diff --git a/extension/llm/apple/ExecuTorchLLM/Exported/ExecuTorchLLMTextRunner.mm b/extension/llm/apple/ExecuTorchLLM/Exported/ExecuTorchLLMTextRunner.mm
index 1a6c3f40045..ab16f8f3874 100644
--- a/extension/llm/apple/ExecuTorchLLM/Exported/ExecuTorchLLMTextRunner.mm
+++ b/extension/llm/apple/ExecuTorchLLM/Exported/ExecuTorchLLMTextRunner.mm
@@ -11,10 +11,141 @@
 #import "ExecuTorchLLMError.h"
 
 #import <executorch/extension/llm/runner/text_llm_runner.h>
+#import <memory>
 
 using namespace executorch::extension;
 using namespace executorch::runtime;
 
+namespace {
+
+/// A streaming UTF-8 buffer that accumulates bytes until complete UTF-8
+/// sequences are formed. This handles the case where BPE tokenizers output
+/// partial multi-byte UTF-8 sequences across token boundaries.
+///
+/// For example, the Chinese character "清" (UTF-8: E6 B8 85) might be split
+/// across two tokens: "æ¸" (E6 B8) and "ħ" (85). This buffer accumulates
+/// bytes and only emits complete, valid UTF-8 strings.
+class UTF8StreamingBuffer {
+public:
+  UTF8StreamingBuffer() = default;
+
+  /// Process incoming token bytes and return any complete UTF-8 string.
+  /// Returns empty string if more bytes are needed to complete a sequence.
+  /// Invalid bytes are silently skipped to maintain robustness.
+  std::string process(const std::string& token) {
+    buffer_.append(token);
+
+    std::string result;
+    size_t i = 0;
+
+    while (i < buffer_.size()) {
+      unsigned char byte = static_cast<unsigned char>(buffer_[i]);
+      size_t seqLen = utf8SequenceLength(byte);
+
+      if (seqLen == 0) {
+        // Invalid start byte (lone continuation or illegal byte) - skip it
+        i++;
+        continue;
+      }
+
+      if (i + seqLen > buffer_.size()) {
+        // Incomplete sequence at the end - keep in buffer for next call
+        break;
+      }
+
+      // Verify all continuation bytes are valid
+      bool valid = true;
+      for (size_t j = 1; j < seqLen; j++) {
+        if (!isUTF8Continuation(static_cast<unsigned char>(buffer_[i + j]))) {
+          valid = false;
+          break;
+        }
+      }
+
+      if (valid) {
+        // Append complete valid sequence to result
+        result.append(buffer_, i, seqLen);
+        i += seqLen;
+      } else {
+        // Invalid sequence - skip only the start byte and resync
+        i++;
+      }
+    }
+
+    // Keep only the incomplete sequence (if any) for next call
+    if (i < buffer_.size()) {
+      buffer_ = buffer_.substr(i);
+    } else {
+      buffer_.clear();
+    }
+
+    return result;
+  }
+
+  /// Flush any remaining bytes in the buffer.
+  /// Called at the end of generation to emit any leftover content.
+  /// Skips any invalid bytes that couldn't form valid UTF-8.
+  std::string flush() {
+    std::string result;
+
+    for (size_t i = 0; i < buffer_.size(); i++) {
+      unsigned char byte = static_cast<unsigned char>(buffer_[i]);
+      size_t seqLen = utf8SequenceLength(byte);
+
+      // Skip invalid start bytes
+      if (seqLen == 0) {
+        continue;
+      }
+
+      // Check if we have enough bytes for this sequence
+      if (i + seqLen > buffer_.size()) {
+        // Incomplete sequence - skip remaining bytes
+        break;
+      }
+
+      // Verify continuation bytes
+      bool valid = true;
+      for (size_t j = 1; j < seqLen; j++) {
+        if (!isUTF8Continuation(static_cast<unsigned char>(buffer_[i + j]))) {
+          valid = false;
+          break;
+        }
+      }
+
+      if (valid) {
+        result.append(buffer_, i, seqLen);
+        i += seqLen - 1;  // -1 because loop will i++
+      }
+    }
+
+    buffer_.clear();
+    return result;
+  }
+
+private:
+  std::string buffer_;
+
+  /// Returns the number of bytes expected for a UTF-8 sequence starting with
+  /// the given byte. Returns 0 for invalid start bytes, including overlong
+  /// encodings (0xC0, 0xC1) and out-of-range bytes (0xF5-0xFF).
+  static size_t utf8SequenceLength(unsigned char byte) {
+    if ((byte & 0x80) == 0x00) return 1;        // 0xxxxxxx - ASCII
+    if (byte == 0xC0 || byte == 0xC1) return 0; // Overlong encoding - invalid
+    if ((byte & 0xE0) == 0xC0) return 2;        // 110xxxxx
+    if ((byte & 0xF0) == 0xE0) return 3;        // 1110xxxx
+    if (byte >= 0xF5) return 0;                 // Out of Unicode range - invalid
+    if ((byte & 0xF8) == 0xF0) return 4;        // 11110xxx
+    return 0;  // Continuation byte (10xxxxxx) or other invalid
+  }
+
+  /// Returns true if the byte is a valid UTF-8 continuation byte (10xxxxxx).
+  static bool isUTF8Continuation(unsigned char byte) {
+    return (byte & 0xC0) == 0x80;
+  }
+};
+
+} // anonymous namespace
+
 @interface ExecuTorchLLMConfig ()
 
 - (const llm::GenerationConfig &)nativeConfig;
@@ -88,15 +219,47 @@ - (BOOL)generateWithPrompt:(NSString*)prompt
   if (![self loadWithError:error]) {
     return NO;
   }
+
+  // Create a UTF-8 streaming buffer to handle partial multi-byte sequences.
+  // BPE tokenizers (especially ByteLevel like GPT-2/SmolLM) can output tokens
+  // that split UTF-8 characters at byte boundaries. This buffer accumulates
+  // bytes until complete UTF-8 sequences are formed before calling the callback.
+  auto utf8Buffer = std::make_shared<UTF8StreamingBuffer>();
+
   auto status = _runner->generate(
     prompt.UTF8String,
     config.nativeConfig,
-    [callback](const std::string& token) {
+    [callback, utf8Buffer](const std::string& token) {
       if (callback) {
-        callback(@(token.c_str()));
+        // Process token through UTF-8 buffer
+        std::string validUTF8 = utf8Buffer->process(token);
+
+        // Only call callback when we have complete UTF-8 sequences
+        if (!validUTF8.empty()) {
+          NSString *tokenString = [[NSString alloc] initWithBytes:validUTF8.data()
+                                                           length:validUTF8.size()
+                                                         encoding:NSUTF8StringEncoding];
+          if (tokenString) {
+            callback(tokenString);
+          }
+        }
       }
     }
   );
+
+  // Flush any remaining bytes in the buffer
+  if (callback) {
+    std::string remaining = utf8Buffer->flush();
+    if (!remaining.empty()) {
+      NSString *remainingString = [[NSString alloc] initWithBytes:remaining.data()
+                                                           length:remaining.size()
+                                                         encoding:NSUTF8StringEncoding];
+      if (remainingString) {
+        callback(remainingString);
+      }
+    }
+  }
+
   if (status != Error::Ok) {
     if (error) {
       *error = [NSError errorWithDomain:ExecuTorchLLMErrorDomain