diff --git a/.jules/bolt.md b/.jules/bolt.md
index c822df0bb..d783bb454 100644
--- a/.jules/bolt.md
+++ b/.jules/bolt.md
@@ -8,3 +8,7 @@
 ## 2024-05-18 - Pre-compile Regex in hot dictionary loops
 **Learning:** Instantiating `Regex` objects inside dictionary processing loops (like adding words in `UserBinaryDictionary` or `AppsBinaryDictionary`) causes unnecessary allocations and compilation overhead on every item iteration.
 **Action:** Always pre-compile `Regex` objects as `private val` properties in the class or companion object to eliminate per-iteration compilation and allocation pressure.
+
+## 2024-05-18 - Pre-compile Regex in model importers
+**Learning:** `TranslationModelImporter` and `HandwritingModelImporter` create `Regex` instances inside `detectLanguageCode` and `detectLanguageTag` methods, sometimes inside a loop parsing zip entries. This causes unnecessary overhead on every detection call.
+**Action:** Extract frequently used `Regex` instances into `companion object`s as `private val`s to ensure they are compiled only once, reducing execution time and object allocation.
diff --git a/app/src/main/java/helium314/keyboard/latin/handwriting/HandwritingModelImporter.kt b/app/src/main/java/helium314/keyboard/latin/handwriting/HandwritingModelImporter.kt
index 3fd8e9b70..b7a40d013 100644
--- a/app/src/main/java/helium314/keyboard/latin/handwriting/HandwritingModelImporter.kt
+++ b/app/src/main/java/helium314/keyboard/latin/handwriting/HandwritingModelImporter.kt
@@ -170,19 +170,20 @@ object HandwritingModelImporter {
         }
     }
 
+    private val QRNN_REGEX = Regex("""qrnn[._]([a-z]{2,3}(?:[_-][a-z0-9]+)?)[._]reco""")
+    private val FST_REGEX = Regex("""^([a-z]{2,3}(?:[_-][a-z0-9]+)?)[._]\d+[._]compact""")
+    private val ZIP_REGEX = Regex("""^([a-z]{2,3}(?:[_-][a-z0-9]+)?)(?:[._-]model)?\.zip$""")
+    private val LSTM_REGEX = Regex("""lstm[._]([a-z]+)[._]""")
+
     fun detectLanguageTag(filename: String): String? {
         val name = filename.lowercase()
-        val qrnnRegex = Regex("""qrnn[._]([a-z]{2,3}(?:[_-][a-z0-9]+)?)[._]reco""")
-        qrnnRegex.find(name)?.let { return formatBcp47(it.groupValues[1]) }
+        QRNN_REGEX.find(name)?.let { return formatBcp47(it.groupValues[1]) }
 
-        val fstRegex = Regex("""^([a-z]{2,3}(?:[_-][a-z0-9]+)?)[._]\d+[._]compact""")
-        fstRegex.find(name)?.let { return formatBcp47(it.groupValues[1]) }
+        FST_REGEX.find(name)?.let { return formatBcp47(it.groupValues[1]) }
 
-        val zipRegex = Regex("""^([a-z]{2,3}(?:[_-][a-z0-9]+)?)(?:[._-]model)?\.zip$""")
-        zipRegex.find(name)?.let { return formatBcp47(it.groupValues[1]) }
+        ZIP_REGEX.find(name)?.let { return formatBcp47(it.groupValues[1]) }
 
-        val lstmRegex = Regex("""lstm[._]([a-z]+)[._]""")
-        lstmRegex.find(name)?.let {
+        LSTM_REGEX.find(name)?.let {
             val script = it.groupValues[1]
             val lang = SCRIPT_TO_LANG[script] ?: script
             return formatBcp47(lang)
diff --git a/app/src/main/java/helium314/keyboard/latin/translation/TranslationModelImporter.kt b/app/src/main/java/helium314/keyboard/latin/translation/TranslationModelImporter.kt
index a87418538..81b308f13 100644
--- a/app/src/main/java/helium314/keyboard/latin/translation/TranslationModelImporter.kt
+++ b/app/src/main/java/helium314/keyboard/latin/translation/TranslationModelImporter.kt
@@ -158,10 +158,15 @@ object TranslationModelImporter {
         return uri.lastPathSegment
     }
 
+    private val FN_MATCH_REGEX = Regex("""(?:dict\.|merged_dict_)?([a-z]{2,3})[_-]([a-z]{2,3})""")
+    private val SINGLE_MATCH_REGEX = Regex("""^([a-z]{2,3})(?:[._-]model)?\.zip$""")
+    private val INNER_MATCH_REGEX = Regex("""(?:dict\.|merged_dict_)([a-z]{2,3})_([a-z]{2,3})""")
+    private val SINGLE_INNER_MATCH_REGEX = Regex("""(?:dict\.|merged_dict_)([a-z]{2,3}_[a-z]{2,3})""")
+
     fun detectLanguageCode(context: Context, uri: Uri): String? {
         val filename = getFilename(context, uri) ?: uri.lastPathSegment ?: ""
         val fnLower = filename.lowercase()
-        val fnMatch = Regex("""(?:dict\.|merged_dict_)?([a-z]{2,3})[_-]([a-z]{2,3})""").find(fnLower)
+        val fnMatch = FN_MATCH_REGEX.find(fnLower)
         if (fnMatch != null) {
             val code1 = fnMatch.groupValues[1]
             val code2 = fnMatch.groupValues[2]
@@ -169,7 +174,7 @@ object TranslationModelImporter {
             if (code2 == "en") return code1
             return code1
         }
-        val singleMatch = Regex("""^([a-z]{2,3})(?:[._-]model)?\.zip$""").find(fnLower)
+        val singleMatch = SINGLE_MATCH_REGEX.find(fnLower)
         if (singleMatch != null) {
             return singleMatch.groupValues[1]
         }
@@ -180,7 +185,7 @@ object TranslationModelImporter {
                     var entry = zipIn.nextEntry
                     while (entry != null) {
                         val name = entry.name.lowercase()
-                        val match = Regex("""(?:dict\.|merged_dict_)([a-z]{2,3})_([a-z]{2,3})""").find(name)
+                        val match = INNER_MATCH_REGEX.find(name)
                         if (match != null) {
                             val code1 = match.groupValues[1]
                             val code2 = match.groupValues[2]
@@ -295,7 +300,7 @@ object TranslationModelImporter {
                 while (entries.hasMoreElements()) {
                     val entry = entries.nextElement()
                     val name = entry.name
-                    val match = Regex("""(?:dict\.|merged_dict_)([a-z]{2,3}_[a-z]{2,3})""").find(name)
+                    val match = SINGLE_INNER_MATCH_REGEX.find(name)
                     if (match != null) {
                         detectedModelName = match.groupValues[1]
                         break