diff --git a/app/templates/_layout.html b/app/templates/_layout.html
index cab58e9..b714c67 100644
--- a/app/templates/_layout.html
+++ b/app/templates/_layout.html
@@ -227,6 +227,14 @@
             }
         });
 
+        // Auto-submit forms when inputs change
+        document.addEventListener('change', (e) => {
+            const htmxForm = e.target.closest('form[hx-get], form[hx-post]');
+            if (htmxForm) {
+                htmxForm.dispatchEvent(new Event('submit', { cancelable: true, bubbles: true }));
+            }
+        });
+
         // Handle form submissions for Micro-HTMX
         document.addEventListener('submit', async (e) => {
             const htmxForm = e.target.closest('form[hx-get], form[hx-post]');
diff --git a/app/templates/partials/dashboard_graph.html b/app/templates/partials/dashboard_graph.html
index fbefec4..d8af6bf 100644
--- a/app/templates/partials/dashboard_graph.html
+++ b/app/templates/partials/dashboard_graph.html
@@ -29,14 +29,6 @@
                 <input type="date" name="end_date" id="end_date" value="{{ end_date or '' }}"
                     class="w-full p-2.5 border border-gray-300 rounded-xl shadow-sm focus:outline-none focus:ring-2 focus:ring-primary-500 text-gray-700">
             </div>
-
-            <!-- Apply Button -->
-            <div>
-                <button type="submit"
-                    class="w-full md:w-auto bg-primary-600 text-white px-6 py-2.5 rounded-xl font-semibold shadow-md hover:bg-primary-700 focus:outline-none focus:ring-2 focus:ring-primary-500 transition-colors">
-                    Apply Filter
-                </button>
-            </div>
         </form>
     </div>
     <!-- Blood Pressure Graph Card -->
diff --git a/app/templates/partials/dashboard_table.html b/app/templates/partials/dashboard_table.html
index 2712a5d..f05c8ee 100644
--- a/app/templates/partials/dashboard_table.html
+++ b/app/templates/partials/dashboard_table.html
@@ -16,14 +16,6 @@
                 <input type="date" name="end_date" id="end_date" value="{{ end_date or '' }}"
                     class="w-full p-2.5 border border-gray-300 rounded-xl shadow-sm focus:outline-none focus:ring-2 focus:ring-primary-500 text-gray-700">
             </div>
-
-            <!-- Apply Button -->
-            <div>
-                <button type="submit"
-                    class="w-full md:w-auto bg-primary-600 text-white px-6 py-2.5 rounded-xl font-semibold shadow-md hover:bg-primary-700 focus:outline-none focus:ring-2 focus:ring-primary-500 transition-colors">
-                    Apply Filter
-                </button>
-            </div>
         </form>
     </div>