diff --git a/extension/android/CMakeLists.txt b/extension/android/CMakeLists.txt
index c94b95286d0..bc75b7cf083 100644
--- a/extension/android/CMakeLists.txt
+++ b/extension/android/CMakeLists.txt
@@ -12,65 +12,84 @@ if(NOT CMAKE_CXX_STANDARD)
   set(CMAKE_CXX_STANDARD 17)
 endif()
 
-if(NOT ANDROID)
-  message(FATAL_ERROR "This directory is for Android build only")
-endif()
-
 set(EXECUTORCH_ROOT "${CMAKE_CURRENT_SOURCE_DIR}/../..")
 include(${EXECUTORCH_ROOT}/tools/cmake/Utils.cmake)
-set(_common_compile_options
-    $<$<CXX_COMPILER_ID:MSVC>:/wd4996>
-    $<$<NOT:$<CXX_COMPILER_ID:MSVC>>:-Wno-deprecated-declarations -fPIC>
-)
-if(NOT ANDROID_PLATFORM)
-  set(ANDROID_PLATFORM android-30)
-endif()
 
-# We need to download fbjni library from maven, and use its "prefab" library and
-# headers, and link executorch library against that fbjni library. We don't know
-# which NDK is used to compile fbjni, and we need to link our executorch library
-# to the version which Android APK links against for runtime to ensure the
-# libc++ dependencies are consistent. WARNING # Users need to use the SAME fbjni
-# version here and in app gradle dependency for runtime compatibility!
-if(NOT FBJNI_VERSION)
-  set(FBJNI_VERSION 0.7.0)
-endif()
+if(NOT ANDROID)
+  find_package(JNI REQUIRED)
+  if(NOT FBJNI_HEADERS_DIR OR NOT FBJNI_LIBRARY)
+    message(
+      FATAL_ERROR
+        "For non-Android platforms, please specify -DFBJNI_HEADERS_DIR=/path/to/fbjni/include and -DFBJNI_LIBRARY=/path/to/libfbjni.so"
+    )
+  endif()
 
-set(FBJNI_AAR_URL
-    https://repo1.maven.org/maven2/com/facebook/fbjni/fbjni/${FBJNI_VERSION}/fbjni-${FBJNI_VERSION}.aar
-)
-set(FBJNI_DOWNLOAD_PATH ${CMAKE_CURRENT_BINARY_DIR}/third-party/fbjni/fbjni.aar)
+  add_library(fbjni SHARED IMPORTED)
+  set_target_properties(fbjni PROPERTIES IMPORTED_LOCATION "${FBJNI_LIBRARY}")
+  set(_common_compile_options
+      $<$<CXX_COMPILER_ID:MSVC>:/wd4996>
+      $<$<NOT:$<CXX_COMPILER_ID:MSVC>>:-Wno-deprecated-declarations -fPIC>
+  )
+else()
+  set(_common_compile_options
+      $<$<CXX_COMPILER_ID:MSVC>:/wd4996>
+      $<$<NOT:$<CXX_COMPILER_ID:MSVC>>:-Wno-deprecated-declarations -fPIC>
+  )
+  if(NOT ANDROID_PLATFORM)
+    set(ANDROID_PLATFORM android-30)
+  endif()
 
-if(NOT EXISTS "${FBJNI_DOWNLOAD_PATH}")
-  file(DOWNLOAD "${FBJNI_AAR_URL}" "${FBJNI_DOWNLOAD_PATH}")
-endif()
+  # We need to download fbjni library from maven, and use its "prefab" library
+  # and headers, and link executorch library against that fbjni library. We
+  # don't know which NDK is used to compile fbjni, and we need to link our
+  # executorch library to the version which Android APK links against for
+  # runtime to ensure the libc++ dependencies are consistent. WARNING # Users
+  # need to use the SAME fbjni version here and in app gradle dependency for
+  # runtime compatibility!
+  if(NOT FBJNI_VERSION)
+    set(FBJNI_VERSION 0.7.0)
+  endif()
 
-add_custom_command(
-  OUTPUT
-    "${CMAKE_CURRENT_BINARY_DIR}/third-party/fbjni/prefab/modules/fbjni/include/"
-    "${CMAKE_CURRENT_BINARY_DIR}/third-party/fbjni/prefab/modules/fbjni/libs/android.${ANDROID_ABI}/libfbjni.so"
-  COMMAND unzip -o ${FBJNI_DOWNLOAD_PATH} -d
-          ${CMAKE_CURRENT_BINARY_DIR}/third-party/fbjni
-  DEPENDS "${FBJNI_DOWNLOAD_PATH}"
-)
+  set(FBJNI_AAR_URL
+      https://repo1.maven.org/maven2/com/facebook/fbjni/fbjni/${FBJNI_VERSION}/fbjni-${FBJNI_VERSION}.aar
+  )
+  set(FBJNI_DOWNLOAD_PATH
+      ${CMAKE_CURRENT_BINARY_DIR}/third-party/fbjni/fbjni.aar
+  )
 
-add_custom_target(
-  fbjni_prefab
-  DEPENDS
-    "${CMAKE_CURRENT_BINARY_DIR}/third-party/fbjni/prefab/modules/fbjni/include/"
-    "${CMAKE_CURRENT_BINARY_DIR}/third-party/fbjni/prefab/modules/fbjni/libs/android.${ANDROID_ABI}/libfbjni.so"
-)
+  if(NOT EXISTS "${FBJNI_DOWNLOAD_PATH}")
+    file(DOWNLOAD "${FBJNI_AAR_URL}" "${FBJNI_DOWNLOAD_PATH}")
+  endif()
 
-add_library(fbjni SHARED IMPORTED)
-add_dependencies(fbjni fbjni_prefab)
-set_target_properties(
-  fbjni
-  PROPERTIES
-    IMPORTED_LOCATION
-    "${CMAKE_CURRENT_BINARY_DIR}/third-party/fbjni/prefab/modules/fbjni/libs/android.${ANDROID_ABI}/libfbjni.so"
-)
+  add_custom_command(
+    OUTPUT
+      "${CMAKE_CURRENT_BINARY_DIR}/third-party/fbjni/prefab/modules/fbjni/include/"
+      "${CMAKE_CURRENT_BINARY_DIR}/third-party/fbjni/prefab/modules/fbjni/libs/android.${ANDROID_ABI}/libfbjni.so"
+    COMMAND unzip -o ${FBJNI_DOWNLOAD_PATH} -d
+            ${CMAKE_CURRENT_BINARY_DIR}/third-party/fbjni
+    DEPENDS "${FBJNI_DOWNLOAD_PATH}"
+  )
+
+  add_custom_target(
+    fbjni_prefab
+    DEPENDS
+      "${CMAKE_CURRENT_BINARY_DIR}/third-party/fbjni/prefab/modules/fbjni/include/"
+      "${CMAKE_CURRENT_BINARY_DIR}/third-party/fbjni/prefab/modules/fbjni/libs/android.${ANDROID_ABI}/libfbjni.so"
+  )
 
-executorch_target_link_options_shared_lib(executorch)
+  add_library(fbjni SHARED IMPORTED)
+  add_dependencies(fbjni fbjni_prefab)
+  set_target_properties(
+    fbjni
+    PROPERTIES
+      IMPORTED_LOCATION
+      "${CMAKE_CURRENT_BINARY_DIR}/third-party/fbjni/prefab/modules/fbjni/libs/android.${ANDROID_ABI}/libfbjni.so"
+  )
+endif()
+
+if(ANDROID)
+  executorch_target_link_options_shared_lib(executorch)
+endif()
 
 add_library(
   executorch_jni SHARED jni/jni_layer.cpp jni/log.cpp jni/jni_layer_runtime.cpp
@@ -233,19 +252,35 @@ if(EXISTS "${CMAKE_CURRENT_SOURCE_DIR}/fb/extended_targets/CMakeLists.txt")
   include("${CMAKE_CURRENT_SOURCE_DIR}/fb/extended_targets/CMakeLists.txt")
 endif()
 
-target_include_directories(
-  executorch_jni
-  PRIVATE
-    ${_common_include_directories}
-    "${CMAKE_CURRENT_BINARY_DIR}/third-party/fbjni/prefab/modules/fbjni/include/"
-)
+if(ANDROID)
+  target_include_directories(
+    executorch_jni
+    PRIVATE
+      ${_common_include_directories}
+      "${CMAKE_CURRENT_BINARY_DIR}/third-party/fbjni/prefab/modules/fbjni/include/"
+  )
+else()
+  target_include_directories(
+    executorch_jni
+    PRIVATE
+      ${_common_include_directories}
+      ${FBJNI_HEADERS_DIR}
+      ${JNI_INCLUDE_DIRS}
+  )
+endif()
 
 target_compile_options(executorch_jni PUBLIC ${_common_compile_options})
 
-target_link_options(
-  executorch_jni PRIVATE
-  "LINKER:--version-script,${CMAKE_CURRENT_SOURCE_DIR}/jni/version_script.txt"
-)
+if(NOT WIN32)
+  target_link_options(
+    executorch_jni PRIVATE
+    "LINKER:--version-script,${CMAKE_CURRENT_SOURCE_DIR}/jni/version_script.txt"
+  )
+endif()
 target_link_options_gc_sections(executorch_jni)
 
-target_link_libraries(executorch_jni ${link_libraries} log)
+if(ANDROID)
+  target_link_libraries(executorch_jni ${link_libraries} log)
+else()
+  target_link_libraries(executorch_jni ${link_libraries} ${JNI_LIBRARIES})
+endif()
diff --git a/extension/android/build.gradle b/extension/android/build.gradle
index 78db3c0f6b5..b6e4f79032b 100644
--- a/extension/android/build.gradle
+++ b/extension/android/build.gradle
@@ -12,9 +12,15 @@ allprojects {
 
         dependencies {
             classpath 'com.android.tools.build:gradle:8.9.0'
-            classpath 'com.vanniktech:gradle-maven-publish-plugin:0.34.0'
+            classpath 'com.vanniktech:gradle-maven-publish-plugin:0.31.0'
+            classpath 'com.diffplug.spotless:spotless-plugin-gradle:8.0.0'
+            classpath "org.jetbrains.kotlin:kotlin-gradle-plugin:1.9.23"
         }
+    }
 
+    ext {
+        fbjniJavaOnlyVersion = "0.7.0"
+        soLoaderNativeLoaderVersion = "0.10.5"
     }
 
     repositories {
diff --git a/extension/android/executorch_android/build.gradle b/extension/android/executorch_android/build.gradle
index 2dbe0e1fb5f..2d8a7f5ae7e 100644
--- a/extension/android/executorch_android/build.gradle
+++ b/extension/android/executorch_android/build.gradle
@@ -7,12 +7,10 @@
  */
 
 
-plugins {
-    id "com.android.library" version "8.9.0"
-    id "com.vanniktech.maven.publish" version "0.31.0"
-    id 'com.diffplug.spotless' version '8.0.0'
-    alias(libs.plugins.jetbrains.kotlin.android)
-}
+apply plugin: 'com.android.library'
+apply plugin: 'com.vanniktech.maven.publish'
+apply plugin: 'com.diffplug.spotless'
+apply plugin: 'kotlin-android'
 
 spotless {
     kotlin {
@@ -37,8 +35,8 @@ android {
     }
 
     compileOptions {
-        sourceCompatibility = JavaVersion.VERSION_11
-        targetCompatibility = JavaVersion.VERSION_11
+        sourceCompatibility = JavaVersion.VERSION_17
+        targetCompatibility = JavaVersion.VERSION_17
     }
 
     sourceSets {
@@ -50,7 +48,7 @@ android {
         }
     }
     kotlinOptions {
-        jvmTarget = "11"
+        jvmTarget = "17"
         freeCompilerArgs += ["-Xjvm-default=all"]
     }
 }
@@ -60,6 +58,7 @@ task copyTestRes(type: Exec) {
 }
 
 dependencies {
+    api project(':executorch_java')
     implementation 'com.facebook.fbjni:fbjni:0.7.0'
     implementation 'com.facebook.soloader:nativeloader:0.10.5'
     implementation libs.core.ktx
diff --git a/extension/android/executorch_android/src/main/java/org/pytorch/executorch/AndroidLogger.kt b/extension/android/executorch_android/src/main/java/org/pytorch/executorch/AndroidLogger.kt
new file mode 100644
index 00000000000..b21b38e6b1b
--- /dev/null
+++ b/extension/android/executorch_android/src/main/java/org/pytorch/executorch/AndroidLogger.kt
@@ -0,0 +1,35 @@
+/*
+ * Copyright (c) Meta Platforms, Inc. and affiliates.
+ * All rights reserved.
+ *
+ * This source code is licensed under the BSD-style license found in the
+ * LICENSE file in the root directory of this source tree.
+ */
+
+package org.pytorch.executorch
+
+import android.util.Log as AndroidLog
+
+/**
+ * Android-specific [Logger] implementation that delegates to [android.util.Log].
+ *
+ * Discovered automatically via [java.util.ServiceLoader] when the executorch-android AAR is on the
+ * classpath.
+ */
+class AndroidLogger : Logger {
+  override fun e(tag: String, msg: String) {
+    AndroidLog.e(tag, msg)
+  }
+
+  override fun w(tag: String, msg: String) {
+    AndroidLog.w(tag, msg)
+  }
+
+  override fun i(tag: String, msg: String) {
+    AndroidLog.i(tag, msg)
+  }
+
+  override fun d(tag: String, msg: String) {
+    AndroidLog.d(tag, msg)
+  }
+}
diff --git a/extension/android/executorch_android/src/main/resources/META-INF/services/org.pytorch.executorch.Logger b/extension/android/executorch_android/src/main/resources/META-INF/services/org.pytorch.executorch.Logger
new file mode 100644
index 00000000000..3d4ed5cc8a2
--- /dev/null
+++ b/extension/android/executorch_android/src/main/resources/META-INF/services/org.pytorch.executorch.Logger
@@ -0,0 +1 @@
+org.pytorch.executorch.AndroidLogger
diff --git a/extension/android/gradle/libs.versions.toml b/extension/android/gradle/libs.versions.toml
index fcd6a356536..d051c046a22 100644
--- a/extension/android/gradle/libs.versions.toml
+++ b/extension/android/gradle/libs.versions.toml
@@ -15,3 +15,4 @@ junit = { module = "junit:junit", version.ref = "junit" }
 core-ktx = { group = "androidx.core", name = "core-ktx", version.ref = "core-ktx" }
 [plugins]
 jetbrains-kotlin-android = { id = "org.jetbrains.kotlin.android", version.ref = "kotlin" }
+jetbrains-kotlin-jvm = { id = "org.jetbrains.kotlin.jvm", version.ref = "kotlin" }
diff --git a/extension/android/jni/jni_layer.cpp b/extension/android/jni/jni_layer.cpp
index 2459746df0d..8adaee00afe 100644
--- a/extension/android/jni/jni_layer.cpp
+++ b/extension/android/jni/jni_layer.cpp
@@ -477,7 +477,7 @@ class ExecuTorchJni : public facebook::jni::HybridClass<ExecuTorchJni> {
 
     return ret;
 #else
-    return facebook::jni::JArrayClass<String>::newArray(0);
+    return facebook::jni::JArrayClass<jstring>::newArray(0);
 #endif
   }
 
diff --git a/extension/android/jni/log.cpp b/extension/android/jni/log.cpp
index 663198e1271..d8c5288d44e 100644
--- a/extension/android/jni/log.cpp
+++ b/extension/android/jni/log.cpp
@@ -66,4 +66,34 @@ void access_log_buffer(std::function<void(std::vector<log_entry>&)> accessor) {
 
 } // namespace executorch::extension
 
+#else
+
+#include <cstdio>
+
+namespace executorch::extension {
+
+void access_log_buffer(std::function<void(std::vector<log_entry>&)> accessor) {
+  // No-op for non-Android
+  (void)accessor;
+}
+
+} // namespace executorch::extension
+
+void et_pal_emit_log_message(
+    et_timestamp_t timestamp,
+    et_pal_log_level_t level,
+    const char* filename,
+    const char* function,
+    size_t line,
+    const char* message,
+    size_t length) {
+  (void)timestamp;
+  (void)filename;
+  (void)function;
+  (void)line;
+  (void)length;
+  // Fallback console log for JVM desktop
+  fprintf(stderr, "[ExecuTorch JNI %c] %s\n", level, message);
+}
+
 #endif
diff --git a/extension/android/settings.gradle b/extension/android/settings.gradle
index 95d46203058..2936b3af36f 100644
--- a/extension/android/settings.gradle
+++ b/extension/android/settings.gradle
@@ -21,4 +21,17 @@ plugins {
 
 rootProject.name = 'executorch'
 
-include('executorch_android')
+// Shared platform-neutral API module (no android.* dependency)
+include(':executorch_java')
+project(':executorch_java').projectDir = new File(rootDir, '../java')
+
+// Android module — only included when Android SDK is available
+if (System.getenv("ANDROID_HOME") != null || System.getenv("ANDROID_SDK_ROOT") != null || new java.io.File(rootDir, "local.properties").exists()) {
+    include('executorch_android')
+} else {
+    logger.warn("WARNING: ANDROID_HOME is not set, skipping Android subproject.")
+}
+
+// Desktop JVM module
+include(':executorch_jvm')
+project(':executorch_jvm').projectDir = new File(rootDir, '../jvm')
diff --git a/extension/java/build.gradle b/extension/java/build.gradle
new file mode 100644
index 00000000000..c07a52b0fc3
--- /dev/null
+++ b/extension/java/build.gradle
@@ -0,0 +1,80 @@
+/*
+ * Copyright (c) Meta Platforms, Inc. and affiliates.
+ * All rights reserved.
+ *
+ * This source code is licensed under the BSD-style license found in the
+ * LICENSE file in the root directory of this source tree.
+ */
+
+apply plugin: 'kotlin'
+apply plugin: 'java-library'
+apply plugin: 'com.vanniktech.maven.publish'
+apply plugin: 'com.diffplug.spotless'
+
+spotless {
+    kotlin {
+        target '**/*.kt'
+        ktfmt()
+    }
+}
+
+def execuTorchVersion = System.properties['execuTorchVersion']
+
+java {
+    sourceCompatibility = JavaVersion.VERSION_17
+    targetCompatibility = JavaVersion.VERSION_17
+}
+
+repositories {
+    google()
+    mavenCentral()
+}
+
+dependencies {
+    implementation "org.jetbrains.kotlin:kotlin-stdlib:${libs.versions.kotlin.get()}"
+    api "com.facebook.fbjni:fbjni-java-only:${fbjniJavaOnlyVersion}"
+    api "com.facebook.soloader:nativeloader:${soLoaderNativeLoaderVersion}"
+    testImplementation 'junit:junit:4.13.2'
+    testImplementation 'org.assertj:assertj-core:3.27.2'
+    testImplementation 'org.jetbrains.kotlin:kotlin-test:1.9.23'
+}
+
+tasks.withType(org.jetbrains.kotlin.gradle.tasks.KotlinCompile).configureEach {
+    kotlinOptions {
+        jvmTarget = "17"
+        freeCompilerArgs += ["-Xjvm-default=all"]
+    }
+}
+
+mavenPublishing {
+    publishToMavenCentral()
+    signAllPublications()
+
+    coordinates("org.pytorch", "executorch-java", execuTorchVersion ? execuTorchVersion : "1.2.0-SNAPSHOT")
+
+    pom {
+        name = "ExecuTorch Java"
+        description = "ExecuTorch platform-neutral Java/Kotlin API (shared by Android and desktop JVM modules)"
+        inceptionYear = "2024"
+        url = "https://github.com/pytorch/executorch/"
+        licenses {
+            license {
+                name = "BSD 3-Clause"
+                url = "https://github.com/pytorch/executorch/blob/main/LICENSE"
+                distribution = "https://github.com/pytorch/executorch/blob/main/LICENSE"
+            }
+        }
+        developers {
+            developer {
+                id = "pytorch"
+                name = "pytorch"
+                url = "https://github.com/pytorch/executorch/"
+            }
+        }
+        scm {
+            url = "https://github.com/pytorch/executorch.git"
+            connection = "scm:git:https://github.com/pytorch/executorch"
+            developerConnection = "scm:git:git@github.com:pytorch/executorch.git"
+        }
+    }
+}
diff --git a/extension/android/executorch_android/src/main/java/org/pytorch/executorch/DType.kt b/extension/java/src/main/java/org/pytorch/executorch/DType.kt
similarity index 100%
rename from extension/android/executorch_android/src/main/java/org/pytorch/executorch/DType.kt
rename to extension/java/src/main/java/org/pytorch/executorch/DType.kt
diff --git a/extension/android/executorch_android/src/main/java/org/pytorch/executorch/EValue.kt b/extension/java/src/main/java/org/pytorch/executorch/EValue.kt
similarity index 100%
rename from extension/android/executorch_android/src/main/java/org/pytorch/executorch/EValue.kt
rename to extension/java/src/main/java/org/pytorch/executorch/EValue.kt
diff --git a/extension/android/executorch_android/src/main/java/org/pytorch/executorch/ExecuTorchRuntime.kt b/extension/java/src/main/java/org/pytorch/executorch/ExecuTorchRuntime.kt
similarity index 88%
rename from extension/android/executorch_android/src/main/java/org/pytorch/executorch/ExecuTorchRuntime.kt
rename to extension/java/src/main/java/org/pytorch/executorch/ExecuTorchRuntime.kt
index 52d846c5647..f309979533d 100644
--- a/extension/android/executorch_android/src/main/java/org/pytorch/executorch/ExecuTorchRuntime.kt
+++ b/extension/java/src/main/java/org/pytorch/executorch/ExecuTorchRuntime.kt
@@ -10,8 +10,10 @@ package org.pytorch.executorch
 
 import com.facebook.jni.annotations.DoNotStrip
 import com.facebook.soloader.nativeloader.NativeLoader
+import com.facebook.soloader.nativeloader.NativeLoaderDelegate
 import com.facebook.soloader.nativeloader.SystemDelegate
 import java.io.File
+import java.util.ServiceLoader
 
 /** Class for entire ExecuTorch Runtime related functions. */
 class ExecuTorchRuntime private constructor() {
@@ -19,7 +21,8 @@ class ExecuTorchRuntime private constructor() {
   companion object {
     init {
       if (!NativeLoader.isInitialized()) {
-        NativeLoader.init(SystemDelegate())
+        val customDelegate = ServiceLoader.load(NativeLoaderDelegate::class.java).firstOrNull()
+        NativeLoader.init(customDelegate ?: SystemDelegate())
       }
       // Loads libexecutorch.so from jniLibs
       NativeLoader.loadLibrary("executorch")
diff --git a/extension/android/executorch_android/src/main/java/org/pytorch/executorch/ExecutorchRuntimeException.kt b/extension/java/src/main/java/org/pytorch/executorch/ExecutorchRuntimeException.kt
similarity index 100%
rename from extension/android/executorch_android/src/main/java/org/pytorch/executorch/ExecutorchRuntimeException.kt
rename to extension/java/src/main/java/org/pytorch/executorch/ExecutorchRuntimeException.kt
diff --git a/extension/java/src/main/java/org/pytorch/executorch/Log.kt b/extension/java/src/main/java/org/pytorch/executorch/Log.kt
new file mode 100644
index 00000000000..44d323bcc6d
--- /dev/null
+++ b/extension/java/src/main/java/org/pytorch/executorch/Log.kt
@@ -0,0 +1,59 @@
+/*
+ * Copyright (c) Meta Platforms, Inc. and affiliates.
+ * All rights reserved.
+ *
+ * This source code is licensed under the BSD-style license found in the
+ * LICENSE file in the root directory of this source tree.
+ */
+
+package org.pytorch.executorch
+
+import java.util.ServiceLoader
+
+/**
+ * Platform-agnostic logging interface.
+ *
+ * Platform-specific modules (Android, JVM desktop) provide implementations via [ServiceLoader] SPI.
+ * If no implementation is found on the classpath, a built-in [FallbackLogger] that writes to
+ * stderr/stdout is used.
+ */
+interface Logger {
+  fun e(tag: String, msg: String)
+
+  fun w(tag: String, msg: String)
+
+  fun i(tag: String, msg: String)
+
+  fun d(tag: String, msg: String)
+}
+
+/**
+ * Internal logging facade used throughout the ExecuTorch Java API.
+ *
+ * Delegates to a [Logger] implementation discovered via [ServiceLoader], falling back to a console
+ * logger if none is available.
+ */
+internal object Log {
+  private val delegate: Logger by lazy {
+    ServiceLoader.load(Logger::class.java).firstOrNull() ?: FallbackLogger()
+  }
+
+  fun e(tag: String, msg: String) = delegate.e(tag, msg)
+
+  fun w(tag: String, msg: String) = delegate.w(tag, msg)
+
+  fun i(tag: String, msg: String) = delegate.i(tag, msg)
+
+  fun d(tag: String, msg: String) = delegate.d(tag, msg)
+}
+
+/** Default fallback if no platform-specific [Logger] is on the classpath. */
+private class FallbackLogger : Logger {
+  override fun e(tag: String, msg: String) = System.err.println("[$tag] ERROR: $msg")
+
+  override fun w(tag: String, msg: String) = System.err.println("[$tag] WARN:  $msg")
+
+  override fun i(tag: String, msg: String) = System.out.println("[$tag] INFO:  $msg")
+
+  override fun d(tag: String, msg: String) = System.out.println("[$tag] DEBUG: $msg")
+}
diff --git a/extension/android/executorch_android/src/main/java/org/pytorch/executorch/MethodMetadata.kt b/extension/java/src/main/java/org/pytorch/executorch/MethodMetadata.kt
similarity index 100%
rename from extension/android/executorch_android/src/main/java/org/pytorch/executorch/MethodMetadata.kt
rename to extension/java/src/main/java/org/pytorch/executorch/MethodMetadata.kt
diff --git a/extension/android/executorch_android/src/main/java/org/pytorch/executorch/Module.kt b/extension/java/src/main/java/org/pytorch/executorch/Module.kt
similarity index 100%
rename from extension/android/executorch_android/src/main/java/org/pytorch/executorch/Module.kt
rename to extension/java/src/main/java/org/pytorch/executorch/Module.kt
diff --git a/extension/android/executorch_android/src/main/java/org/pytorch/executorch/Tensor.kt b/extension/java/src/main/java/org/pytorch/executorch/Tensor.kt
similarity index 99%
rename from extension/android/executorch_android/src/main/java/org/pytorch/executorch/Tensor.kt
rename to extension/java/src/main/java/org/pytorch/executorch/Tensor.kt
index f2f3ebea214..433667ccae0 100644
--- a/extension/android/executorch_android/src/main/java/org/pytorch/executorch/Tensor.kt
+++ b/extension/java/src/main/java/org/pytorch/executorch/Tensor.kt
@@ -8,7 +8,6 @@
 
 package org.pytorch.executorch
 
-import android.util.Log
 import com.facebook.jni.HybridData
 import com.facebook.jni.annotations.DoNotStrip
 import java.nio.Buffer
diff --git a/extension/android/executorch_android/src/main/java/org/pytorch/executorch/annotations/Experimental.kt b/extension/java/src/main/java/org/pytorch/executorch/annotations/Experimental.kt
similarity index 100%
rename from extension/android/executorch_android/src/main/java/org/pytorch/executorch/annotations/Experimental.kt
rename to extension/java/src/main/java/org/pytorch/executorch/annotations/Experimental.kt
diff --git a/extension/android/executorch_android/src/main/java/org/pytorch/executorch/extension/asr/AsrCallback.kt b/extension/java/src/main/java/org/pytorch/executorch/extension/asr/AsrCallback.kt
similarity index 100%
rename from extension/android/executorch_android/src/main/java/org/pytorch/executorch/extension/asr/AsrCallback.kt
rename to extension/java/src/main/java/org/pytorch/executorch/extension/asr/AsrCallback.kt
diff --git a/extension/android/executorch_android/src/main/java/org/pytorch/executorch/extension/asr/AsrModule.kt b/extension/java/src/main/java/org/pytorch/executorch/extension/asr/AsrModule.kt
similarity index 100%
rename from extension/android/executorch_android/src/main/java/org/pytorch/executorch/extension/asr/AsrModule.kt
rename to extension/java/src/main/java/org/pytorch/executorch/extension/asr/AsrModule.kt
diff --git a/extension/android/executorch_android/src/main/java/org/pytorch/executorch/extension/asr/AsrTranscribeConfig.kt b/extension/java/src/main/java/org/pytorch/executorch/extension/asr/AsrTranscribeConfig.kt
similarity index 100%
rename from extension/android/executorch_android/src/main/java/org/pytorch/executorch/extension/asr/AsrTranscribeConfig.kt
rename to extension/java/src/main/java/org/pytorch/executorch/extension/asr/AsrTranscribeConfig.kt
diff --git a/extension/android/executorch_android/src/main/java/org/pytorch/executorch/extension/llm/LlmCallback.kt b/extension/java/src/main/java/org/pytorch/executorch/extension/llm/LlmCallback.kt
similarity index 100%
rename from extension/android/executorch_android/src/main/java/org/pytorch/executorch/extension/llm/LlmCallback.kt
rename to extension/java/src/main/java/org/pytorch/executorch/extension/llm/LlmCallback.kt
diff --git a/extension/android/executorch_android/src/main/java/org/pytorch/executorch/extension/llm/LlmGenerationConfig.kt b/extension/java/src/main/java/org/pytorch/executorch/extension/llm/LlmGenerationConfig.kt
similarity index 100%
rename from extension/android/executorch_android/src/main/java/org/pytorch/executorch/extension/llm/LlmGenerationConfig.kt
rename to extension/java/src/main/java/org/pytorch/executorch/extension/llm/LlmGenerationConfig.kt
diff --git a/extension/android/executorch_android/src/main/java/org/pytorch/executorch/extension/llm/LlmModule.kt b/extension/java/src/main/java/org/pytorch/executorch/extension/llm/LlmModule.kt
similarity index 100%
rename from extension/android/executorch_android/src/main/java/org/pytorch/executorch/extension/llm/LlmModule.kt
rename to extension/java/src/main/java/org/pytorch/executorch/extension/llm/LlmModule.kt
diff --git a/extension/android/executorch_android/src/main/java/org/pytorch/executorch/extension/llm/LlmModuleConfig.kt b/extension/java/src/main/java/org/pytorch/executorch/extension/llm/LlmModuleConfig.kt
similarity index 100%
rename from extension/android/executorch_android/src/main/java/org/pytorch/executorch/extension/llm/LlmModuleConfig.kt
rename to extension/java/src/main/java/org/pytorch/executorch/extension/llm/LlmModuleConfig.kt
diff --git a/extension/android/executorch_android/src/main/java/org/pytorch/executorch/training/SGD.kt b/extension/java/src/main/java/org/pytorch/executorch/training/SGD.kt
similarity index 100%
rename from extension/android/executorch_android/src/main/java/org/pytorch/executorch/training/SGD.kt
rename to extension/java/src/main/java/org/pytorch/executorch/training/SGD.kt
diff --git a/extension/android/executorch_android/src/main/java/org/pytorch/executorch/training/TrainingModule.kt b/extension/java/src/main/java/org/pytorch/executorch/training/TrainingModule.kt
similarity index 100%
rename from extension/android/executorch_android/src/main/java/org/pytorch/executorch/training/TrainingModule.kt
rename to extension/java/src/main/java/org/pytorch/executorch/training/TrainingModule.kt
diff --git a/extension/android/executorch_android/src/test/java/org/pytorch/executorch/EValueTest.kt b/extension/java/src/test/java/org/pytorch/executorch/EValueTest.kt
similarity index 100%
rename from extension/android/executorch_android/src/test/java/org/pytorch/executorch/EValueTest.kt
rename to extension/java/src/test/java/org/pytorch/executorch/EValueTest.kt
diff --git a/extension/java/src/test/java/org/pytorch/executorch/LoggerTest.kt b/extension/java/src/test/java/org/pytorch/executorch/LoggerTest.kt
new file mode 100644
index 00000000000..cdb35502cf1
--- /dev/null
+++ b/extension/java/src/test/java/org/pytorch/executorch/LoggerTest.kt
@@ -0,0 +1,25 @@
+/*
+ * Copyright (c) Meta Platforms, Inc. and affiliates.
+ * All rights reserved.
+ *
+ * This source code is licensed under the BSD-style license found in the
+ * LICENSE file in the root directory of this source tree.
+ */
+
+package org.pytorch.executorch
+
+import org.junit.Test
+
+/** Basic sanity test for [Log] facade. */
+class LoggerTest {
+
+  @Test
+  fun testFallbackLogging() {
+    // Under :executorch_java tests, there is no platform Logger registered
+    // in META-INF/services, so it should fall back to Console fallback.
+    Log.d("LoggerTest", "Test debug log")
+    Log.i("LoggerTest", "Test info log")
+    Log.w("LoggerTest", "Test warn log")
+    Log.e("LoggerTest", "Test error log")
+  }
+}
diff --git a/extension/android/executorch_android/src/test/java/org/pytorch/executorch/TensorTest.kt b/extension/java/src/test/java/org/pytorch/executorch/TensorTest.kt
similarity index 100%
rename from extension/android/executorch_android/src/test/java/org/pytorch/executorch/TensorTest.kt
rename to extension/java/src/test/java/org/pytorch/executorch/TensorTest.kt
diff --git a/extension/jvm/build.gradle b/extension/jvm/build.gradle
new file mode 100644
index 00000000000..26f56fda89a
--- /dev/null
+++ b/extension/jvm/build.gradle
@@ -0,0 +1,76 @@
+/*
+ * Copyright (c) Meta Platforms, Inc. and affiliates.
+ * All rights reserved.
+ *
+ * This source code is licensed under the BSD-style license found in the
+ * LICENSE file in the root directory of this source tree.
+ */
+
+apply plugin: 'kotlin'
+apply plugin: 'java-library'
+apply plugin: 'com.vanniktech.maven.publish'
+apply plugin: 'com.diffplug.spotless'
+
+spotless {
+    kotlin {
+        target '**/*.kt'
+        ktfmt()
+    }
+}
+
+def execuTorchVersion = System.properties['execuTorchVersion']
+
+java {
+    sourceCompatibility = JavaVersion.VERSION_17
+    targetCompatibility = JavaVersion.VERSION_17
+}
+
+repositories {
+    google()
+    mavenCentral()
+}
+
+dependencies {
+    api project(':executorch_java')
+    implementation "org.jetbrains.kotlin:kotlin-stdlib:${libs.versions.kotlin.get()}"
+}
+
+tasks.withType(org.jetbrains.kotlin.gradle.tasks.KotlinCompile).configureEach {
+    kotlinOptions {
+        jvmTarget = "17"
+        freeCompilerArgs += ["-Xjvm-default=all"]
+    }
+}
+
+mavenPublishing {
+    publishToMavenCentral()
+    signAllPublications()
+
+    coordinates("org.pytorch", "executorch-jvm", execuTorchVersion ? execuTorchVersion : "1.2.0-SNAPSHOT")
+
+    pom {
+        name = "ExecuTorch JVM"
+        description = "ExecuTorch Java/Kotlin bindings for standard desktop JVM (Linux, macOS, Windows)"
+        inceptionYear = "2024"
+        url = "https://github.com/pytorch/executorch/"
+        licenses {
+            license {
+                name = "BSD 3-Clause"
+                url = "https://github.com/pytorch/executorch/blob/main/LICENSE"
+                distribution = "https://github.com/pytorch/executorch/blob/main/LICENSE"
+            }
+        }
+        developers {
+            developer {
+                id = "pytorch"
+                name = "pytorch"
+                url = "https://github.com/pytorch/executorch/"
+            }
+        }
+        scm {
+            url = "https://github.com/pytorch/executorch.git"
+            connection = "scm:git:https://github.com/pytorch/executorch"
+            developerConnection = "scm:git:git@github.com:pytorch/executorch.git"
+        }
+    }
+}
diff --git a/extension/jvm/src/main/java/org/pytorch/executorch/ConsoleLogger.kt b/extension/jvm/src/main/java/org/pytorch/executorch/ConsoleLogger.kt
new file mode 100644
index 00000000000..05b92b8a204
--- /dev/null
+++ b/extension/jvm/src/main/java/org/pytorch/executorch/ConsoleLogger.kt
@@ -0,0 +1,25 @@
+/*
+ * Copyright (c) Meta Platforms, Inc. and affiliates.
+ * All rights reserved.
+ *
+ * This source code is licensed under the BSD-style license found in the
+ * LICENSE file in the root directory of this source tree.
+ */
+
+package org.pytorch.executorch
+
+/**
+ * Desktop JVM [Logger] implementation that writes to standard output/error streams.
+ *
+ * Discovered automatically via [java.util.ServiceLoader] when the executorch-jvm JAR is on the
+ * classpath.
+ */
+class ConsoleLogger : Logger {
+  override fun e(tag: String, msg: String) = System.err.println("[$tag] ERROR: $msg")
+
+  override fun w(tag: String, msg: String) = System.err.println("[$tag] WARN:  $msg")
+
+  override fun i(tag: String, msg: String) = System.out.println("[$tag] INFO:  $msg")
+
+  override fun d(tag: String, msg: String) = System.out.println("[$tag] DEBUG: $msg")
+}
diff --git a/extension/jvm/src/main/java/org/pytorch/executorch/JvmNativeLoaderDelegate.kt b/extension/jvm/src/main/java/org/pytorch/executorch/JvmNativeLoaderDelegate.kt
new file mode 100644
index 00000000000..07873739e8a
--- /dev/null
+++ b/extension/jvm/src/main/java/org/pytorch/executorch/JvmNativeLoaderDelegate.kt
@@ -0,0 +1,34 @@
+/*
+ * Copyright (c) Meta Platforms, Inc. and affiliates.
+ * All rights reserved.
+ *
+ * This source code is licensed under the BSD-style license found in the
+ * LICENSE file in the root directory of this source tree.
+ */
+
+package org.pytorch.executorch
+
+import com.facebook.soloader.nativeloader.NativeLoaderDelegate
+
+/**
+ * Desktop JVM-specific [NativeLoaderDelegate] that delegates library loading to
+ * [NativeLibraryLoader].
+ *
+ * This implementation maps requests to load "executorch" to the actual JNI library "executorch_jni"
+ * built for desktop platforms.
+ */
+class JvmNativeLoaderDelegate : NativeLoaderDelegate {
+  override fun loadLibrary(shortName: String, flags: Int): Boolean {
+    val libraryToLoad = if (shortName == "executorch") "executorch_jni" else shortName
+    NativeLibraryLoader.load(libraryToLoad)
+    return true
+  }
+
+  override fun getLibraryPath(libName: String): String? {
+    return null
+  }
+
+  override fun getSoSourcesVersion(): Int {
+    return 0
+  }
+}
diff --git a/extension/jvm/src/main/java/org/pytorch/executorch/NativeLibraryLoader.kt b/extension/jvm/src/main/java/org/pytorch/executorch/NativeLibraryLoader.kt
new file mode 100644
index 00000000000..6d46f8473f1
--- /dev/null
+++ b/extension/jvm/src/main/java/org/pytorch/executorch/NativeLibraryLoader.kt
@@ -0,0 +1,88 @@
+/*
+ * Copyright (c) Meta Platforms, Inc. and affiliates.
+ * All rights reserved.
+ *
+ * This source code is licensed under the BSD-style license found in the
+ * LICENSE file in the root directory of this source tree.
+ */
+
+package org.pytorch.executorch
+
+import java.io.File
+import java.io.FileOutputStream
+import java.io.IOException
+
+/**
+ * Utility for loading platform-specific native libraries on desktop JVMs.
+ *
+ * Native libraries are expected to be bundled in the classpath as:
+ * ```
+ * native/<os>/<arch>/<library-file>
+ * ```
+ *
+ * For example:
+ * - `native/linux/x86_64/libexecutorch_jni.so`
+ * - `native/macos/aarch64/libexecutorch_jni.dylib`
+ * - `native/windows/x86_64/executorch_jni.dll`
+ *
+ * The loader extracts the library to a temporary directory and loads it via [System.load]. The
+ * temporary file is deleted on JVM exit.
+ */
+object NativeLibraryLoader {
+
+  private val loaded = mutableSetOf<String>()
+
+  /**
+   * Loads the given native library for the current OS and architecture.
+   *
+   * @param libraryName the platform-independent library name (e.g. "executorch_jni")
+   * @throws UnsatisfiedLinkError if the OS/arch is unsupported or the library is not found
+   */
+  @Synchronized
+  fun load(libraryName: String) {
+    if (libraryName in loaded) return
+
+    val osName = System.getProperty("os.name")?.lowercase() ?: ""
+    val arch = System.getProperty("os.arch")?.lowercase() ?: ""
+
+    val osDir =
+        when {
+          "linux" in osName -> "linux"
+          "mac" in osName || "darwin" in osName -> "macos"
+          "win" in osName -> "windows"
+          else -> throw UnsatisfiedLinkError("Unsupported OS: $osName")
+        }
+
+    val archDir =
+        when {
+          arch == "amd64" || arch == "x86_64" -> "x86_64"
+          arch == "aarch64" || arch == "arm64" -> "aarch64"
+          else -> throw UnsatisfiedLinkError("Unsupported architecture: $arch")
+        }
+
+    val fileName = System.mapLibraryName(libraryName)
+    val resourcePath = "/native/$osDir/$archDir/$fileName"
+
+    val inputStream =
+        NativeLibraryLoader::class.java.getResourceAsStream(resourcePath)
+            ?: throw UnsatisfiedLinkError(
+                "Native library not found on classpath: $resourcePath. " +
+                    "Add the appropriate platform-specific JAR " +
+                    "(e.g. executorch-jvm-<version>-$osDir-$archDir.jar) to your dependencies."
+            )
+
+    try {
+      val tempDir = File(System.getProperty("java.io.tmpdir"), "executorch-native")
+      tempDir.mkdirs()
+      val tempFile = File(tempDir, fileName)
+      tempFile.deleteOnExit()
+
+      FileOutputStream(tempFile).use { output -> inputStream.use { input -> input.copyTo(output) } }
+
+      System.load(tempFile.absolutePath)
+      loaded.add(libraryName)
+    } catch (e: IOException) {
+      throw UnsatisfiedLinkError("Failed to extract native library: ${e.message}")
+    }
+  }
+}
diff --git a/extension/jvm/src/main/resources/META-INF/services/com.facebook.soloader.nativeloader.NativeLoaderDelegate b/extension/jvm/src/main/resources/META-INF/services/com.facebook.soloader.nativeloader.NativeLoaderDelegate
new file mode 100644
index 00000000000..614fe9eb2f6
--- /dev/null
+++ b/extension/jvm/src/main/resources/META-INF/services/com.facebook.soloader.nativeloader.NativeLoaderDelegate
@@ -0,0 +1 @@
+org.pytorch.executorch.JvmNativeLoaderDelegate
diff --git a/extension/jvm/src/main/resources/META-INF/services/org.pytorch.executorch.Logger b/extension/jvm/src/main/resources/META-INF/services/org.pytorch.executorch.Logger
new file mode 100644
index 00000000000..46b6a6687a8
--- /dev/null
+++ b/extension/jvm/src/main/resources/META-INF/services/org.pytorch.executorch.Logger
@@ -0,0 +1 @@
+org.pytorch.executorch.ConsoleLogger