diff --git a/.github/workflows/mac.yml b/.github/workflows/mac.yml
index 04b5fdb85ed56..25565db7c9499 100644
--- a/.github/workflows/mac.yml
+++ b/.github/workflows/mac.yml
@@ -110,7 +110,7 @@ jobs:
           --osx_arch=${{ matrix.target_arch }}
 
   Vcpkg:
-    runs-on: macos-13
+    runs-on: macOS-14
     steps:
     - uses: actions/checkout@v4
     - uses: actions/setup-python@v5
diff --git a/cmake/CMakePresets.json b/cmake/CMakePresets.json
index 4987edaf85513..8d63912f6eaee 100644
--- a/cmake/CMakePresets.json
+++ b/cmake/CMakePresets.json
@@ -109,6 +109,29 @@
                 "rhs": "Darwin"
             }
         },
+        {
+            "name": "arm64-osx",
+            "inherits": [
+                "unit-test"
+            ],
+            "generator": "Xcode",
+            "binaryDir": "${sourceParentDir}/cmake_build/arm64-osx",
+            "installDir": "${sourceParentDir}/cmake_build/out",
+            "cacheVariables": {
+                "CMAKE_OSX_ARCHITECTURES": "arm64",
+                "onnxruntime_BUILD_SHARED_LIB": true,
+                "onnxruntime_USE_XNNPACK": false,
+                "onnxruntime_USE_COREML": true,
+                "onnxruntime_BUILD_OBJC": true,
+                "onnxruntime_BUILD_APPLE_FRAMEWORK": true,
+                "CMAKE_CONFIGURATION_TYPES": "Debug;Release"
+            },
+            "condition": {
+                "type": "equals",
+                "lhs": "${hostSystemName}",
+                "rhs": "Darwin"
+            }
+        },
         {
             "name": "x64-osx-vcpkg",
             "inherits": [
diff --git a/onnxruntime/core/providers/coreml/model/host_utils.h b/onnxruntime/core/providers/coreml/model/host_utils.h
index 145c64e5320d3..5507adb3ca828 100644
--- a/onnxruntime/core/providers/coreml/model/host_utils.h
+++ b/onnxruntime/core/providers/coreml/model/host_utils.h
@@ -43,6 +43,10 @@
 #define API_AVAILABLE_COREML7 API_AVAILABLE(macos(14), ios(17))
 #define API_AVAILABLE_COREML8 API_AVAILABLE(macos(15), ios(18))
 
+// The previous macros are used in header files to declare the availability of the APIs.
+// The following macros are used in implementation files to check the availability of the APIs.
+#define CAN_USE_COREML8_OR_LATER (__MAC_OS_X_VERSION_MAX_ALLOWED >= 150000 && __IPHONE_OS_VERSION_MAX_ALLOWED >= 180000)
+
 // @available is used in implementation code
 // Base required OS to run CoreML Specification Version 4 (Core ML 3)
 #define HAS_COREML3_OR_LATER @available(macOS 10.15, iOS 13, *)
diff --git a/onnxruntime/core/providers/coreml/model/model.mm b/onnxruntime/core/providers/coreml/model/model.mm
index 5211b89ec17c6..c140097f7bd66 100644
--- a/onnxruntime/core/providers/coreml/model/model.mm
+++ b/onnxruntime/core/providers/coreml/model/model.mm
@@ -369,9 +369,8 @@ void ProfileComputePlan(NSURL* compileUrl, MLModelConfiguration* config) {
 #define HAS_COREMLOPTIMIZATIONHINT 0
 #endif
 
-API_AVAILABLE_COREML8
 void ConfigureOptimizationHints(MLModelConfiguration* config, const CoreMLOptions& coreml_options) {
-#if HAS_COREMLOPTIMIZATIONHINT
+#if HAS_COREMLOPTIMIZATIONHINT && CAN_USE_COREML8_OR_LATER
   MLOptimizationHints* optimizationHints = [[MLOptimizationHints alloc] init];
   if (coreml_options.UseStrategy("FastPrediction")) {
     optimizationHints.specializationStrategy = MLSpecializationStrategyFastPrediction;
diff --git a/tools/ci_build/github/azure-pipelines/mac-coreml-ci-pipeline.yml b/tools/ci_build/github/azure-pipelines/mac-coreml-ci-pipeline.yml
index a1059bb3c314e..4e83b6992ae91 100644
--- a/tools/ci_build/github/azure-pipelines/mac-coreml-ci-pipeline.yml
+++ b/tools/ci_build/github/azure-pipelines/mac-coreml-ci-pipeline.yml
@@ -33,7 +33,7 @@ jobs:
   workspace:
     clean: all
   pool:
-    vmImage: 'macOS-13'
+    vmImage: 'macOS-14'
   variables:
     MACOSX_DEPLOYMENT_TARGET: '13.3'
     TODAY: $[format('{0:dd}{0:MM}{0:yyyy}', pipeline.startTime)]
diff --git a/tools/ci_build/github/azure-pipelines/mac-ios-ci-pipeline.yml b/tools/ci_build/github/azure-pipelines/mac-ios-ci-pipeline.yml
index 26b072ed55b04..5a8b916ec82a4 100644
--- a/tools/ci_build/github/azure-pipelines/mac-ios-ci-pipeline.yml
+++ b/tools/ci_build/github/azure-pipelines/mac-ios-ci-pipeline.yml
@@ -31,7 +31,7 @@ pr:
 jobs:
 - job: iOS_CI_on_Mac
   pool:
-    vmImage: 'macOS-13'
+    vmImage: 'macOS-14'
   variables:
     PROTO_CACHE_DIR: $(Pipeline.Workspace)/proto_ccache
     ORT_CACHE_DIR: $(Pipeline.Workspace)/ort_ccache
@@ -39,7 +39,7 @@ jobs:
     # Note: Keep the Xcode version and iOS simulator version compatible.
     # Check the table here to see what iOS simulator versions are supported by a particular Xcode version:
     # https://developer.apple.com/support/xcode/
-    XCODE_VERSION: 14.3.1
+    XCODE_VERSION: 15.3.0
     IOS_SIMULATOR_RUNTIME_VERSION: 16.4
   timeoutInMinutes: 150
   steps:
diff --git a/tools/ci_build/github/azure-pipelines/mac-ios-packaging-pipeline.yml b/tools/ci_build/github/azure-pipelines/mac-ios-packaging-pipeline.yml
index c3176ec54fd79..9158e46dcbd8a 100644
--- a/tools/ci_build/github/azure-pipelines/mac-ios-packaging-pipeline.yml
+++ b/tools/ci_build/github/azure-pipelines/mac-ios-packaging-pipeline.yml
@@ -54,7 +54,7 @@ stages:
     displayName: "Set common variables"
 
     pool:
-      vmImage: "macOS-13"
+      vmImage: "macOS-14"
 
     timeoutInMinutes: 5
 
diff --git a/tools/ci_build/github/azure-pipelines/nodejs/templates/test_macos.yml b/tools/ci_build/github/azure-pipelines/nodejs/templates/test_macos.yml
index 4518a168879a2..a2a0e3bcace9f 100644
--- a/tools/ci_build/github/azure-pipelines/nodejs/templates/test_macos.yml
+++ b/tools/ci_build/github/azure-pipelines/nodejs/templates/test_macos.yml
@@ -11,7 +11,7 @@ stages:
       clean: all
     timeoutInMinutes:  120
     pool:
-      vmImage: 'macOS-13'
+      vmImage: 'macOS-14'
 
     variables:
     - name: OnnxRuntimeBuildDirectory
diff --git a/tools/ci_build/github/azure-pipelines/nuget/templates/test_macos.yml b/tools/ci_build/github/azure-pipelines/nuget/templates/test_macos.yml
index 07d21333270a8..a6e38d0bc93f3 100644
--- a/tools/ci_build/github/azure-pipelines/nuget/templates/test_macos.yml
+++ b/tools/ci_build/github/azure-pipelines/nuget/templates/test_macos.yml
@@ -11,7 +11,7 @@ stages:
     workspace:
       clean: all
     pool:
-      vmImage: 'macOS-13'
+      vmImage: 'macOS-14'
 
     variables:
     - name: OnnxRuntimeBuildDirectory
diff --git a/tools/ci_build/github/azure-pipelines/post-merge-jobs.yml b/tools/ci_build/github/azure-pipelines/post-merge-jobs.yml
index 7dc6ec5747acf..69d495557ab95 100644
--- a/tools/ci_build/github/azure-pipelines/post-merge-jobs.yml
+++ b/tools/ci_build/github/azure-pipelines/post-merge-jobs.yml
@@ -423,7 +423,7 @@ stages:
   - job: IosDynamicFramework
     timeoutInMinutes: 120
     pool:
-      vmImage: "macOS-13"
+      vmImage: "macOS-14"
 
     steps:
     - task: UsePythonVersion@0
@@ -459,7 +459,7 @@ stages:
   - job: IosMinimalTrainingBuild
     timeoutInMinutes: 120
     pool:
-      vmImage: "macOS-13"
+      vmImage: "macOS-14"
 
     steps:
     - task: UsePythonVersion@0
diff --git a/tools/ci_build/github/azure-pipelines/py-package-test-pipeline.yml b/tools/ci_build/github/azure-pipelines/py-package-test-pipeline.yml
index a0e49692220f9..7a977b5fc5c15 100644
--- a/tools/ci_build/github/azure-pipelines/py-package-test-pipeline.yml
+++ b/tools/ci_build/github/azure-pipelines/py-package-test-pipeline.yml
@@ -29,7 +29,7 @@ stages:
       parameters:
         job_name: Test_MAC_Wheels
         machine_pool:
-          vmImage: 'macOS-13'
+          vmImage: 'macOS-14'
         itemPattern: '*/*mac*x86_64.whl'
     - template: templates/py-package-smoking-test.yml
       parameters:
diff --git a/tools/ci_build/github/azure-pipelines/stages/py-cpu-packaging-stage.yml b/tools/ci_build/github/azure-pipelines/stages/py-cpu-packaging-stage.yml
index 665a11c64e873..b94e004d79599 100644
--- a/tools/ci_build/github/azure-pipelines/stages/py-cpu-packaging-stage.yml
+++ b/tools/ci_build/github/azure-pipelines/stages/py-cpu-packaging-stage.yml
@@ -240,7 +240,7 @@ stages:
       workspace:
         clean: all
       pool:
-        vmImage: 'macOS-13'
+        vmImage: 'macOS-14'
       variables:
         MACOSX_DEPLOYMENT_TARGET: '13.3'
       strategy:
diff --git a/tools/ci_build/github/azure-pipelines/templates/android-java-api-aar-test.yml b/tools/ci_build/github/azure-pipelines/templates/android-java-api-aar-test.yml
index 7b378f5c8c474..24832c5aa091b 100644
--- a/tools/ci_build/github/azure-pipelines/templates/android-java-api-aar-test.yml
+++ b/tools/ci_build/github/azure-pipelines/templates/android-java-api-aar-test.yml
@@ -29,7 +29,7 @@ jobs:
   workspace:
     clean: all
   pool:
-    vmImage: 'macOS-13'
+    vmImage: 'macOS-14'
   variables:
   - name: runCodesignValidationInjection
     value: false
diff --git a/tools/ci_build/github/azure-pipelines/templates/c-api-cpu.yml b/tools/ci_build/github/azure-pipelines/templates/c-api-cpu.yml
index f5350483ff144..da5888a3beb1e 100644
--- a/tools/ci_build/github/azure-pipelines/templates/c-api-cpu.yml
+++ b/tools/ci_build/github/azure-pipelines/templates/c-api-cpu.yml
@@ -119,7 +119,7 @@ stages:
     workspace:
       clean: all
     pool:
-      vmImage: 'macOS-13'
+      vmImage: 'macOS-14'
     timeoutInMinutes: 300
     steps:
     - template: set-version-number-variables-step.yml
@@ -816,7 +816,7 @@ stages:
 
 - template: ../nuget/templates/test_macos.yml
   parameters:
-    AgentPool : macOS-13
+    AgentPool : macOS-14
     ArtifactSuffix: 'CPU'
 
 - template: ../nodejs/templates/test_win.yml
@@ -852,4 +852,4 @@ stages:
     OS: MacOS
     BuildId: ${{ parameters.BuildId }}
     SpecificArtifact: ${{ parameters.SpecificArtifact }}
-    PoolName: 'macOS-13'
+    PoolName: 'macOS-14'
diff --git a/tools/ci_build/github/azure-pipelines/templates/mac-cpu-packaging-pipeline.yml b/tools/ci_build/github/azure-pipelines/templates/mac-cpu-packaging-pipeline.yml
index ab31e592d7d71..8c725c1d6b9a0 100644
--- a/tools/ci_build/github/azure-pipelines/templates/mac-cpu-packaging-pipeline.yml
+++ b/tools/ci_build/github/azure-pipelines/templates/mac-cpu-packaging-pipeline.yml
@@ -68,7 +68,7 @@ stages:
   jobs:
     - job: MacOS_C_API_Package_Publish
       pool:
-          vmImage: 'macOS-13'
+          vmImage: 'macOS-14'
       steps:
       - checkout: none
       - template: flex-downloadPipelineArtifact.yml
diff --git a/tools/ci_build/github/azure-pipelines/templates/mac-cpu-packing-jobs.yml b/tools/ci_build/github/azure-pipelines/templates/mac-cpu-packing-jobs.yml
index 7a1addffee0e3..f5ac2f6925d43 100644
--- a/tools/ci_build/github/azure-pipelines/templates/mac-cpu-packing-jobs.yml
+++ b/tools/ci_build/github/azure-pipelines/templates/mac-cpu-packing-jobs.yml
@@ -37,7 +37,7 @@ jobs:
     PROTO_CACHE_DIR: $(Pipeline.Workspace)/ccache_proto
     ORT_CACHE_DIR: $(Pipeline.Workspace)/ccache_ort
   pool:
-    vmImage: 'macOS-13'
+    vmImage: 'macOS-14'
   timeoutInMinutes: 300
   steps:
   - checkout: self
diff --git a/tools/ci_build/github/azure-pipelines/templates/react-native-ci.yml b/tools/ci_build/github/azure-pipelines/templates/react-native-ci.yml
index f4d00c274030c..47b5b2619d252 100644
--- a/tools/ci_build/github/azure-pipelines/templates/react-native-ci.yml
+++ b/tools/ci_build/github/azure-pipelines/templates/react-native-ci.yml
@@ -46,7 +46,7 @@ stages:
 
   - job: Build_Ios_Pod_For_React_Native
     pool:
-      vmImage: 'macOS-13'
+      vmImage: 'macOS-14'
 
     timeoutInMinutes: 90
 
@@ -103,7 +103,7 @@ stages:
   jobs:
   - job: ReactNative_CI
     pool:
-      vmImage: 'macOS-13'
+      vmImage: 'macOS-14'
     variables:
       runCodesignValidationInjection: false
     timeoutInMinutes: 90
diff --git a/tools/ci_build/github/azure-pipelines/templates/stages/mac-ios-packaging-build-stage.yml b/tools/ci_build/github/azure-pipelines/templates/stages/mac-ios-packaging-build-stage.yml
index 5d7ea5e7b2727..89cd95d4d68f1 100644
--- a/tools/ci_build/github/azure-pipelines/templates/stages/mac-ios-packaging-build-stage.yml
+++ b/tools/ci_build/github/azure-pipelines/templates/stages/mac-ios-packaging-build-stage.yml
@@ -15,13 +15,13 @@ stages:
     displayName: "Build iOS package for variant: ${{ parameters.packageVariant}}"
 
     pool:
-      vmImage: "macOS-13"
+      vmImage: "macOS-14"
 
     variables:
       # Note: Keep the Xcode version and iOS simulator version compatible.
       # Check the table here to see what iOS simulator versions are supported by a particular Xcode version:
       # https://developer.apple.com/support/xcode/
-      xcodeVersion: "14.3.1"
+      xcodeVersion: "15.3.0"
       iosSimulatorRuntimeVersion: "16.4"
 
       ortPodVersion: $[stageDependencies.IosPackaging_SetCommonVariables.j.outputs['SetCommonVariables.ORT_POD_VERSION']]
diff --git a/tools/ci_build/github/azure-pipelines/templates/use-xcode-version.yml b/tools/ci_build/github/azure-pipelines/templates/use-xcode-version.yml
index 2cf698aefa8bd..3c1bfcd60fedd 100644
--- a/tools/ci_build/github/azure-pipelines/templates/use-xcode-version.yml
+++ b/tools/ci_build/github/azure-pipelines/templates/use-xcode-version.yml
@@ -3,7 +3,7 @@
 parameters:
 - name: xcodeVersion
   type: string
-  default: "14.3.1"
+  default: "15.3.0"
 
 steps:
 - bash: |