FROM smart_list_summaries
+                       WHERE list_id = ? AND filters_hash = ?
+                       ORDER BY updated_at DESC
+                       LIMIT 1""",
+                    (list_id, filters_hash),
+                )
+            else:
+                # Only return non-error summaries, ordered by most recent
+                cursor.execute(
+                    """SELECT summary, status, model
+                       FROM smart_list_summaries
+                       WHERE list_id = ? AND filters_hash = ? AND status != 'error'
+                       ORDER BY updated_at DESC
+                       LIMIT 1""",
+                    (list_id, filters_hash),
+                )
+
             result = cursor.fetchone()
             return result if result else None
     except Exception as e:
diff --git a/packages/omni/omni/twitter.py b/packages/omni/omni/twitter.py
index 44c096f..0be79a5 100644
--- a/packages/omni/omni/twitter.py
+++ b/packages/omni/omni/twitter.py
@@ -1,11 +1,18 @@
 from datetime import datetime
 
+import httpx
+import requests
+from cachetools import TTLCache, cached
+
 from omni.vectorstore_queries import (
     search_tweets,
 )
 
+TEN_DAYS_IN_SECONDS = 10 * 24 * 60 * 60
+twitter_guest_token_cache = TTLCache(maxsize=100, ttl=TEN_DAYS_IN_SECONDS)
+
 
-def query_twitter_data(list_source):
+def query_twitter_data(list_source) -> list[dict]:
     """Query Twitter data based on list source filters"""
 
     filters = list_source.filters
@@ -54,3 +61,56 @@ def query_twitter_data(list_source):
         traceback.print_exc()
         # print(f"Error querying Twitter data: {e}")
         return []
+
+
+@cached(twitter_guest_token_cache)
+def get_guest_token():
+    url = "https://twitter.com"
+
+    with httpx.Client() as client:
+        response = client.get(url)
+
+        for cookie in response.cookies.jar:
+            if cookie.name == "guest_id":
+                cookie_value = cookie.value
+                expires = cookie.expires
+                break
+
+    return cookie_value, expires
+
+
+def account_exists(handle: str, cookie_value: str) -> bool:
+    handle_url_encoded = handle.replace("@", "")
+
+    url = f"https://api.x.com/graphql/96tVxbPqMZDoYB5pmzezKA/UserByScreenName?variables=%7B%22screen_name%22%3A%22{handle_url_encoded}%22%2C%22withGrokTranslatedBio%22%3Afalse%7D&features=%7B%22hidden_profile_subscriptions_enabled%22%3Atrue%2C%22payments_enabled%22%3Afalse%2C%22profile_label_improvements_pcf_label_in_post_enabled%22%3Atrue%2C%22rweb_tipjar_consumption_enabled%22%3Atrue%2C%22verified_phone_label_enabled%22%3Afalse%2C%22subscriptions_verification_info_is_identity_verified_enabled%22%3Atrue%2C%22subscriptions_verification_info_verified_since_enabled%22%3Atrue%2C%22highlights_tweets_tab_ui_enabled%22%3Atrue%2C%22responsive_web_twitter_article_notes_tab_enabled%22%3Atrue%2C%22subscriptions_feature_can_gift_premium%22%3Atrue%2C%22creator_subscriptions_tweet_preview_api_enabled%22%3Atrue%2C%22responsive_web_graphql_skip_user_profile_image_extensions_enabled%22%3Afalse%2C%22responsive_web_graphql_timeline_navigation_enabled%22%3Atrue%7D&fieldToggles=%7B%22withAuxiliaryUserLabels%22%3Atrue%7D"
+
+    headers = {
+        "accept": "*/*",
+        "accept-language": "en-GB,en;q=0.9",
+        "authorization": "Bearer AAAAAAAAAAAAAAAAAAAAANRILgAAAAAAnNwIzUejRCOuH5E6I8xnZz4puTs%3D1Zv7ttfk8LF81IUq16cHjhLTvJu4FA33AGWWjCpTnA",
+        "cache-control": "no-cache",
+        "content-type": "application/json",
+        "origin": "https://x.com",
+        "pragma": "no-cache",
+        "priority": "u=1, i",
+        "referer": "https://x.com/",
+        "sec-ch-ua": '"Chromium";v="140", "Not=A?Brand";v="24", "Brave";v="140"',
+        "sec-ch-ua-mobile": "?0",
+        "sec-ch-ua-platform": '"macOS"',
+        "sec-fetch-dest": "empty",
+        "sec-fetch-mode": "cors",
+        "sec-fetch-site": "same-site",
+        "sec-gpc": "1",
+        "user-agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/140.0.0.0 Safari/537.36",
+        "x-client-transaction-id": "zcVrDRSIRWct0CXT5dceAT2N5xwliK+Nxkijb3TPCA16/oa44aGUkRBDP/wJm87H9A+kSckr/RdWjvO/n/ktx/La3vPEzg",
+        "x-guest-token": cookie_value,
+        "x-twitter-active-user": "yes",
+        "x-twitter-client-language": "en-GB",
+        # "x-xp-forwarded-for": "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",
+    }
+
+    response = requests.get(url, headers=headers)
+    if response.json().get("data") == {}:
+        return False
+    else:
+        return True
diff --git a/packages/omni/omni/vectorstore_queries.py b/packages/omni/omni/vectorstore_queries.py
index 7738b2e..410fdcc 100644
--- a/packages/omni/omni/vectorstore_queries.py
+++ b/packages/omni/omni/vectorstore_queries.py
@@ -76,7 +76,8 @@ def convert_tweet_to_item(tweet, similarity_score=None):
                 max_doc_score = max(chunk.score for chunk in doc.chunks)
                 if max_doc_score >= similarity_threshold:
                     documents.append(doc)
-            print("got documents", len(documents))
+                    similarities.append(max_doc_score)
+
         else:
             similarities = [None for _ in documents]
 
@@ -117,3 +118,44 @@ def get_author_count() -> int:
     except Exception as e:
         print(f"Error getting author count: {e}")
         return 0
+
+
+def get_tweet_counts_by_handles(handles: List[str]) -> dict[str, int]:
+    """Get tweet counts for a list of handles"""
+    store = get_tweet_store()
+    try:
+        # Clean handles by removing @ prefix if present
+        clean_handles = [handle.lstrip("@") for handle in handles]
+
+        # Build query to count tweets for each handle
+        results = {}
+
+        # Initialize all handles with 0 count
+        for handle in clean_handles:
+            results[handle] = 0
+
+        # Query the database directly for efficient counting
+        if clean_handles:
+            placeholders = ",".join("?" * len(clean_handles))
+            # only include tweets that have a vector embedding, otherwise we shouldnt count them
+            query = f"""
+                SELECT
+                    json_extract(d.author, '$.screen_name') AS screen_name,
+                    COUNT(*) AS tweet_count
+                FROM {store.db.documents_table} d
+                INNER JOIN {store.db.chunks_table} c
+                    ON d.id = c.document_id
+                WHERE json_extract(d.author, '$.screen_name') IN ({placeholders})
+                GROUP BY json_extract(d.author, '$.screen_name')
+            """
+
+            cursor = store.db.conn.execute(query, clean_handles)
+            for screen_name, count in cursor.fetchall():
+                if screen_name in results:
+                    results[screen_name] = count
+
+        return results
+    except Exception as e:
+        print(f"Error getting tweet counts by handles: {e}")
+        # Return zeros for all handles on error
+        return {handle.lstrip("@"): 0 for handle in handles}
diff --git a/packages/omni/package-lock.json b/packages/omni/package-lock.json
new file mode 100644
index 0000000..1363a88
--- /dev/null
+++ b/packages/omni/package-lock.json
@@ -0,0 +1,2785 @@
+{
+  "name": "omni",
+  "version": "0.1.0",
+  "lockfileVersion": 3,
+  "requires": true,
+  "packages": {
+    "": {
+      "name": "omni",
+      "version": "0.1.0",
+      "dependencies": {
+        "@tailwindcss/typography": "^0.5.19",
+        "marked": "^16.3.0",
+        "pinia": "^2.1.0",
+        "posthog-js": "^1.268.8",
+        "vue": "^3.4.0"
+      },
+      "devDependencies": {
+        "@vitejs/plugin-vue": "^5.0.0",
+        "autoprefixer": "^10.4.0",
+        "postcss": "^8.4.0",
+        "tailwindcss": "^3.4.0",
+        "vite": "^5.0.0"
+      }
+    },
+    "node_modules/@alloc/quick-lru": {
+      "version": "5.2.0",
+      "resolved": "https://registry.npmjs.org/@alloc/quick-lru/-/quick-lru-5.2.0.tgz",
+      "integrity": "sha512-UrcABB+4bUrFABwbluTIBErXwvbsU/V7TZWfmbgJfbkwiBuziS9gxdODUyuiecfdGQ85jglMW6juS3+z5TsKLw==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=10"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/sindresorhus"
+      }
+    },
+    "node_modules/@babel/helper-string-parser": {
+      "version": "7.27.1",
+      "resolved": "https://registry.npmjs.org/@babel/helper-string-parser/-/helper-string-parser-7.27.1.tgz",
+      "integrity": "sha512-qMlSxKbpRlAridDExk92nSobyDdpPijUq2DW6oDnUqd0iOGxmQjyqhMIihI9+zv4LPyZdRje2cavWPbCbWm3eA==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/helper-validator-identifier": {
+      "version": "7.27.1",
+      "resolved": "https://registry.npmjs.org/@babel/helper-validator-identifier/-/helper-validator-identifier-7.27.1.tgz",
+      "integrity": "sha512-D2hP9eA+Sqx1kBZgzxZh0y1trbuU+JoDkiEwqhQ36nodYqJwyEIhPSdMNd7lOm/4io72luTPWH20Yda0xOuUow==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/parser": {
+      "version": "7.28.4",
+      "resolved": "https://registry.npmjs.org/@babel/parser/-/parser-7.28.4.tgz",
+      "integrity": "sha512-yZbBqeM6TkpP9du/I2pUZnJsRMGGvOuIrhjzC1AwHwW+6he4mni6Bp/m8ijn0iOuZuPI2BfkCoSRunpyjnrQKg==",
+      "license": "MIT",
+      "dependencies": {
+        "@babel/types": "^7.28.4"
+      },
+      "bin": {
+        "parser": "bin/babel-parser.js"
+      },
+      "engines": {
+        "node": ">=6.0.0"
+      }
+    },
+    "node_modules/@babel/types": {
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+          "url": "https://tidelift.com/funding/github/npm/browserslist"
+        },
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+          "url": "https://github.com/sponsors/ai"
+        }
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+      },
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+        "less": "*",
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+        "sass": "*",
+        "sass-embedded": "*",
+        "stylus": "*",
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+        },
+        "sass": {
+          "optional": true
+        },
+        "sass-embedded": {
+          "optional": true
+        },
+        "stylus": {
+          "optional": true
+        },
+        "sugarss": {
+          "optional": true
+        },
+        "terser": {
+          "optional": true
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+        "@vue/compiler-sfc": "3.5.22",
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+        "@vue/server-renderer": "3.5.22",
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+      "hasInstallScript": true,
+      "license": "MIT",
+      "bin": {
+        "vue-demi-fix": "bin/vue-demi-fix.js",
+        "vue-demi-switch": "bin/vue-demi-switch.js"
+      },
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+        "node": ">=12"
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+        "url": "https://github.com/sponsors/antfu"
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+      "license": "ISC",
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+        "isexe": "^2.0.0"
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+      "license": "MIT",
+      "dependencies": {
+        "ansi-regex": "^5.0.1"
+      },
+      "engines": {
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+      }
+    },
+    "node_modules/yaml": {
+      "version": "2.8.1",
+      "resolved": "https://registry.npmjs.org/yaml/-/yaml-2.8.1.tgz",
+      "integrity": "sha512-lcYcMxX2PO9XMGvAJkJ3OsNMw+/7FKes7/hgerGUYWIoWu5j/+YQqcZr5JnPZWzOsEBgMbSbiSTn/dv/69Mkpw==",
+      "license": "ISC",
+      "bin": {
+        "yaml": "bin.mjs"
+      },
+      "engines": {
+        "node": ">= 14.6"
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+    }
+  }
+}
diff --git a/packages/omni/package.json b/packages/omni/package.json
index 56ce11f..fa42cf1 100644
--- a/packages/omni/package.json
+++ b/packages/omni/package.json
@@ -8,8 +8,11 @@
     "preview": "vite preview"
   },
   "dependencies": {
-    "vue": "^3.4.0",
-    "pinia": "^2.1.0"
+    "@tailwindcss/typography": "^0.5.19",
+    "marked": "^16.3.0",
+    "pinia": "^2.1.0",
+    "posthog-js": "^1.268.8",
+    "vue": "^3.4.0"
   },
   "devDependencies": {
     "@vitejs/plugin-vue": "^5.0.0",
diff --git a/packages/omni/pyproject.toml b/packages/omni/pyproject.toml
index 7a3ce2b..9703ea4 100644
--- a/packages/omni/pyproject.toml
+++ b/packages/omni/pyproject.toml
@@ -4,7 +4,7 @@ version = "0.1.0"
 description = "Add your description here"
 readme = "README.md"
 authors = [
-    { name = "Koen van der Veen", email = "koenlennartvanderveen@gmail.com" }
+    { name = "Koen van der Veen", email = "koenlennartvanderveen@gmail.com" },
 ]
 requires-python = ">=3.12"
 dependencies = [
@@ -14,11 +14,21 @@ dependencies = [
     "requests",
     "numpy>=2.3.3",
     "sqlite-vec>=0.1.6",
-    "toolbox_store",
+    "toolbox_store>=0.1.1",
     "tqdm>=4.67.1",
+    "apscheduler>=3.11.0",
+    "browser-cookie3>=0.20.1",
+    "playwright>=1.55.0",
+    "cachetools>=6.2.0",
+    "httpx==0.28.1",
+    "rerankers[transformers] @ git+https://github.com/eelcovdw/rerankers.git@fix-colbert-query-mask",
+    "anthropic>=0.68.1",
 ]
 
 
 [build-system]
 requires = ["hatchling"]
-build-backend = "hatchling.build"
\ No newline at end of file
+build-backend = "hatchling.build"
+
+[tool.hatch.metadata]
+allow-direct-references = true
diff --git a/packages/omni/tailwind.config.js b/packages/omni/tailwind.config.js
index d819282..66367e1 100644
--- a/packages/omni/tailwind.config.js
+++ b/packages/omni/tailwind.config.js
@@ -4,5 +4,5 @@ export default {
   theme: {
     extend: {},
   },
-  plugins: [],
+  plugins: [require("@tailwindcss/typography")],
 };
diff --git a/packages/slack_mcp/pyproject.toml b/packages/slack_mcp/pyproject.toml
index 84cb6de..40e757a 100644
--- a/packages/slack_mcp/pyproject.toml
+++ b/packages/slack_mcp/pyproject.toml
@@ -41,7 +41,7 @@ dev-dependencies = [
 
 [dependency-groups]
 dev = ["pytest-xdist>=3.6.1", "pytest>=8.3.4"]
-embeddings = ["torch>=2.2.2", "transformers>=4.54.0", "einops==0.8.1"]
+embeddings = ["torch==2.2.2", "transformers>=4.54.0", "einops==0.8.1"]
 
 [tool.mypy]
 python_version = "3.12"
diff --git a/packages/toolbox_store/pyproject.toml b/packages/toolbox_store/pyproject.toml
index 6d40ca0..ec572d7 100644
--- a/packages/toolbox_store/pyproject.toml
+++ b/packages/toolbox_store/pyproject.toml
@@ -1,12 +1,12 @@
 [project]
 name = "toolbox_store"
-version = "0.1.0"
+version = "0.1.1"
 description = "Add your description here"
 readme = "README.md"
 authors = [{ name = "eelcovdw", email = "eelcovdw@gmail.com" }]
 requires-python = ">=3.12"
 dependencies = [
-    "httpx>=0.28.1",
+    "httpx>=0.28.1,<0.29",
     "importlib>=1.0.4",
     "numpy>=2.3.2",
     "packaging>=25.0",
@@ -15,7 +15,7 @@ dependencies = [
     "rerankers[transformers]>=0.10.0",
     "semantic-text-splitter>=0.28.0",
     "sqlite-vec==0.1.7a2",
-    "torch==2.2.2",
+    "torch>=2.2.2",
     "transformers>=4.56",
 ]
 
@@ -23,6 +23,9 @@ dependencies = [
 requires = ["uv_build>=0.8.3,<0.9.0"]
 build-backend = "uv_build"
 
+[tool.uv.sources]
+rerankers = { git = "https://github.com/eelcovdw/rerankers.git", rev = "fix-colbert-query-mask" }
+
 [dependency-groups]
 dev = [
     "datasets>=4.0.0",
diff --git a/packages/toolbox_store/src/toolbox_store/db.py b/packages/toolbox_store/src/toolbox_store/db.py
index 77bf2cc..9c77fb4 100644
--- a/packages/toolbox_store/src/toolbox_store/db.py
+++ b/packages/toolbox_store/src/toolbox_store/db.py
@@ -55,13 +55,18 @@ def __init__(
         if reset and db_path != ":memory:":
             self.reset()
         self.collection = collection
-        self.conn = sqlite3.connect(str(db_path))
-        self.conn.row_factory = sqlite3.Row
-        self.conn.enable_load_extension(True)
-        sqlite_vec.load(self.conn)
+        self.conn = self._create_connection()
         self.config = config or StoreConfig()
         self.document_class = document_class or TBDocument
 
+    def _create_connection(self) -> sqlite3.Connection:
+        conn = sqlite3.connect(str(self.db_path))
+        conn.row_factory = sqlite3.Row
+        conn.execute("PRAGMA journal_mode=WAL;")
+        conn.enable_load_extension(True)
+        sqlite_vec.load(conn)
+        return conn
+
     def reset(self):
         self.db_path.unlink(missing_ok=True)
 
@@ -157,9 +162,18 @@ def create_schema(self) -> None:
             self.conn.rollback()
             raise
 
-    def insert_documents(self, documents: list[T]):
+    def insert_documents(
+        self, documents: list[T], overwrite: bool = False
+    ) -> dict[str, list[str]]:
+        """
+        Insert new documents. Fails if any document ID already exists.
+        For updating existing documents, use upsert_documents() instead.
+        """
+        if overwrite:
+            return self.upsert_documents(documents)
+
         if not documents:
-            return
+            return {"inserted": [], "updated": [], "unchanged": []}
 
         try:
             # Get fields from first document to build query
@@ -167,8 +181,9 @@ def insert_documents(self, documents: list[T]):
             fields = list(first_doc.keys())
             placeholders = [f":{field}" for field in fields]
 
+            # Use INSERT without OR REPLACE to fail on duplicates
             query = f"""
-                INSERT OR REPLACE INTO {self.documents_table} ({", ".join(fields)})
+                INSERT INTO {self.documents_table} ({", ".join(fields)})
                 VALUES ({", ".join(placeholders)})
             """
 
@@ -179,6 +194,104 @@ def insert_documents(self, documents: list[T]):
 
             self.conn.executemany(query, data)
             self.conn.commit()
+            return {
+                "inserted": [doc.id for doc in documents],
+                "updated": [],
+                "unchanged": [],
+            }
+        except Exception:
+            self.conn.rollback()
+            raise
+
+    def _delete_chunks_by_doc_id(self, document_ids: list[str]) -> None:
+        """
+        Delete chunks, embeddings, and FTS entries for given document IDs.
+        Internal method - does not commit the transaction.
+
+        Args:
+            document_ids: List of document IDs whose chunks should be deleted
+        """
+        if not document_ids:
+            return
+
+        placeholders = ",".join("?" for _ in document_ids)
+
+        # Delete from chunks table
+        self.conn.execute(
+            f"DELETE FROM {self.chunks_table} WHERE document_id IN ({placeholders})",
+            document_ids,
+        )
+
+        # Delete from embeddings table
+        self.conn.execute(
+            f"DELETE FROM {self.embeddings_table} WHERE document_id IN ({placeholders})",
+            document_ids,
+        )
+
+        # Delete from FTS table
+        self.conn.execute(
+            f"DELETE FROM {self.fts_table} WHERE document_id IN ({placeholders})",
+            document_ids,
+        )
+
+    def upsert_documents(self, documents: list[T]) -> dict[str, list[str]]:
+        """
+        Upsert documents with proper chunk management.
+        If document content has changed (different content_hash), deletes old chunks.
+
+        Returns:
+            Dictionary with 'inserted', 'updated', and 'unchanged' document IDs
+        """
+        if not documents:
+            return {"inserted": [], "updated": [], "unchanged": []}
+
+        try:
+            # Get existing documents and their content hashes
+            doc_ids = [doc.id for doc in documents]
+            placeholders = ",".join("?" for _ in doc_ids)
+            cursor = self.conn.execute(
+                f"""
+                SELECT id, content_hash
+                FROM {self.documents_table}
+                WHERE id IN ({placeholders})
+                """,
+                doc_ids,
+            )
+            existing = {row["id"]: row["content_hash"] for row in cursor}
+
+            # Categorize documents
+            result = {"inserted": [], "updated": [], "unchanged": []}
+            changed_doc_ids = []
+
+            for doc in documents:
+                if doc.id not in existing:
+                    result["inserted"].append(doc.id)
+                elif existing[doc.id] != doc.content_hash:
+                    result["updated"].append(doc.id)
+                    changed_doc_ids.append(doc.id)
+                else:
+                    result["unchanged"].append(doc.id)
+
+            # Delete chunks for changed documents
+            self._delete_chunks_by_doc_id(changed_doc_ids)
+
+            # Insert/update all documents (including unchanged ones for simplicity)
+            if documents:
+                first_doc = documents[0].to_sql_dict()
+                fields = list(first_doc.keys())
+                field_placeholders = [f":{field}" for field in fields]
+
+                query = f"""
+                    INSERT OR REPLACE INTO {self.documents_table} ({", ".join(fields)})
+                    VALUES ({", ".join(field_placeholders)})
+                """
+
+                data = [doc.to_sql_dict() for doc in documents]
+                self.conn.executemany(query, data)
+
+            self.conn.commit()
+            return result
+
         except Exception:
             self.conn.rollback()
             raise
@@ -314,6 +427,41 @@ def get_documents_by_id(self, ids: list[str]) -> list[T]:
         rows = cursor.fetchall()
         return [self.document_class.from_sql_row(row) for row in rows]
 
+    def delete_documents(self, ids: list[str]) -> None:
+        if not ids:
+            return
+        try:
+            placeholders = ",".join("?" for _ in ids)
+
+            # Delete documents
+            self.conn.execute(
+                f"DELETE FROM {self.documents_table} WHERE id IN ({placeholders})",
+                ids,
+            )
+
+            # Delete associated chunks, embeddings, and FTS entries
+            self._delete_chunks_by_doc_id(ids)
+
+            self.conn.commit()
+        except Exception:
+            self.conn.rollback()
+            raise
+
+    def delete_chunks_by_doc_ids(self, document_ids: list[str]) -> None:
+        """
+        Delete chunks, embeddings, and FTS entries for given document IDs.
+        Commits the transaction.
+
+        Args:
+            document_ids: List of document IDs whose chunks should be deleted
+        """
+        try:
+            self._delete_chunks_by_doc_id(document_ids)
+            self.conn.commit()
+        except Exception:
+            self.conn.rollback()
+            raise
+
     def semantic_search(
         self,
         query_embedding: list[float],
diff --git a/packages/toolbox_store/src/toolbox_store/filters.py b/packages/toolbox_store/src/toolbox_store/filters.py
index fab61be..9c0984b 100644
--- a/packages/toolbox_store/src/toolbox_store/filters.py
+++ b/packages/toolbox_store/src/toolbox_store/filters.py
@@ -90,7 +90,7 @@ def build_condition(
         placeholders = [f":{param_base}_{i}" for i in range(len(value))]
         for i, item in enumerate(value):
             params[f"{param_base}_{i}"] = prepare_value(item, "eq")
-        return f"{sql_field} IN ({','.join(placeholders)})"
+        return f"LOWER({sql_field}) IN ({','.join(placeholders)})"
 
     if op not in OPERATORS:
         raise ValueError(f"Unknown operator: {op}")
diff --git a/packages/toolbox_store/src/toolbox_store/reranking.py b/packages/toolbox_store/src/toolbox_store/reranking.py
index 0167c03..56bfcb0 100644
--- a/packages/toolbox_store/src/toolbox_store/reranking.py
+++ b/packages/toolbox_store/src/toolbox_store/reranking.py
@@ -1,9 +1,16 @@
+import warnings
 from typing import Any, cast
 
 from rerankers import Reranker
 
 from toolbox_store.models import RetrievedChunk
 
+warnings.filterwarnings("ignore", category=UserWarning, module="torch")
+warnings.filterwarnings("ignore", message=".*Failed to initialize NumPy.*")
+warnings.filterwarnings(
+    "ignore", message=".*A module that was compiled using NumPy 1.x cannot be *"
+)
+
 loaded_rerankers: dict[(str, str), Reranker] = {}
 
 DEFAULT_RERANKER_MODEL = "answerdotai/answerai-colbert-small-v1"
@@ -19,6 +26,11 @@ def load_reranker(
 
     if (model_name, model_type) in loaded_rerankers:
         return loaded_rerankers[(model_name, model_type)]
+
+    # Suppress ColBERT loading messages by setting verbose=0
+    if model_type == "colbert" and "verbose" not in model_kwargs:
+        model_kwargs["verbose"] = 0
+
     reranker = Reranker(model_name, model_type=model_type, **model_kwargs)
     loaded_rerankers[(model_name, model_type)] = reranker
     return reranker
diff --git a/packages/toolbox_store/src/toolbox_store/store.py b/packages/toolbox_store/src/toolbox_store/store.py
index e7c3745..8b0f3e7 100644
--- a/packages/toolbox_store/src/toolbox_store/store.py
+++ b/packages/toolbox_store/src/toolbox_store/store.py
@@ -52,10 +52,18 @@ def __init__(
         self.db.create_schema()
         self.embedder = get_embedder(self.config)
 
-    def insert_docs(self, docs: list[T], create_embeddings: bool = True) -> None:
-        self.db.insert_documents(docs)
+    def insert_docs(
+        self,
+        docs: list[T],
+        create_embeddings: bool = True,
+        overwrite: bool = False,
+    ) -> None:
+        insert_info = self.db.insert_documents(docs, overwrite=overwrite)
+
         if create_embeddings:
-            chunks = self.embed_documents(docs)
+            ids_to_embed = insert_info["inserted"] + insert_info["updated"]
+            docs_to_embed = [doc for doc in docs if doc.id in ids_to_embed]
+            chunks = self.embed_documents(docs_to_embed)
             self.insert_chunks(chunks)
 
     def insert_chunks(self, chunks: list[TBDocumentChunk]) -> None:
@@ -73,11 +81,11 @@ def search_chunks(self) -> ChunkQueryBuilder[T]:
     def search_documents(self) -> DocumentQueryBuilder[T]:
         return DocumentQueryBuilder[T](self, self.document_class)
 
-    def stop(self) -> None:
+    def close(self) -> None:
         self.db.close()
 
     def __enter__(self) -> Self:
         return self
 
     def __exit__(self, exc_type, exc_value, traceback) -> None:
-        self.stop()
+        self.close()
diff --git a/packages/toolbox_store/tests/test_search.py b/packages/toolbox_store/tests/test_search.py
index adb3764..a2384bf 100644
--- a/packages/toolbox_store/tests/test_search.py
+++ b/packages/toolbox_store/tests/test_search.py
@@ -14,7 +14,7 @@ def test_semantic_search(tb_store: ToolboxStore, sample_docs: list[TBDocument])
 
     # Test semantic search with filters
     sample_docs[0].metadata["category"] = "category1"
-    tb_store.insert_docs([sample_docs[0]], create_embeddings=False)
+    tb_store.insert_docs([sample_docs[0]], create_embeddings=False, overwrite=True)
 
     results_with_filter = (
         tb_store.search_chunks()
diff --git a/packages/toolbox_store/tests/test_store.py b/packages/toolbox_store/tests/test_store.py
index 5df12d2..90a5073 100644
--- a/packages/toolbox_store/tests/test_store.py
+++ b/packages/toolbox_store/tests/test_store.py
@@ -89,6 +89,59 @@ def test_query_documents_with_filters(
     assert len(results_10) == len(sample_docs)
 
 
+def test_upsert_logic(tb_store: ToolboxStore) -> None:
+    """Test upsert with embeddings: insert 3 docs, update 2, verify embeddings."""
+
+    # Step 1: Insert 2 documents with embeddings, 1 without
+    doc1 = TBDocument(id="doc1", content="First document", source="test")
+    doc2 = TBDocument(id="doc2", content="Second document", source="test")
+    doc3 = TBDocument(id="doc3", content="Third document", source="test")
+
+    # Test cases: 2 with embeddings, 1 without
+    tb_store.insert_docs([doc1, doc2], create_embeddings=True)
+    tb_store.insert_docs([doc3], create_embeddings=False)
+
+    # Verify initial state - only doc3 should be without embeddings
+    docs_without_embeddings = tb_store.db.get_docs_without_embeddings(limit=10)
+    doc_ids_without = {doc.id for doc in docs_without_embeddings}
+    assert doc_ids_without == {"doc3"}
+
+    # Step 2: Change doc2 and doc3 content
+    doc2_updated = TBDocument(id="doc2", content="Updated second", source="test")
+    doc3_updated = TBDocument(id="doc3", content="Updated third", source="test")
+
+    # Step 3: Re-insert all three (using overwrite=True which calls upsert)
+    tb_store.insert_docs(
+        [doc1, doc2_updated, doc3_updated],
+        create_embeddings=False,
+        overwrite=True,
+    )
+
+    # Step 4: Verify updates
+    docs = tb_store.search_documents().get()
+    assert len(docs) == 3
+    assert next(d for d in docs if d.id == "doc2").content == "Updated second"
+    assert next(d for d in docs if d.id == "doc3").content == "Updated third"
+
+    # Step 5: Verify embeddings - doc1 still has embeddings, doc2 and doc3 don't
+    docs_without_embeddings = tb_store.db.get_docs_without_embeddings(limit=10)
+    doc_ids_without = {doc.id for doc in docs_without_embeddings}
+    assert doc_ids_without == {"doc2", "doc3"}
+
+    # Update again and embed
+    doc2_updated = TBDocument(id="doc2", content="re-updated second", source="test")
+    doc3_updated = TBDocument(id="doc3", content="re-updated third", source="test")
+    tb_store.insert_docs(
+        [doc2_updated, doc3_updated],
+        create_embeddings=True,
+        overwrite=True,
+    )
+
+    # Final verification - all should have embeddings now
+    docs_without_embeddings = tb_store.db.get_docs_without_embeddings(limit=10)
+    assert len(docs_without_embeddings) == 0
+
+
 def test_custom_doc_cls(tb_config: StoreConfig) -> None:
     class Message(TBDocument):
         author: str = "default_value"
diff --git a/uv.lock b/uv.lock
index 8bdb380..7988675 100644
--- a/uv.lock
+++ b/uv.lock
@@ -106,7 +106,7 @@ wheels = [
 
 [[package]]
 name = "anthropic"
-version = "0.68.0"
+version = "0.68.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "anyio" },
@@ -118,9 +118,9 @@ dependencies = [
     { name = "sniffio" },
     { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/64/46/da44bf087ddaf3f7dbe4808c00c7cde466fe68c4fc9fbebdfc231f4ea205/anthropic-0.68.0.tar.gz", hash = "sha256:507e9b5f627d1b249128ff15b21855e718fa4ed8dabc787d0e68860a4b32a7a8", size = 471584, upload-time = "2025-09-17T15:20:19.509Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/43/b9/5e736a924dabe0473b212597ae83a124e09818fac672998bb5960a64e9b1/anthropic-0.68.1.tar.gz", hash = "sha256:5fc01019dfffbc39e87a24f4d7cfe34e83dda4fff7b5371f33639f982f0c8dba", size = 471965, upload-time = "2025-09-26T16:27:30.547Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/60/32/2d7553184b05bdbec61dd600014a55b9028408aee6128b25cb6f20e3002c/anthropic-0.68.0-py3-none-any.whl", hash = "sha256:ac579ea5eca22a7165b1042e6af57c4bf556e51afae3ca80e24768d4756b78c0", size = 325199, upload-time = "2025-09-17T15:20:17.452Z" },
+    { url = "https://files.pythonhosted.org/packages/c9/5c/e871e40ba11338502569a3f5cb176650f99f7b4ecf915f4d38fe2b8cff37/anthropic-0.68.1-py3-none-any.whl", hash = "sha256:40fc545c4781ebc45d8e7849240c4001f40d61d18a17e5363c0acb10afefc33b", size = 325214, upload-time = "2025-09-26T16:27:29.049Z" },
 ]
 
 [[package]]
@@ -146,6 +146,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/81/29/5ecc3a15d5a33e31b26c11426c45c501e439cb865d0bff96315d86443b78/appnope-0.1.4-py2.py3-none-any.whl", hash = "sha256:502575ee11cd7a28c0205f379b525beefebab9d161b7c964670864014ed7213c", size = 4321, upload-time = "2024-02-06T09:43:09.663Z" },
 ]
 
+[[package]]
+name = "apscheduler"
+version = "3.11.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "tzlocal" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/4e/00/6d6814ddc19be2df62c8c898c4df6b5b1914f3bd024b780028caa392d186/apscheduler-3.11.0.tar.gz", hash = "sha256:4c622d250b0955a65d5d0eb91c33e6d43fd879834bf541e0a18661ae60460133", size = 107347, upload-time = "2024-11-24T19:39:26.463Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/d0/ae/9a053dd9229c0fde6b1f1f33f609ccff1ee79ddda364c756a924c6d8563b/APScheduler-3.11.0-py3-none-any.whl", hash = "sha256:fc134ca32e50f5eadcc4938e3a4545ab19131435e851abb40b34d63d5141c6da", size = 64004, upload-time = "2024-11-24T19:39:24.442Z" },
+]
+
 [[package]]
 name = "argon2-cffi"
 version = "25.1.0"
@@ -300,6 +312,21 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/9d/2a/9186535ce58db529927f6cf5990a849aa9e052eea3e2cfefe20b9e1802da/bracex-2.6-py3-none-any.whl", hash = "sha256:0b0049264e7340b3ec782b5cb99beb325f36c3782a32e36e876452fd49a09952", size = 11508, upload-time = "2025-06-22T19:12:29.781Z" },
 ]
 
+[[package]]
+name = "browser-cookie3"
+version = "0.20.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "jeepney", marker = "'bsd' in sys_platform or sys_platform == 'linux'" },
+    { name = "lz4" },
+    { name = "pycryptodomex" },
+    { name = "shadowcopy", marker = "sys_platform == 'win32'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/e0/e1/652adea0ce25948e613ef78294c8ceaf4b32844aae00680d3a1712dde444/browser_cookie3-0.20.1.tar.gz", hash = "sha256:6d8d0744bf42a5327c951bdbcf77741db3455b8b4e840e18bab266d598368a12", size = 22665, upload-time = "2024-12-20T00:31:30.144Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/4e/57/2a716f4ecf6c50b2dbe27439507c480bb7ca5725edef82349ecdcfcdd084/browser_cookie3-0.20.1-py3-none-any.whl", hash = "sha256:4b38bf669d386250733c8339f0036e1cf09c3d8e4d326fd507b9afb84def13d6", size = 17229, upload-time = "2025-01-04T14:46:14.753Z" },
+]
+
 [[package]]
 name = "cachetools"
 version = "6.2.0"
@@ -1521,7 +1548,7 @@ wheels = [
 
 [[package]]
 name = "jupyterlab"
-version = "4.4.8"
+version = "4.4.9"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "async-lru" },
@@ -1538,9 +1565,9 @@ dependencies = [
     { name = "tornado" },
     { name = "traitlets" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/b4/f1/062e250e4126babed8b62ed3dbe47dfb4761e310a235a815e87b4fe330a3/jupyterlab-4.4.8.tar.gz", hash = "sha256:a89e5a2e9f9295ae039356fc5247e5bfac64936126ab805e3ff8e47f385b0c7e", size = 22967507, upload-time = "2025-09-25T17:26:38.413Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/45/b2/7dad2d0049a904d17c070226a4f78f81905f93bfe09503722d210ccf9335/jupyterlab-4.4.9.tar.gz", hash = "sha256:ea55aca8269909016d5fde2dc09b97128bc931230183fe7e2920ede5154ad9c2", size = 22966654, upload-time = "2025-09-26T17:28:20.158Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/d1/3b/82d8c000648e77a112b2ae38e49722ffea808933377ea4a4867694384774/jupyterlab-4.4.8-py3-none-any.whl", hash = "sha256:81b56f33f35be15150e7ccd43440963a93d2b115ffa614a06d38b91e4d650f92", size = 12292452, upload-time = "2025-09-25T17:26:34.289Z" },
+    { url = "https://files.pythonhosted.org/packages/1f/fd/ac0979ebd1b1975c266c99b96930b0a66609c3f6e5d76979ca6eb3073896/jupyterlab-4.4.9-py3-none-any.whl", hash = "sha256:394c902827350c017430a8370b9f40c03c098773084bc53930145c146d3d2cb2", size = 12292552, upload-time = "2025-09-26T17:28:15.663Z" },
 ]
 
 [[package]]
@@ -1627,6 +1654,30 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/0c/29/0348de65b8cc732daa3e33e67806420b2ae89bdce2b04af740289c5c6c8c/loguru-0.7.3-py3-none-any.whl", hash = "sha256:31a33c10c8e1e10422bfd431aeb5d351c7cf7fa671e3c4df004162264b28220c", size = 61595, upload-time = "2024-12-06T11:20:54.538Z" },
 ]
 
+[[package]]
+name = "lz4"
+version = "4.4.4"
+source = { registry = "https://pypi.org/simple" }
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 embeddings = [
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