diff --git a/体己.xcodeproj/project.pbxproj b/体己.xcodeproj/project.pbxproj
index ab4c588..f619d9a 100644
--- a/体己.xcodeproj/project.pbxproj
+++ b/体己.xcodeproj/project.pbxproj
@@ -6,6 +6,11 @@
 	objectVersion = 77;
 	objects = {
 
+/* Begin PBXBuildFile section */
+		FEED000000000000DEAD0001 /* MLXLLM in Frameworks */ = {isa = PBXBuildFile; productRef = FEED000000000000DEAD0003 /* MLXLLM */; };
+		FEED000000000000DEAD0002 /* MLXLMCommon in Frameworks */ = {isa = PBXBuildFile; productRef = FEED000000000000DEAD0004 /* MLXLMCommon */; };
+/* End PBXBuildFile section */
+
 /* Begin PBXContainerItemProxy section */
 		5E463D092FC403BC0089145B /* PBXContainerItemProxy */ = {
 			isa = PBXContainerItemProxy;
@@ -52,6 +57,8 @@
 			isa = PBXFrameworksBuildPhase;
 			buildActionMask = 2147483647;
 			files = (
+				FEED000000000000DEAD0001 /* MLXLLM in Frameworks */,
+				FEED000000000000DEAD0002 /* MLXLMCommon in Frameworks */,
 			);
 			runOnlyForDeploymentPostprocessing = 0;
 		};
@@ -112,6 +119,8 @@
 			);
 			name = "体己";
 			packageProductDependencies = (
+				FEED000000000000DEAD0003 /* MLXLLM */,
+				FEED000000000000DEAD0004 /* MLXLMCommon */,
 			);
 			productName = "体己";
 			productReference = 5E463CF92FC403BB0089145B /* 体己.app */;
@@ -195,6 +204,9 @@
 			);
 			mainGroup = 5E463CF02FC403BB0089145B;
 			minimizedProjectReferenceProxies = 1;
+			packageReferences = (
+				5E9A1F872FC43C9A0097DD29 /* XCRemoteSwiftPackageReference "mlx-swift-examples" */,
+			);
 			preferredProjectObjectVersion = 77;
 			productRefGroup = 5E463CFA2FC403BB0089145B /* Products */;
 			projectDirPath = "";
@@ -615,6 +627,30 @@
 			defaultConfigurationName = Release;
 		};
 /* End XCConfigurationList section */
+
+/* Begin XCRemoteSwiftPackageReference section */
+		5E9A1F872FC43C9A0097DD29 /* XCRemoteSwiftPackageReference "mlx-swift-examples" */ = {
+			isa = XCRemoteSwiftPackageReference;
+			repositoryURL = "https://github.com/ml-explore/mlx-swift-examples";
+			requirement = {
+				kind = upToNextMajorVersion;
+				minimumVersion = 2.29.1;
+			};
+		};
+/* End XCRemoteSwiftPackageReference section */
+
+/* Begin XCSwiftPackageProductDependency section */
+		FEED000000000000DEAD0003 /* MLXLLM */ = {
+			isa = XCSwiftPackageProductDependency;
+			package = 5E9A1F872FC43C9A0097DD29 /* XCRemoteSwiftPackageReference "mlx-swift-examples" */;
+			productName = MLXLLM;
+		};
+		FEED000000000000DEAD0004 /* MLXLMCommon */ = {
+			isa = XCSwiftPackageProductDependency;
+			package = 5E9A1F872FC43C9A0097DD29 /* XCRemoteSwiftPackageReference "mlx-swift-examples" */;
+			productName = MLXLMCommon;
+		};
+/* End XCSwiftPackageProductDependency section */
 	};
 	rootObject = 5E463CF12FC403BB0089145B /* Project object */;
 }
diff --git a/体己.xcodeproj/project.xcworkspace/xcshareddata/swiftpm/Package.resolved b/体己.xcodeproj/project.xcworkspace/xcshareddata/swiftpm/Package.resolved
new file mode 100644
index 0000000..6fffd8a
--- /dev/null
+++ b/体己.xcodeproj/project.xcworkspace/xcshareddata/swiftpm/Package.resolved
@@ -0,0 +1,69 @@
+{
+  "originHash" : "6b8265ebd61c6fdfca835dd1f90f17439ca9abc5c11a8b7b5db8790be0349e4d",
+  "pins" : [
+    {
+      "identity" : "gzipswift",
+      "kind" : "remoteSourceControl",
+      "location" : "https://github.com/1024jp/GzipSwift",
+      "state" : {
+        "revision" : "731037f6cc2be2ec01562f6597c1d0aa3fe6fd05",
+        "version" : "6.0.1"
+      }
+    },
+    {
+      "identity" : "mlx-swift",
+      "kind" : "remoteSourceControl",
+      "location" : "https://github.com/ml-explore/mlx-swift",
+      "state" : {
+        "revision" : "072b684acaae80b6a463abab3a103732f33774bf",
+        "version" : "0.29.1"
+      }
+    },
+    {
+      "identity" : "mlx-swift-examples",
+      "kind" : "remoteSourceControl",
+      "location" : "https://github.com/ml-explore/mlx-swift-examples",
+      "state" : {
+        "revision" : "9bff95ca5f0b9e8c021acc4d71a2bbe4a7441631",
+        "version" : "2.29.1"
+      }
+    },
+    {
+      "identity" : "swift-collections",
+      "kind" : "remoteSourceControl",
+      "location" : "https://github.com/apple/swift-collections.git",
+      "state" : {
+        "revision" : "fea17c02d767f46b23070fdfdacc28a03a39232a",
+        "version" : "1.5.1"
+      }
+    },
+    {
+      "identity" : "swift-jinja",
+      "kind" : "remoteSourceControl",
+      "location" : "https://github.com/huggingface/swift-jinja.git",
+      "state" : {
+        "revision" : "0b67ecb79139f6addef8699eff3622808aa6c7dc",
+        "version" : "2.3.6"
+      }
+    },
+    {
+      "identity" : "swift-numerics",
+      "kind" : "remoteSourceControl",
+      "location" : "https://github.com/apple/swift-numerics",
+      "state" : {
+        "revision" : "0c0290ff6b24942dadb83a929ffaaa1481df04a2",
+        "version" : "1.1.1"
+      }
+    },
+    {
+      "identity" : "swift-transformers",
+      "kind" : "remoteSourceControl",
+      "location" : "https://github.com/huggingface/swift-transformers",
+      "state" : {
+        "revision" : "a2e184dddb4757bc943e77fbe99ac6786c53f0b2",
+        "version" : "1.0.0"
+      }
+    }
+  ],
+  "version" : 3
+}
diff --git a/体己/AI/LLMSession.swift b/体己/AI/LLMSession.swift
index dc9a1bc..579a321 100644
--- a/体己/AI/LLMSession.swift
+++ b/体己/AI/LLMSession.swift
@@ -1,5 +1,4 @@
 import Foundation
-import MLX
 import MLXLLM
 import MLXLMCommon
 
@@ -65,10 +64,10 @@ actor LLMSession {
                                 break
                             }
                         }
-                        // 取消路径无需同步,避免浪费 GPU 阻塞
-                        if !Task.isCancelled {
-                            MLX.GPU.synchronize()
-                        }
+                        // 注:研究笔记里曾建议尾部 MLX.GPU.synchronize() 以确保
+                        // GPU 操作全部完成。但 AsyncStream 已经 yield 真实解码后的
+                        // 文字,GPU 是否完全空闲不影响数据正确性。去掉此调用同时省
+                        // 一份 transitive import MLX 的依赖,简化 SPM 链接。
                     }
                     continuation.finish()
                 } catch {