diff --git a/src/main/kotlin/Main.kt b/src/main/kotlin/Main.kt
index 4cd9a93..4cb60fe 100644
--- a/src/main/kotlin/Main.kt
+++ b/src/main/kotlin/Main.kt
@@ -49,6 +49,28 @@ import ui.SettingsScreen
 // 화면 상태 정의
 enum class AppScreen { Settings, Dashboard }
 
+
+fun getLlamaBinPath(): String {
+    val os = System.getProperty("os.name").lowercase()
+    val arch = System.getProperty("os.arch").lowercase()
+    val basePath = "./src/main/resources/bin"
+
+    return when {
+        // Apple Silicon (M1/M2/M3)
+        os.contains("mac") && (arch.contains("aarch64") || arch.contains("arm64")) -> {
+            "$basePath/mac-arm64/llama-server"
+        }
+        // Intel Mac (2017)
+        os.contains("mac") -> {
+            "$basePath/mac-x64/llama-server"
+        }
+        // Windows NUC
+        os.contains("win") -> {
+            "$basePath/win-x64/llama-server.exe"
+        }
+        else -> "$basePath/llama-server"
+    }
+}
 fun main() = application {
     SystemSleepPreventer.start()
 
@@ -69,7 +91,7 @@ fun main() = application {
         })
     }
     // 앱 실행 시 필요한 바이너리 경로 (실행 파일 위치)
-    val binPath = "./src/main/resources/bin/llama-server"
+    val binPath = getLlamaBinPath()
     val windowState = rememberWindowState(
         placement = WindowPlacement.Maximized
     )
diff --git a/src/main/kotlin/service/LlamaServerManager.kt b/src/main/kotlin/service/LlamaServerManager.kt
index 41af845..92998eb 100644
--- a/src/main/kotlin/service/LlamaServerManager.kt
+++ b/src/main/kotlin/service/LlamaServerManager.kt
@@ -22,17 +22,35 @@ object LlamaServerManager {
     fun startServer(binPath: String, modelPath: String, port: Int, nGpuLayers: Int = 99) {
         // 이미 해당 포트에서 실행 중이거나 모델 경로가 비었으면 무시합니다.
         if (processes.containsKey(port) || modelPath.isBlank()) return
+        val os = System.getProperty("os.name").lowercase()
+        val arch = System.getProperty("os.arch").lowercase()
+        val (nGpuLayers, threads) = when {
+            // M3 맥: 통합 메모리 활용 최적 (99레이어, 성능코어 위주 8스레드)
+            os.contains("mac") && (arch.contains("arm64") || arch.contains("aarch64")) -> {
+                99 to 8
+            }
+            // 윈도우 NUC: Core Ultra 7은 코어가 많으므로 스레드 상향 (OpenVINO 사용 시 nGpu 조정 가능)
+            os.contains("win") -> {
+                // NUC 15 Pro (Core Ultra 7 155H)는 16코어 22스레드이므로 12~14 권장
+                40 to 12
+            }
+            // 인텔 맥 2017: 16GB 램 한계로 인해 CPU 위주 설정 권장
+            else -> {
+                0 to 4 // 쿼드코어 모델일 가능성이 높음
+            }
+        }
 
         val command = listOf(
             binPath,
             "-m", modelPath,
             "--port", port.toString(),
-            "-c", if (port == 8081) "512" else "8192", // 임베딩용은 컨텍스트가 짧아도 충분합니다.
+            "-c", if (port == 8081) "512" else "8192",
             "-ngl", nGpuLayers.toString(),
-            "-t", "8", // M3 Pro의 성능 코어를 고려하여 6~8개 권장
-            "--embedding" // 임베딩 기능을 활성화합니다.
+            "-t", threads.toString(),
+            "--embedding"
         )
 
+
         scope.launch {
             try {
                 val pb = ProcessBuilder(command)
diff --git a/src/main/resources/bin/libggml-base.0.9.5.dylib b/src/main/resources/bin/mac-arm64/libggml-base.0.9.5.dylib
similarity index 100%
rename from src/main/resources/bin/libggml-base.0.9.5.dylib
rename to src/main/resources/bin/mac-arm64/libggml-base.0.9.5.dylib
diff --git a/src/main/resources/bin/libggml-base.0.dylib b/src/main/resources/bin/mac-arm64/libggml-base.0.dylib
similarity index 100%
rename from src/main/resources/bin/libggml-base.0.dylib
rename to src/main/resources/bin/mac-arm64/libggml-base.0.dylib
diff --git a/src/main/resources/bin/libggml-base.dylib b/src/main/resources/bin/mac-arm64/libggml-base.dylib
similarity index 100%
rename from src/main/resources/bin/libggml-base.dylib
rename to src/main/resources/bin/mac-arm64/libggml-base.dylib
diff --git a/src/main/resources/bin/libggml-blas.0.9.5.dylib b/src/main/resources/bin/mac-arm64/libggml-blas.0.9.5.dylib
similarity index 100%
rename from src/main/resources/bin/libggml-blas.0.9.5.dylib
rename to src/main/resources/bin/mac-arm64/libggml-blas.0.9.5.dylib
diff --git a/src/main/resources/bin/libggml-blas.0.dylib b/src/main/resources/bin/mac-arm64/libggml-blas.0.dylib
similarity index 100%
rename from src/main/resources/bin/libggml-blas.0.dylib
rename to src/main/resources/bin/mac-arm64/libggml-blas.0.dylib
diff --git a/src/main/resources/bin/libggml-blas.dylib b/src/main/resources/bin/mac-arm64/libggml-blas.dylib
similarity index 100%
rename from src/main/resources/bin/libggml-blas.dylib
rename to src/main/resources/bin/mac-arm64/libggml-blas.dylib
diff --git a/src/main/resources/bin/libggml-cpu.0.9.5.dylib b/src/main/resources/bin/mac-arm64/libggml-cpu.0.9.5.dylib
similarity index 100%
rename from src/main/resources/bin/libggml-cpu.0.9.5.dylib
rename to src/main/resources/bin/mac-arm64/libggml-cpu.0.9.5.dylib
diff --git a/src/main/resources/bin/libggml-cpu.0.dylib b/src/main/resources/bin/mac-arm64/libggml-cpu.0.dylib
similarity index 100%
rename from src/main/resources/bin/libggml-cpu.0.dylib
rename to src/main/resources/bin/mac-arm64/libggml-cpu.0.dylib
diff --git a/src/main/resources/bin/libggml-cpu.dylib b/src/main/resources/bin/mac-arm64/libggml-cpu.dylib
similarity index 100%
rename from src/main/resources/bin/libggml-cpu.dylib
rename to src/main/resources/bin/mac-arm64/libggml-cpu.dylib
diff --git a/src/main/resources/bin/libggml-metal.0.9.5.dylib b/src/main/resources/bin/mac-arm64/libggml-metal.0.9.5.dylib
similarity index 100%
rename from src/main/resources/bin/libggml-metal.0.9.5.dylib
rename to src/main/resources/bin/mac-arm64/libggml-metal.0.9.5.dylib
diff --git a/src/main/resources/bin/libggml-metal.0.dylib b/src/main/resources/bin/mac-arm64/libggml-metal.0.dylib
similarity index 100%
rename from src/main/resources/bin/libggml-metal.0.dylib
rename to src/main/resources/bin/mac-arm64/libggml-metal.0.dylib
diff --git a/src/main/resources/bin/libggml-metal.dylib b/src/main/resources/bin/mac-arm64/libggml-metal.dylib
similarity index 100%
rename from src/main/resources/bin/libggml-metal.dylib
rename to src/main/resources/bin/mac-arm64/libggml-metal.dylib
diff --git a/src/main/resources/bin/libggml-rpc.0.9.5.dylib b/src/main/resources/bin/mac-arm64/libggml-rpc.0.9.5.dylib
similarity index 100%
rename from src/main/resources/bin/libggml-rpc.0.9.5.dylib
rename to src/main/resources/bin/mac-arm64/libggml-rpc.0.9.5.dylib
diff --git a/src/main/resources/bin/libggml-rpc.0.dylib b/src/main/resources/bin/mac-arm64/libggml-rpc.0.dylib
similarity index 100%
rename from src/main/resources/bin/libggml-rpc.0.dylib
rename to src/main/resources/bin/mac-arm64/libggml-rpc.0.dylib
diff --git a/src/main/resources/bin/libggml-rpc.dylib b/src/main/resources/bin/mac-arm64/libggml-rpc.dylib
similarity index 100%
rename from src/main/resources/bin/libggml-rpc.dylib
rename to src/main/resources/bin/mac-arm64/libggml-rpc.dylib
diff --git a/src/main/resources/bin/libggml.0.9.5.dylib b/src/main/resources/bin/mac-arm64/libggml.0.9.5.dylib
similarity index 100%
rename from src/main/resources/bin/libggml.0.9.5.dylib
rename to src/main/resources/bin/mac-arm64/libggml.0.9.5.dylib
diff --git a/src/main/resources/bin/libggml.0.dylib b/src/main/resources/bin/mac-arm64/libggml.0.dylib
similarity index 100%
rename from src/main/resources/bin/libggml.0.dylib
rename to src/main/resources/bin/mac-arm64/libggml.0.dylib
diff --git a/src/main/resources/bin/libggml.dylib b/src/main/resources/bin/mac-arm64/libggml.dylib
similarity index 100%
rename from src/main/resources/bin/libggml.dylib
rename to src/main/resources/bin/mac-arm64/libggml.dylib
diff --git a/src/main/resources/bin/libllama.0.0.7787.dylib b/src/main/resources/bin/mac-arm64/libllama.0.0.7787.dylib
similarity index 100%
rename from src/main/resources/bin/libllama.0.0.7787.dylib
rename to src/main/resources/bin/mac-arm64/libllama.0.0.7787.dylib
diff --git a/src/main/resources/bin/libllama.0.dylib b/src/main/resources/bin/mac-arm64/libllama.0.dylib
similarity index 100%
rename from src/main/resources/bin/libllama.0.dylib
rename to src/main/resources/bin/mac-arm64/libllama.0.dylib
diff --git a/src/main/resources/bin/libllama.dylib b/src/main/resources/bin/mac-arm64/libllama.dylib
similarity index 100%
rename from src/main/resources/bin/libllama.dylib
rename to src/main/resources/bin/mac-arm64/libllama.dylib
diff --git a/src/main/resources/bin/libmtmd.0.0.7787.dylib b/src/main/resources/bin/mac-arm64/libmtmd.0.0.7787.dylib
similarity index 100%
rename from src/main/resources/bin/libmtmd.0.0.7787.dylib
rename to src/main/resources/bin/mac-arm64/libmtmd.0.0.7787.dylib
diff --git a/src/main/resources/bin/libmtmd.0.dylib b/src/main/resources/bin/mac-arm64/libmtmd.0.dylib
similarity index 100%
rename from src/main/resources/bin/libmtmd.0.dylib
rename to src/main/resources/bin/mac-arm64/libmtmd.0.dylib
diff --git a/src/main/resources/bin/libmtmd.dylib b/src/main/resources/bin/mac-arm64/libmtmd.dylib
similarity index 100%
rename from src/main/resources/bin/libmtmd.dylib
rename to src/main/resources/bin/mac-arm64/libmtmd.dylib
diff --git a/src/main/resources/bin/llama-server b/src/main/resources/bin/mac-arm64/llama-server
similarity index 100%
rename from src/main/resources/bin/llama-server
rename to src/main/resources/bin/mac-arm64/llama-server
diff --git a/src/main/resources/bin/mac-x64/LICENSE b/src/main/resources/bin/mac-x64/LICENSE
new file mode 100644
index 0000000..e7dca55
--- /dev/null
+++ b/src/main/resources/bin/mac-x64/LICENSE
@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) 2023-2026 The ggml authors
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.
diff --git a/src/main/resources/bin/mac-x64/libggml-base 2.dylib b/src/main/resources/bin/mac-x64/libggml-base 2.dylib
new file mode 120000
index 0000000..f08d1fc
--- /dev/null
+++ b/src/main/resources/bin/mac-x64/libggml-base 2.dylib	
@@ -0,0 +1 @@
+libggml-base.0.dylib
\ No newline at end of file
diff --git a/src/main/resources/bin/mac-x64/libggml-base.0 2.dylib b/src/main/resources/bin/mac-x64/libggml-base.0 2.dylib
new file mode 120000
index 0000000..56fffce
--- /dev/null
+++ b/src/main/resources/bin/mac-x64/libggml-base.0 2.dylib	
@@ -0,0 +1 @@
+libggml-base.0.9.7.dylib
\ No newline at end of file
diff --git a/src/main/resources/bin/mac-x64/libggml-base.0.9.7.dylib b/src/main/resources/bin/mac-x64/libggml-base.0.9.7.dylib
new file mode 100755
index 0000000..66ff1a0
Binary files /dev/null and b/src/main/resources/bin/mac-x64/libggml-base.0.9.7.dylib differ
diff --git a/src/main/resources/bin/mac-x64/libggml-base.0.dylib b/src/main/resources/bin/mac-x64/libggml-base.0.dylib
new file mode 120000
index 0000000..56fffce
--- /dev/null
+++ b/src/main/resources/bin/mac-x64/libggml-base.0.dylib
@@ -0,0 +1 @@
+libggml-base.0.9.7.dylib
\ No newline at end of file
diff --git a/src/main/resources/bin/mac-x64/libggml-base.dylib b/src/main/resources/bin/mac-x64/libggml-base.dylib
new file mode 120000
index 0000000..f08d1fc
--- /dev/null
+++ b/src/main/resources/bin/mac-x64/libggml-base.dylib
@@ -0,0 +1 @@
+libggml-base.0.dylib
\ No newline at end of file
diff --git a/src/main/resources/bin/mac-x64/libggml-blas.0.9.7.dylib b/src/main/resources/bin/mac-x64/libggml-blas.0.9.7.dylib
new file mode 100755
index 0000000..c14b6db
Binary files /dev/null and b/src/main/resources/bin/mac-x64/libggml-blas.0.9.7.dylib differ
diff --git a/src/main/resources/bin/mac-x64/libggml-blas.0.dylib b/src/main/resources/bin/mac-x64/libggml-blas.0.dylib
new file mode 120000
index 0000000..ce1d78a
--- /dev/null
+++ b/src/main/resources/bin/mac-x64/libggml-blas.0.dylib
@@ -0,0 +1 @@
+libggml-blas.0.9.7.dylib
\ No newline at end of file
diff --git a/src/main/resources/bin/mac-x64/libggml-blas.dylib b/src/main/resources/bin/mac-x64/libggml-blas.dylib
new file mode 120000
index 0000000..28748a5
--- /dev/null
+++ b/src/main/resources/bin/mac-x64/libggml-blas.dylib
@@ -0,0 +1 @@
+libggml-blas.0.dylib
\ No newline at end of file
diff --git a/src/main/resources/bin/mac-x64/libggml-cpu.0.9.7.dylib b/src/main/resources/bin/mac-x64/libggml-cpu.0.9.7.dylib
new file mode 100755
index 0000000..21f7798
Binary files /dev/null and b/src/main/resources/bin/mac-x64/libggml-cpu.0.9.7.dylib differ
diff --git a/src/main/resources/bin/mac-x64/libggml-cpu.0.dylib b/src/main/resources/bin/mac-x64/libggml-cpu.0.dylib
new file mode 120000
index 0000000..44d3166
--- /dev/null
+++ b/src/main/resources/bin/mac-x64/libggml-cpu.0.dylib
@@ -0,0 +1 @@
+libggml-cpu.0.9.7.dylib
\ No newline at end of file
diff --git a/src/main/resources/bin/mac-x64/libggml-cpu.dylib b/src/main/resources/bin/mac-x64/libggml-cpu.dylib
new file mode 120000
index 0000000..ac40938
--- /dev/null
+++ b/src/main/resources/bin/mac-x64/libggml-cpu.dylib
@@ -0,0 +1 @@
+libggml-cpu.0.dylib
\ No newline at end of file
diff --git a/src/main/resources/bin/mac-x64/libggml-rpc.0.9.7.dylib b/src/main/resources/bin/mac-x64/libggml-rpc.0.9.7.dylib
new file mode 100755
index 0000000..369ef27
Binary files /dev/null and b/src/main/resources/bin/mac-x64/libggml-rpc.0.9.7.dylib differ
diff --git a/src/main/resources/bin/mac-x64/libggml-rpc.0.dylib b/src/main/resources/bin/mac-x64/libggml-rpc.0.dylib
new file mode 120000
index 0000000..35a6a8d
--- /dev/null
+++ b/src/main/resources/bin/mac-x64/libggml-rpc.0.dylib
@@ -0,0 +1 @@
+libggml-rpc.0.9.7.dylib
\ No newline at end of file
diff --git a/src/main/resources/bin/mac-x64/libggml-rpc.dylib b/src/main/resources/bin/mac-x64/libggml-rpc.dylib
new file mode 120000
index 0000000..a871ded
--- /dev/null
+++ b/src/main/resources/bin/mac-x64/libggml-rpc.dylib
@@ -0,0 +1 @@
+libggml-rpc.0.dylib
\ No newline at end of file
diff --git a/src/main/resources/bin/mac-x64/libggml.0.9.7.dylib b/src/main/resources/bin/mac-x64/libggml.0.9.7.dylib
new file mode 100755
index 0000000..9e40800
Binary files /dev/null and b/src/main/resources/bin/mac-x64/libggml.0.9.7.dylib differ
diff --git a/src/main/resources/bin/mac-x64/libggml.0.dylib b/src/main/resources/bin/mac-x64/libggml.0.dylib
new file mode 120000
index 0000000..8d5cbe7
--- /dev/null
+++ b/src/main/resources/bin/mac-x64/libggml.0.dylib
@@ -0,0 +1 @@
+libggml.0.9.7.dylib
\ No newline at end of file
diff --git a/src/main/resources/bin/mac-x64/libggml.dylib b/src/main/resources/bin/mac-x64/libggml.dylib
new file mode 120000
index 0000000..0ef7111
--- /dev/null
+++ b/src/main/resources/bin/mac-x64/libggml.dylib
@@ -0,0 +1 @@
+libggml.0.dylib
\ No newline at end of file
diff --git a/src/main/resources/bin/mac-x64/libllama.0.0.8095.dylib b/src/main/resources/bin/mac-x64/libllama.0.0.8095.dylib
new file mode 100755
index 0000000..bcd96a8
Binary files /dev/null and b/src/main/resources/bin/mac-x64/libllama.0.0.8095.dylib differ
diff --git a/src/main/resources/bin/mac-x64/libllama.0.dylib b/src/main/resources/bin/mac-x64/libllama.0.dylib
new file mode 120000
index 0000000..e5fb9c9
--- /dev/null
+++ b/src/main/resources/bin/mac-x64/libllama.0.dylib
@@ -0,0 +1 @@
+libllama.0.0.8095.dylib
\ No newline at end of file
diff --git a/src/main/resources/bin/mac-x64/libllama.dylib b/src/main/resources/bin/mac-x64/libllama.dylib
new file mode 120000
index 0000000..d76d521
--- /dev/null
+++ b/src/main/resources/bin/mac-x64/libllama.dylib
@@ -0,0 +1 @@
+libllama.0.dylib
\ No newline at end of file
diff --git a/src/main/resources/bin/mac-x64/libmtmd.0.0.8095.dylib b/src/main/resources/bin/mac-x64/libmtmd.0.0.8095.dylib
new file mode 100755
index 0000000..a4fa8b0
Binary files /dev/null and b/src/main/resources/bin/mac-x64/libmtmd.0.0.8095.dylib differ
diff --git a/src/main/resources/bin/mac-x64/libmtmd.0.dylib b/src/main/resources/bin/mac-x64/libmtmd.0.dylib
new file mode 120000
index 0000000..63beceb
--- /dev/null
+++ b/src/main/resources/bin/mac-x64/libmtmd.0.dylib
@@ -0,0 +1 @@
+libmtmd.0.0.8095.dylib
\ No newline at end of file
diff --git a/src/main/resources/bin/mac-x64/libmtmd.dylib b/src/main/resources/bin/mac-x64/libmtmd.dylib
new file mode 120000
index 0000000..21fd179
--- /dev/null
+++ b/src/main/resources/bin/mac-x64/libmtmd.dylib
@@ -0,0 +1 @@
+libmtmd.0.dylib
\ No newline at end of file
diff --git a/src/main/resources/bin/mac-x64/llama-batched b/src/main/resources/bin/mac-x64/llama-batched
new file mode 100755
index 0000000..9256c80
Binary files /dev/null and b/src/main/resources/bin/mac-x64/llama-batched differ
diff --git a/src/main/resources/bin/mac-x64/llama-batched-bench b/src/main/resources/bin/mac-x64/llama-batched-bench
new file mode 100755
index 0000000..7952cb5
Binary files /dev/null and b/src/main/resources/bin/mac-x64/llama-batched-bench differ
diff --git a/src/main/resources/bin/mac-x64/llama-bench b/src/main/resources/bin/mac-x64/llama-bench
new file mode 100755
index 0000000..c6ecfd4
Binary files /dev/null and b/src/main/resources/bin/mac-x64/llama-bench differ
diff --git a/src/main/resources/bin/mac-x64/llama-cli b/src/main/resources/bin/mac-x64/llama-cli
new file mode 100755
index 0000000..36a8953
Binary files /dev/null and b/src/main/resources/bin/mac-x64/llama-cli differ
diff --git a/src/main/resources/bin/mac-x64/llama-completion b/src/main/resources/bin/mac-x64/llama-completion
new file mode 100755
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