fix: repair regressed mlx-swift submodule pin, wire up Gemma4MTPBench

Package.swift

@@ -9,7 +9,8 @@ let package = Package(
         .library(name: "DFlash", targets: ["DFlash"]),
         .executable(name: "SwiftLM", targets: ["SwiftLM"]),
         .executable(name: "SwiftBuddy", targets: ["SwiftBuddy"]),
-        .executable(name: "DFlashKernelBench", targets: ["DFlashKernelBench"])
+        .executable(name: "DFlashKernelBench", targets: ["DFlashKernelBench"]),
+        .executable(name: "Gemma4MTPBench", targets: ["Gemma4MTPBench"])
     ],
     dependencies: [
         // Local Apple MLX Swift fork for C++ extensions
@@ -53,6 +54,18 @@ let package = Package(
             ],
             path: "Sources/DFlashKernelBench"
         ),
+        // ── Gemma4 MTP Speculative Decoding Benchmark ───────────────
+        .executableTarget(
+            name: "Gemma4MTPBench",
+            dependencies: [
+                "MLXInferenceCore",
+                .product(name: "MLX", package: "mlx-swift"),
+                .product(name: "MLXLLM", package: "mlx-swift-lm"),
+                .product(name: "MLXLMCommon", package: "mlx-swift-lm"),
+                .product(name: "ArgumentParser", package: "swift-argument-parser"),
+            ],
+            path: "Sources/Gemma4MTPBench"
+        ),
         // ── STFT Audio Profiling Testing Script (macOS only) ───────────
         .executableTarget(
             name: "SwiftLMTestSTFT",

scripts/bootstrap_local_tests.sh

@@ -0,0 +1,33 @@
+#!/bin/bash
+# Makes `swift test` runnable locally without CI's help.
+#
+# A bare `swift test` aborts with "Failed to load the default metallib"
+# because Package.swift links MLX but nothing on a local machine ever builds
+# or installs mlx.metallib. CI works around this in .github/workflows/ci.yml
+# ("Install MLX Metal library" step) by pip-installing the `mlx` wheel and
+# copying its bundled metallib into every built .xctest bundle. This script
+# does the same thing locally.
+set -eo pipefail
+
+VENV_DIR="${MLX_METALLIB_VENV:-/tmp/swiftlm_mlx_venv}"
+
+echo "=> Building test harness (swift build --build-tests)..."
+swift build --build-tests
+
+echo "=> Installing MLX Metal library..."
+if [ ! -d "$VENV_DIR" ]; then
+    python3 -m venv "$VENV_DIR"
+fi
+"$VENV_DIR/bin/pip" install --quiet --upgrade mlx
+
+METALLIB=$(find "$VENV_DIR" -name "mlx.metallib" | head -1)
+if [ -z "$METALLIB" ]; then
+    echo "error: mlx.metallib not found after pip install mlx" >&2
+    exit 1
+fi
+
+cp "$METALLIB" .build/debug/ 2>/dev/null || true
+cp "$METALLIB" .build/release/ 2>/dev/null || true
+find .build -type d -name "MacOS" -exec cp "$METALLIB" {}/ \;
+
+echo "=> Done. Run tests with: swift test --skip-build"