diff --git a/api/index.php b/api/index.php
index 24721c1..c2e6222 100644
--- a/api/index.php
+++ b/api/index.php
@@ -3349,11 +3349,31 @@ function smartShopping(PDO $db): void {
             $score += 40;
         }
 
-        // Frequently used but stock getting low (predictive) — stricter thresholds
+        // Frequently used but stock getting low (predictive) — scale urgency by imminence
         if ($urgency === 'none' && $dailyRate > 0 && $daysLeft <= 14 && $isFrequent && $isRecent) {
-            $urgency = 'low';
-            $reasons[] = 'Previsto esaurimento tra ~' . round($daysLeft) . 'gg';
-            $score += 25;
+            $daysLeftDisplay = (int)round($daysLeft);
+            $reasons[] = 'Finisce tra ~' . $daysLeftDisplay . 'gg';
+            if ($daysLeftDisplay <= 3) {
+                // Running out within 3 days for a frequent product → high urgency
+                $urgency = 'high';
+                $score += 70;
+            } elseif ($daysLeftDisplay <= 7) {
+                // Running out within a week → medium
+                $urgency = 'medium';
+                $score += 45;
+            } else {
+                $urgency = 'low';
+                $score += 25;
+            }
+        }
+        // Also upgrade existing low urgency when imminent depletion is detected
+        if ($urgency === 'low' && $dailyRate > 0 && (int)round($daysLeft) <= 3 && $isFrequent) {
+            $urgency = 'high';
+            $daysLeftLbl = 'Finisce tra ~' . (int)round($daysLeft) . 'gg';
+            if (!in_array($daysLeftLbl, $reasons)) {
+                $reasons[] = $daysLeftLbl;
+            }
+            $score += 45;
         }
 
         // Opened item with fast consumption — only if actually used regularly
diff --git a/assets/css/style.css b/assets/css/style.css
index 2108892..9efb0c8 100644
--- a/assets/css/style.css
+++ b/assets/css/style.css
@@ -3905,6 +3905,13 @@ body {
     margin-left: 4px;
 }
 
+.log-recipe-note {
+    font-size: 0.75rem;
+    color: var(--text-muted);
+    margin-top: 2px;
+    font-style: italic;
+}
+
 .btn-log-undo {
     flex-shrink: 0;
     background: none;
diff --git a/assets/js/app.js b/assets/js/app.js
index 6eb308d..35ae9da 100644
--- a/assets/js/app.js
+++ b/assets/js/app.js
@@ -6725,11 +6725,17 @@ async function autoAddCriticalItems() {
     const lastRun = parseInt(localStorage.getItem('_autoAddedCriticalTs') || '0');
     if (Date.now() - lastRun < 10 * 60 * 1000) return;
     localStorage.setItem('_autoAddedCriticalTs', String(Date.now()));
-    // Auto-add: critical urgency (always) + high urgency that are completely out of stock (qty=0)
-    const toAdd = smartShoppingItems.filter(i =>
-        !i.on_bring && !_isBringPurchased(i.name, i.urgency) &&
-        (i.urgency === 'critical' || (i.urgency === 'high' && i.current_qty === 0))
-    );
+    // Auto-add rules:
+    // - critical: always
+    // - high: when qty=0 OR pct_left<20 (almost gone) OR days_left<=3 (imminent)
+    // - any urgency with days_left<=2 and uses_per_month>=5 (running out tomorrow for heavy user)
+    const toAdd = smartShoppingItems.filter(i => {
+        if (i.on_bring || _isBringPurchased(i.name, i.urgency)) return false;
+        if (i.urgency === 'critical') return true;
+        if (i.urgency === 'high' && (i.current_qty === 0 || i.pct_left < 20 || i.days_left <= 3)) return true;
+        if (i.days_left <= 2 && (i.uses_per_month || 0) >= 5) return true;
+        return false;
+    });
     if (toAdd.length === 0) return;
     const itemsToAdd = toAdd.map(i => ({ name: i.name, specification: _urgencyToSpec(i.urgency, i.brand) }));
     try {
@@ -8112,7 +8118,9 @@ async function loadLog(more = false) {
                 const locLabels = { 'frigo': '🧊 Frigo', 'freezer': '❄️ Freezer', 'dispensa': '🗄️ Dispensa' };
                 const locStr = t.type === 'bring' ? '' : (locLabels[loc] || ('📍 ' + loc));
                 const isAnnotation = (t.notes || '').includes('[Annullato]');
-                const notes = t.notes && !isAnnotation ? ` · ${t.notes}` : '';
+                const isRecipeNote = !isAnnotation && (t.notes || '').startsWith('Ricetta:');
+                const notes = t.notes && !isAnnotation && !isRecipeNote ? ` · ${t.notes}` : '';
+                const recipeNote = isRecipeNote ? `<div class="log-recipe-note">🍳 ${escapeHtml(t.notes)}</div>` : '';
                 const undone = t.undone == 1 || isAnnotation;
 
                 // Can undo if within 24h, not already undone, not a bring entry, not a counter-transaction
@@ -8124,6 +8132,7 @@ async function loadLog(more = false) {
                 html += `<div class="log-info">`;
                 html += `<div class="log-product"><strong>${escapeHtml(t.name)}</strong>${brand}${undone ? ' <span class="log-undone-badge">Annullato</span>' : ''}</div>`;
                 html += `<div class="log-detail">${typeLabel} ${t.type !== 'bring' ? (t.quantity + ' ' + (t.unit || '')) + ' · ' : ''}${locStr}${notes} · ${timeStr}</div>`;
+                html += recipeNote;
                 html += `</div>`;
                 if (canUndo) {
                     html += `<button class="btn-log-undo" onclick="undoTransactionEntry(${t.id}, '${escapeHtml(t.type)}', '${escapeHtml(t.name || '')}')" title="Annulla questa operazione">↩</button>`;
@@ -8769,11 +8778,13 @@ async function submitRecipeUse(useAll) {
     btn.textContent = '⏳...';
     
     try {
+        const recipeTitle = _cachedRecipe?.recipe?.title || '';
         const result = await api('inventory_use', {}, 'POST', {
             product_id: productId,
             quantity: qty,
             use_all: useAll,
-            location: location
+            location: location,
+            notes: recipeTitle ? `Ricetta: ${recipeTitle}` : '',
         });
         
         if (result.success) {
diff --git a/evershelf-kiosk/app/build.gradle.kts b/evershelf-kiosk/app/build.gradle.kts
index 7cfa508..f2e3b16 100644
--- a/evershelf-kiosk/app/build.gradle.kts
+++ b/evershelf-kiosk/app/build.gradle.kts
@@ -16,13 +16,17 @@ android {
     }
 
     signingConfigs {
-        // Use the standard Android debug keystore so every machine produces
-        // APKs with the same debug signature — required for over-the-air updates.
+        // Use the standard Android debug keystore when building locally so the
+        // debug APK signature stays consistent across machines (needed for OTA updates).
+        // In CI the keystore doesn't exist — fall back to Gradle's auto-generated key.
         getByName("debug") {
-            storeFile = file("${System.getProperty("user.home")}/.android/debug.keystore")
-            storePassword = "android"
-            keyAlias = "androiddebugkey"
-            keyPassword = "android"
+            val ks = file("${System.getProperty("user.home")}/.android/debug.keystore")
+            if (ks.exists()) {
+                storeFile = ks
+                storePassword = "android"
+                keyAlias = "androiddebugkey"
+                keyPassword = "android"
+            }
         }
     }
 
diff --git a/index.html b/index.html
index aae6762..a7a7a17 100644
--- a/index.html
+++ b/index.html
@@ -1144,7 +1144,7 @@
         <span class="nav-label" data-i18n="nav.shopping">Spesa</span>
     </button>
     <button class="nav-btn" onclick="showPage('log')" data-page="log">
-        <span class="nav-icon">�</span>
+        <span class="nav-icon">📋</span>
         <span class="nav-label" data-i18n="nav.log">Storico</span>
     </button>
     <button class="nav-btn" onclick="showPage('settings')" data-page="settings">