diff --git a/app/build.gradle.kts b/app/build.gradle.kts
index e13f759..a30a249 100644
--- a/app/build.gradle.kts
+++ b/app/build.gradle.kts
@@ -27,8 +27,8 @@ android {
         applicationId = "com.ledga.app"
         minSdk = 26
         targetSdk = 34
-        versionCode = 8
-        versionName = "1.3.5"
+        versionCode = 9
+        versionName = "1.3.6"
 
         testInstrumentationRunner = "androidx.test.runner.AndroidJUnitRunner"
     }
diff --git a/app/src/main/java/com/ledga/app/data/db/dao/InsightDao.kt b/app/src/main/java/com/ledga/app/data/db/dao/InsightDao.kt
index 4295c36..f942bef 100644
--- a/app/src/main/java/com/ledga/app/data/db/dao/InsightDao.kt
+++ b/app/src/main/java/com/ledga/app/data/db/dao/InsightDao.kt
@@ -88,6 +88,9 @@ interface InsightDao {
     @Query("DELETE FROM insights WHERE id = :id")
     suspend fun deleteById(id: Long)
 
+    @Query("DELETE FROM insights WHERE naturalKey = :key")
+    suspend fun deleteByKey(key: String)
+
     @Query("DELETE FROM insights WHERE generatedAt < :before AND dismissedAt IS NOT NULL")
     suspend fun pruneOldDismissed(before: Long)
 }
diff --git a/app/src/main/java/com/ledga/app/data/insights/InsightEngine.kt b/app/src/main/java/com/ledga/app/data/insights/InsightEngine.kt
index 7b53116..c983b83 100644
--- a/app/src/main/java/com/ledga/app/data/insights/InsightEngine.kt
+++ b/app/src/main/java/com/ledga/app/data/insights/InsightEngine.kt
@@ -49,6 +49,13 @@ class InsightEngine @Inject constructor(
         }
 
         candidates.forEach { upsert(it, now) }
+        // Stateful keys: if a rule that "owns" a singleton key didn't emit
+        // this run, the underlying condition is gone — delete the stale row
+        // outright (vs leaving it to expire 30 days post-dismiss).
+        val emittedKeys = candidates.map { it.naturalKey }.toSet()
+        STATEFUL_KEYS.forEach { key ->
+            if (key !in emittedKeys) insightDao.deleteByKey(key)
+        }
         insightDao.pruneOldDismissed(before = now - 30L * DAY_MS)
         return candidates.size
     }
@@ -85,5 +92,19 @@ class InsightEngine @Inject constructor(
 
     companion object {
         private const val DAY_MS = 86_400_000L
+
+        /**
+         * Natural keys whose underlying condition is stateful — only true when
+         * a current event matches. If a rule using one of these keys returns
+         * no candidates this run, the existing insight is stale and should
+         * be deleted, not just re-emitted.
+         *
+         * Per-period keys (anomaly:1:2026-W12, nudge:2:2026-04, fees:2026-04)
+         * are NOT stateful in this sense — they refer to a fixed past period
+         * and should persist in history.
+         */
+        private val STATEFUL_KEYS = setOf(
+            "fuliza:outstanding",
+        )
     }
 }
diff --git a/app/src/main/java/com/ledga/app/ui/settings/SettingsViewModel.kt b/app/src/main/java/com/ledga/app/ui/settings/SettingsViewModel.kt
index 0b31ee8..acf5005 100644
--- a/app/src/main/java/com/ledga/app/ui/settings/SettingsViewModel.kt
+++ b/app/src/main/java/com/ledga/app/ui/settings/SettingsViewModel.kt
@@ -9,6 +9,7 @@ import com.ledga.app.data.repository.ExportResult
 import com.ledga.app.data.repository.FontScale
 import com.ledga.app.data.repository.ImportFromFileResult
 import com.ledga.app.data.repository.ImportResult
+import com.ledga.app.data.repository.InsightsRepository
 import com.ledga.app.data.repository.ReparseResult
 import com.ledga.app.data.repository.SettingsRepository
 import com.ledga.app.data.repository.SmsImporter
@@ -31,7 +32,8 @@ class SettingsViewModel @Inject constructor(
     private val transactionRepository: TransactionRepository,
     private val smsImporter: SmsImporter,
     private val exportImportRepository: ExportImportRepository,
-    private val backupRepository: BackupRepository
+    private val backupRepository: BackupRepository,
+    private val insightsRepository: InsightsRepository,
 ) : ViewModel() {
 
     val themeMode: StateFlow<ThemeMode> = settingsRepository.getThemeMode()
@@ -123,6 +125,11 @@ class SettingsViewModel @Inject constructor(
         viewModelScope.launch {
             try {
                 _reparseAllResult.value = transactionRepository.reparseAllTransactions()
+                // Refresh insights immediately so the Home teaser + Insights
+                // screen reflect the corrected data. Stateful insights (like
+                // Fuliza outstanding) get auto-dismissed by the engine when
+                // their condition is no longer true.
+                insightsRepository.generateAll()
             } finally {
                 _reparseAllRunning.value = false
             }