diff --git a/Package.swift b/Package.swift
index a937160..336e978 100644
--- a/Package.swift
+++ b/Package.swift
@@ -18,9 +18,8 @@ let package = Package(
             name: "LivePhotoCore",
             dependencies: [],
             resources: [
-                .copy("Resources/metadata.mov"),
-                // AI 超分辨率模型（Real-ESRGAN x4plus）
-                .process("Resources/RealESRGAN_x4plus.mlmodel")
+                .copy("Resources/metadata.mov")
+                // AI 模型已移至 On-Demand Resources，按需下载
             ]
         ),
         .testTarget(
diff --git a/Sources/LivePhotoCore/AIEnhancer/ODRManager.swift b/Sources/LivePhotoCore/AIEnhancer/ODRManager.swift
new file mode 100644
index 0000000..3fd0209
--- /dev/null
+++ b/Sources/LivePhotoCore/AIEnhancer/ODRManager.swift
@@ -0,0 +1,201 @@
+//
+//  ODRManager.swift
+//  LivePhotoCore
+//
+//  On-Demand Resources manager for AI model download.
+//
+
+import Foundation
+import os
+
+// MARK: - Download State
+
+/// Model download state
+public enum ModelDownloadState: Sendable, Equatable {
+    case notDownloaded
+    case downloading(progress: Double)
+    case downloaded
+    case failed(String)
+    
+    public static func == (lhs: ModelDownloadState, rhs: ModelDownloadState) -> Bool {
+        switch (lhs, rhs) {
+        case (.notDownloaded, .notDownloaded): return true
+        case (.downloaded, .downloaded): return true
+        case let (.downloading(p1), .downloading(p2)): return p1 == p2
+        case let (.failed(e1), .failed(e2)): return e1 == e2
+        default: return false
+        }
+    }
+}
+
+// MARK: - ODR Manager
+
+/// On-Demand Resources manager for AI model
+public actor ODRManager {
+    public static let shared = ODRManager()
+    
+    private static let modelTag = "ai-model"
+    private static let modelName = "RealESRGAN_x4plus"
+    
+    private var resourceRequest: NSBundleResourceRequest?
+    private var cachedModelURL: URL?
+    private let logger = Logger(subsystem: "LivePhotoCore", category: "ODRManager")
+    
+    private init() {}
+    
+    // MARK: - Public API
+    
+    /// Check if model is available locally (either in ODR cache or bundle)
+    public func isModelAvailable() async -> Bool {
+        // First check if we have a cached URL
+        if let url = cachedModelURL, FileManager.default.fileExists(atPath: url.path) {
+            return true
+        }
+        
+        // Check bundle (development/fallback)
+        if getBundleModelURL() != nil {
+            return true
+        }
+        
+        // Check ODR conditionally (only available in app context)
+        return await checkODRAvailability()
+    }
+    
+    /// Get current download state
+    public func getDownloadState() async -> ModelDownloadState {
+        if await isModelAvailable() {
+            return .downloaded
+        }
+        
+        if resourceRequest != nil {
+            return .downloading(progress: 0)
+        }
+        
+        return .notDownloaded
+    }
+    
+    /// Download model with progress callback
+    /// - Parameter progress: Progress callback (0.0 to 1.0)
+    public func downloadModel(progress: @escaping @Sendable (Double) -> Void) async throws {
+        // Check if already available
+        if await isModelAvailable() {
+            logger.info("Model already available, skipping download")
+            progress(1.0)
+            return
+        }
+        
+        logger.info("Starting ODR download for model: \(Self.modelTag)")
+        
+        // Create resource request
+        let request = NSBundleResourceRequest(tags: [Self.modelTag])
+        self.resourceRequest = request
+        
+        // Set up progress observation
+        let observation = request.progress.observe(\.fractionCompleted) { progressObj, _ in
+            Task { @MainActor in
+                progress(progressObj.fractionCompleted)
+            }
+        }
+        
+        defer {
+            observation.invalidate()
+        }
+        
+        do {
+            // Begin accessing resources
+            try await request.beginAccessingResources()
+            
+            logger.info("ODR download completed successfully")
+            
+            // Find and cache the model URL
+            if let url = findModelInBundle(request.bundle) {
+                cachedModelURL = url
+                logger.info("Model cached at: \(url.path)")
+            }
+            
+            progress(1.0)
+        } catch {
+            logger.error("ODR download failed: \(error.localizedDescription)")
+            self.resourceRequest = nil
+            throw AIEnhanceError.modelLoadFailed("Download failed: \(error.localizedDescription)")
+        }
+    }
+    
+    /// Get model URL (after download or from bundle)
+    public func getModelURL() -> URL? {
+        // Return cached URL if available
+        if let url = cachedModelURL {
+            return url
+        }
+        
+        // Check bundle fallback
+        if let url = getBundleModelURL() {
+            return url
+        }
+        
+        // Try to find in ODR bundle
+        if let request = resourceRequest, let url = findModelInBundle(request.bundle) {
+            cachedModelURL = url
+            return url
+        }
+        
+        return nil
+    }
+    
+    /// Release ODR resources when not in use
+    public func releaseResources() {
+        resourceRequest?.endAccessingResources()
+        resourceRequest = nil
+        cachedModelURL = nil
+        logger.info("ODR resources released")
+    }
+    
+    // MARK: - Private Helpers
+    
+    private func checkODRAvailability() async -> Bool {
+        // Use conditionallyBeginAccessingResources to check without triggering download
+        let request = NSBundleResourceRequest(tags: [Self.modelTag])
+        
+        return await withCheckedContinuation { continuation in
+            request.conditionallyBeginAccessingResources { available in
+                if available {
+                    // Model is already downloaded via ODR
+                    self.logger.debug("ODR model is available locally")
+                }
+                continuation.resume(returning: available)
+            }
+        }
+    }
+    
+    private func getBundleModelURL() -> URL? {
+        // Try main bundle first
+        if let url = Bundle.main.url(forResource: Self.modelName, withExtension: "mlmodelc") {
+            return url
+        }
+        if let url = Bundle.main.url(forResource: Self.modelName, withExtension: "mlpackage") {
+            return url
+        }
+        
+        // Try SPM bundle (development)
+        #if SWIFT_PACKAGE
+        if let url = Bundle.module.url(forResource: Self.modelName, withExtension: "mlmodelc") {
+            return url
+        }
+        if let url = Bundle.module.url(forResource: Self.modelName, withExtension: "mlpackage") {
+            return url
+        }
+        #endif
+        
+        return nil
+    }
+    
+    private func findModelInBundle(_ bundle: Bundle) -> URL? {
+        if let url = bundle.url(forResource: Self.modelName, withExtension: "mlmodelc") {
+            return url
+        }
+        if let url = bundle.url(forResource: Self.modelName, withExtension: "mlpackage") {
+            return url
+        }
+        return nil
+    }
+}
diff --git a/to-live-photo/to-live-photo/Views/EditorView.swift b/to-live-photo/to-live-photo/Views/EditorView.swift
index b96ef3e..36900e1 100644
--- a/to-live-photo/to-live-photo/Views/EditorView.swift
+++ b/to-live-photo/to-live-photo/Views/EditorView.swift
@@ -37,6 +37,9 @@ struct EditorView: View {
 
     // AI 超分辨率
     @State private var aiEnhanceEnabled: Bool = false
+    @State private var aiModelNeedsDownload: Bool = false
+    @State private var aiModelDownloading: Bool = false
+    @State private var aiModelDownloadProgress: Double = 0
 
     // 视频诊断
     @State private var videoDiagnosis: VideoDiagnosis?
@@ -370,10 +373,45 @@ struct EditorView: View {
                 }
             }
             .tint(.purple)
-            .disabled(!AIEnhancer.isAvailable())
+            .disabled(!AIEnhancer.isAvailable() || aiModelDownloading)
+            .onChange(of: aiEnhanceEnabled) { _, newValue in
+                if newValue {
+                    checkAndDownloadModel()
+                }
+            }
 
-            if aiEnhanceEnabled {
+            // 模型下载进度
+            if aiModelDownloading {
+                VStack(alignment: .leading, spacing: 8) {
+                    HStack(spacing: 8) {
+                        ProgressView()
+                            .scaleEffect(0.8)
+                        Text("正在下载 AI 模型...")
+                            .font(.caption)
+                            .foregroundStyle(.secondary)
+                    }
+                    
+                    ProgressView(value: aiModelDownloadProgress)
+                        .tint(.purple)
+                    
+                    Text(String(format: "%.0f%%", aiModelDownloadProgress * 100))
+                        .font(.caption2)
+                        .foregroundStyle(.secondary)
+                }
+                .padding(.leading, 4)
+            }
+
+            if aiEnhanceEnabled && !aiModelDownloading {
                 VStack(alignment: .leading, spacing: 6) {
+                    if aiModelNeedsDownload {
+                        HStack(spacing: 4) {
+                            Image(systemName: "arrow.down.circle")
+                                .foregroundStyle(.orange)
+                                .font(.caption)
+                            Text("首次使用需下载 AI 模型（约 64MB）")
+                                .font(.caption)
+                        }
+                    }
                     HStack(spacing: 4) {
                         Image(systemName: "sparkles")
                             .foregroundStyle(.purple)
@@ -415,6 +453,10 @@ struct EditorView: View {
         .padding(16)
         .background(Color.purple.opacity(0.1))
         .clipShape(RoundedRectangle(cornerRadius: 12))
+        .task {
+            // 检查模型是否需要下载
+            aiModelNeedsDownload = await AIEnhancer.needsDownload()
+        }
     }
 
     // MARK: - 兼容模式开关
@@ -681,6 +723,46 @@ struct EditorView: View {
         return CropRect(x: cropX, y: cropY, width: cropWidth, height: cropHeight)
     }
 
+    private func checkAndDownloadModel() {
+        guard aiEnhanceEnabled else { return }
+        
+        Task {
+            // 检查是否需要下载
+            let needsDownload = await AIEnhancer.needsDownload()
+            
+            await MainActor.run {
+                aiModelNeedsDownload = needsDownload
+            }
+            
+            if needsDownload {
+                await MainActor.run {
+                    aiModelDownloading = true
+                    aiModelDownloadProgress = 0
+                }
+                
+                do {
+                    try await AIEnhancer.downloadModel { progress in
+                        Task { @MainActor in
+                            aiModelDownloadProgress = progress
+                        }
+                    }
+                    
+                    await MainActor.run {
+                        aiModelDownloading = false
+                        aiModelNeedsDownload = false
+                    }
+                } catch {
+                    await MainActor.run {
+                        aiModelDownloading = false
+                        // 下载失败时禁用 AI 增强
+                        aiEnhanceEnabled = false
+                    }
+                    print("Failed to download AI model: \(error)")
+                }
+            }
+        }
+    }
+
     private func startProcessing() {
         Analytics.shared.log(.editorGenerateClick, parameters: [
             "trimStart": trimStart,