diff --git a/README.md b/README.md
deleted file mode 100644
index f2b9cdd..0000000
--- a/README.md
+++ /dev/null
@@ -1,2 +0,0 @@
-# math-learing
-
diff --git a/src/com/personalproject/MathExamApplication.java b/src/com/personalproject/MathExamApplication.java
new file mode 100644
index 0000000..35faa4c
--- /dev/null
+++ b/src/com/personalproject/MathExamApplication.java
@@ -0,0 +1,330 @@
+package com.personalproject;
+
+import com.personalproject.controller.MathLearningController;
+import com.personalproject.generator.HighSchoolQuestionGenerator;
+import com.personalproject.generator.MiddleSchoolQuestionGenerator;
+import com.personalproject.generator.PrimaryQuestionGenerator;
+import com.personalproject.generator.QuestionGenerator;
+import com.personalproject.model.DifficultyLevel;
+import com.personalproject.model.ExamSession;
+import com.personalproject.service.QuestionGenerationService;
+import java.util.EnumMap;
+import java.util.Map;
+import java.util.Optional;
+import java.util.Scanner;
+
+/**
+ * 数学学习软件主应用程序入口. 采用MVC架构模式，此为主类，控制器层处理业务逻辑.
+ */
+public final class MathExamApplication {
+
+  private final MathLearningController controller;
+
+  /**
+   * 构造函数：初始化难度与题目生成器的映射关系，并创建控制器.
+   */
+  public MathExamApplication() {
+    Map<DifficultyLevel, QuestionGenerator> generatorMap = new EnumMap<>(DifficultyLevel.class);
+    generatorMap.put(DifficultyLevel.PRIMARY, new PrimaryQuestionGenerator());
+    generatorMap.put(DifficultyLevel.MIDDLE, new MiddleSchoolQuestionGenerator());
+    generatorMap.put(DifficultyLevel.HIGH, new HighSchoolQuestionGenerator());
+    QuestionGenerationService questionGenerationService = new QuestionGenerationService(
+        generatorMap);
+    this.controller = new MathLearningController(generatorMap, questionGenerationService);
+  }
+
+  /**
+   * 程序入口：创建应用实例并启动交互流程.
+   *
+   * @param args 命令行参数，当前未使用.
+   */
+  public static void main(String[] args) {
+    MathExamApplication application = new MathExamApplication();
+    application.run();
+  }
+
+  /**
+   * 主循环：保持读取输入并驱动登录及考试流程.
+   */
+  private void run() {
+    Scanner scanner = new Scanner(System.in);
+    while (true) {
+      System.out.println("=== 欢迎使用数学学习软件 ===");
+      System.out.println("1. 登录");
+      System.out.println("2. 注册");
+      System.out.println("3. 退出");
+      System.out.print("请选择操作 (1-3): ");
+
+      String choice = scanner.nextLine().trim();
+
+      switch (choice) {
+        case "1" -> handleLogin(scanner);
+        case "2" -> handleRegistration(scanner);
+        case "3" -> {
+          System.out.println("感谢使用，再见！");
+          return;
+        }
+        default -> System.out.println("无效选择，请重新输入。");
+      }
+    }
+  }
+
+  /**
+   * 处理用户登录流程.
+   *
+   * @param scanner 读取控制台输入的扫描器
+   */
+  private void handleLogin(Scanner scanner) {
+    System.out.print("请输入用户名: ");
+    String username = scanner.nextLine().trim();
+
+    System.out.print("请输入密码: ");
+    String password = scanner.nextLine().trim();
+
+    Optional<com.personalproject.auth.UserAccount> userAccount =
+        controller.authenticate(username, password);
+
+    if (userAccount.isPresent()) {
+      System.out.println("登录成功！欢迎, " + userAccount.get().username());
+      handleUserSession(scanner, userAccount.get());
+    } else {
+      System.out.println("登录失败：用户名或密码错误。");
+    }
+  }
+
+  /**
+   * 处理用户注册流程.
+   *
+   * @param scanner 读取控制台输入的扫描器
+   */
+  private void handleRegistration(Scanner scanner) {
+    System.out.print("请输入用户名: ");
+    final String username = scanner.nextLine().trim();
+
+    System.out.print("请输入邮箱: ");
+    final String email = scanner.nextLine().trim();
+
+    if (!controller.isValidEmail(email)) {
+      System.out.println("邮箱格式不正确。");
+      return;
+    }
+
+    System.out.println("请选择难度级别:");
+    System.out.println("1. 小学");
+    System.out.println("2. 初中");
+    System.out.println("3. 高中");
+    System.out.print("请选择 (1-3): ");
+
+    int levelChoice = -1;
+    try {
+      levelChoice = Integer.parseInt(scanner.nextLine().trim());
+    } catch (NumberFormatException e) {
+      System.out.println("输入格式不正确。");
+      return;
+    }
+
+    DifficultyLevel difficultyLevel;
+    switch (levelChoice) {
+      case 1 -> difficultyLevel = DifficultyLevel.PRIMARY;
+      case 2 -> difficultyLevel = DifficultyLevel.MIDDLE;
+      case 3 -> difficultyLevel = DifficultyLevel.HIGH;
+      default -> {
+        System.out.println("无效的选择。");
+        return;
+      }
+    }
+
+    // 发送注册码
+    if (controller.initiateRegistration(username, email, difficultyLevel)) {
+      System.out.println("注册码已发送至您的邮箱，请查收。");
+
+      System.out.print("请输入收到的注册码: ");
+      String registrationCode = scanner.nextLine().trim();
+
+      if (controller.verifyRegistrationCode(username, registrationCode)) {
+        System.out.println("注册码验证成功！");
+
+        // 设置密码
+        while (true) {
+          System.out.print("请设置密码 (6-10位，包含大小写字母和数字): ");
+          String password = scanner.nextLine().trim();
+
+          if (!controller.isValidPassword(password)) {
+            System.out.println("密码不符合要求，请重新设置。");
+            continue;
+          }
+
+          if (controller.setPassword(username, password)) {
+            System.out.println("注册成功！请登录。");
+            break;
+          } else {
+            System.out.println("设置密码失败，请重试。");
+          }
+        }
+      } else {
+        System.out.println("注册码验证失败，请检查后重试。");
+      }
+    } else {
+      System.out.println("注册失败：用户名或邮箱可能已存在。");
+    }
+  }
+
+  /**
+   * 处理用户会话，包括考试等操作.
+   *
+   * @param scanner     读取控制台输入的扫描器
+   * @param userAccount 当前登录的用户账户
+   */
+  private void handleUserSession(Scanner scanner,
+      com.personalproject.auth.UserAccount userAccount) {
+    while (true) {
+      System.out.println("\n=== 用户菜单 ===");
+      System.out.println("1. 开始考试");
+      System.out.println("2. 修改密码");
+      System.out.println("3. 退出账号");
+      System.out.print("请选择操作 (1-3): ");
+
+      String choice = scanner.nextLine().trim();
+
+      switch (choice) {
+        case "1" -> handleExamSession(scanner, userAccount);
+        case "2" -> handleChangePassword(scanner, userAccount);
+        case "3" -> {
+          System.out.println("已退出账号。");
+          return;
+        }
+        default -> System.out.println("无效选择，请重新输入。");
+      }
+    }
+  }
+
+  /**
+   * 处理考试会话.
+   *
+   * @param scanner     读取控制台输入的扫描器
+   * @param userAccount 当前登录的用户账户
+   */
+  private void handleExamSession(Scanner scanner,
+      com.personalproject.auth.UserAccount userAccount) {
+    System.out.println("当前选择难度: " + userAccount.difficultyLevel().getDisplayName());
+
+    System.out.print("请输入生成题目数量 (10-30): ");
+    int questionCount = -1;
+    try {
+      questionCount = Integer.parseInt(scanner.nextLine().trim());
+    } catch (NumberFormatException e) {
+      System.out.println("输入格式不正确。");
+      return;
+    }
+
+    if (questionCount < 10 || questionCount > 30) {
+      System.out.println("题目数量必须在10到30之间。");
+      return;
+    }
+
+    // 创建考试会话
+    ExamSession examSession =
+        controller.createExamSession(userAccount.username(), userAccount.difficultyLevel(),
+            questionCount);
+
+    // 进行考试
+    conductExam(scanner, examSession);
+
+    // 保存结果
+    controller.saveExamResults(examSession);
+
+    System.out.printf("考试结束！您的得分: %.2f%%\n", examSession.calculateScore());
+
+    // 询问用户是否继续或退出
+    System.out.println("1. 继续考试");
+    System.out.println("2. 退出");
+    System.out.print("请选择 (1-2): ");
+
+    String choice = scanner.nextLine().trim();
+    if (choice.equals("1")) {
+      handleExamSession(scanner, userAccount);
+    }
+  }
+
+  /**
+   * 通过导航问题进行考试.
+   *
+   * @param scanner     用户输入的扫描器
+   * @param examSession 要进行的考试会话
+   */
+  private void conductExam(Scanner scanner, ExamSession examSession) {
+    while (!examSession.isComplete()) {
+      var currentQuestion = examSession.getCurrentQuestion();
+      System.out.printf("\n第 %d 题: %s\n", examSession.getCurrentQuestionIndex() + 1,
+          currentQuestion.getQuestionText());
+
+      // 打印选项
+      for (int i = 0; i < currentQuestion.getOptions().size(); i++) {
+        System.out.printf("%d. %s\n", i + 1, currentQuestion.getOptions().get(i));
+      }
+
+      System.out.print(
+          "请选择答案 (1-" + currentQuestion.getOptions().size() + ", 0 返回上一题): ");
+      int choice = -1;
+      try {
+        choice = Integer.parseInt(scanner.nextLine().trim());
+      } catch (NumberFormatException e) {
+        System.out.println("输入格式不正确，请重新输入。");
+        continue;
+      }
+
+      if (choice == 0) {
+        // 如果可能，转到上一个问题
+        if (!examSession.goToPreviousQuestion()) {
+          System.out.println("已经是第一题了。");
+        }
+        continue;
+      }
+
+      if (choice < 1 || choice > currentQuestion.getOptions().size()) {
+        System.out.println("无效的选择，请重新输入。");
+        continue;
+      }
+
+      // 设置答案（从基于1的索引调整为基于0的索引）
+      examSession.setAnswer(choice - 1);
+
+      // 转到下一题
+      if (!examSession.goToNextQuestion()) {
+        // 如果无法转到下一题，意味着已到达末尾
+        break;
+      }
+    }
+  }
+
+  /**
+   * 处理用户的密码更改.
+   *
+   * @param scanner     读取控制台输入的扫描器
+   * @param userAccount 当前登录的用户账户
+   */
+  private void handleChangePassword(Scanner scanner,
+      com.personalproject.auth.UserAccount userAccount) {
+    System.out.print("请输入当前密码: ");
+    String oldPassword = scanner.nextLine().trim();
+
+    if (!userAccount.password().equals(oldPassword)) {
+      System.out.println("当前密码错误。");
+      return;
+    }
+
+    System.out.print("请输入新密码 (6-10位，包含大小写字母和数字): ");
+    String newPassword = scanner.nextLine().trim();
+
+    if (!controller.isValidPassword(newPassword)) {
+      System.out.println("新密码不符合要求。");
+      return;
+    }
+
+    if (controller.changePassword(userAccount.username(), oldPassword, newPassword)) {
+      System.out.println("密码修改成功！");
+    } else {
+      System.out.println("密码修改失败。");
+    }
+  }
+}
\ No newline at end of file
diff --git a/src/com/personalproject/auth/AccountRepository.java b/src/com/personalproject/auth/AccountRepository.java
new file mode 100644
index 0000000..c5a00a2
--- /dev/null
+++ b/src/com/personalproject/auth/AccountRepository.java
@@ -0,0 +1,140 @@
+package com.personalproject.auth;
+
+import com.personalproject.model.DifficultyLevel;
+import java.time.LocalDateTime;
+import java.util.HashMap;
+import java.util.Map;
+import java.util.Optional;
+
+/**
+ * 存放用户账号并提供认证和注册查询能力.
+ */
+public final class AccountRepository {
+
+  private final Map<String, UserAccount> accounts = new HashMap<>();
+  private final Map<String, String> registrationCodes = new HashMap<>();
+
+  /**
+   * 根据用户名与密码查找匹配的账号.
+   *
+   * @param username 用户名.
+   * @param password 密码.
+   * @return 匹配成功时返回账号信息，否则返回空结果.
+   */
+  public Optional<UserAccount> authenticate(String username, String password) {
+    if (username == null || password == null) {
+      return Optional.empty();
+    }
+    UserAccount account = accounts.get(username.trim());
+    if (account == null || !account.isRegistered()) {
+      return Optional.empty();
+    }
+    if (!account.password().equals(password.trim())) {
+      return Optional.empty();
+    }
+    return Optional.of(account);
+  }
+
+  /**
+   * Registers a new user account with email.
+   *
+   * @param username        The username
+   * @param email           The email address
+   * @param difficultyLevel The selected difficulty level
+   * @return true if registration was successful, false if username already exists
+   */
+  public boolean registerUser(String username, String email, DifficultyLevel difficultyLevel) {
+    String trimmedUsername = username.trim();
+    String trimmedEmail = email.trim();
+
+    if (accounts.containsKey(trimmedUsername)) {
+      return false; // Username already exists
+    }
+
+    // Check if email is already used by another account
+    for (UserAccount account : accounts.values()) {
+      if (account.email().equals(trimmedEmail) && account.isRegistered()) {
+        return false; // Email already registered
+      }
+    }
+
+    UserAccount newAccount = new UserAccount(
+        trimmedUsername,
+        trimmedEmail,
+        "", // Empty password initially
+        difficultyLevel,
+        LocalDateTime.now(),
+        false); // Not registered until password is set
+    accounts.put(trimmedUsername, newAccount);
+    return true;
+  }
+
+  /**
+   * Sets the password for a user after registration.
+   *
+   * @param username The username
+   * @param password The password to set
+   * @return true if successful, false if user doesn't exist
+   */
+  public boolean setPassword(String username, String password) {
+    UserAccount account = accounts.get(username.trim());
+    if (account == null) {
+      return false;
+    }
+
+    UserAccount updatedAccount = new UserAccount(
+        account.username(),
+        account.email(),
+        password,
+        account.difficultyLevel(),
+        account.registrationDate(),
+        true); // Now registered
+    accounts.put(username.trim(), updatedAccount);
+    return true;
+  }
+
+  /**
+   * Changes the password for an existing user.
+   *
+   * @param username    The username
+   * @param oldPassword The current password
+   * @param newPassword The new password
+   * @return true if successful, false if old password is incorrect or user doesn't exist
+   */
+  public boolean changePassword(String username, String oldPassword, String newPassword) {
+    UserAccount account = accounts.get(username.trim());
+    if (account == null || !account.password().equals(oldPassword) || !account.isRegistered()) {
+      return false;
+    }
+
+    UserAccount updatedAccount = new UserAccount(
+        account.username(),
+        account.email(),
+        newPassword,
+        account.difficultyLevel(),
+        account.registrationDate(),
+        true);
+    accounts.put(username.trim(), updatedAccount);
+    return true;
+  }
+
+  /**
+   * Checks if a user exists in the system.
+   *
+   * @param username The username to check
+   * @return true if user exists, false otherwise
+   */
+  public boolean userExists(String username) {
+    return accounts.containsKey(username.trim());
+  }
+
+  /**
+   * Gets a user account by username.
+   *
+   * @param username The username
+   * @return Optional containing the user account if found
+   */
+  public Optional<UserAccount> getUser(String username) {
+    return Optional.ofNullable(accounts.get(username.trim()));
+  }
+}
diff --git a/src/com/personalproject/auth/EmailService.java b/src/com/personalproject/auth/EmailService.java
new file mode 100644
index 0000000..d790c83
--- /dev/null
+++ b/src/com/personalproject/auth/EmailService.java
@@ -0,0 +1,62 @@
+package com.personalproject.auth;
+
+import java.util.Random;
+
+/**
+ * Interface for sending emails with registration codes.
+ */
+public final class EmailService {
+
+  private static final String CHARACTERS = "ABCDEFGHIJKLMNOPQRSTUVWXYZ0123456789";
+  private static final int CODE_LENGTH = 6;
+  private static final Random RANDOM = new Random();
+
+  private EmailService() {
+    // Prevent instantiation of utility class
+  }
+
+  /**
+   * Generates a random registration code.
+   *
+   * @return A randomly generated registration code
+   */
+  public static String generateRegistrationCode() {
+    StringBuilder code = new StringBuilder();
+    for (int i = 0; i < CODE_LENGTH; i++) {
+      code.append(CHARACTERS.charAt(RANDOM.nextInt(CHARACTERS.length())));
+    }
+    return code.toString();
+  }
+
+  /**
+   * Sends a registration code to the specified email address. In a real implementation, this would
+   * connect to an email server.
+   *
+   * @param email            The email address to send the code to
+   * @param registrationCode The registration code to send
+   * @return true if successfully sent (in this mock implementation, always true)
+   */
+  public static boolean sendRegistrationCode(String email, String registrationCode) {
+    // In a real implementation, this would connect to an email server
+    // For the mock implementation, we'll just print to console
+    System.out.println("Sending registration code " + registrationCode + " to " + email);
+    return true;
+  }
+
+  /**
+   * Validates if an email address has a valid format.
+   *
+   * @param email The email address to validate
+   * @return true if the email has valid format, false otherwise
+   */
+  public static boolean isValidEmail(String email) {
+    if (email == null || email.trim().isEmpty()) {
+      return false;
+    }
+
+    // Simple email validation using regex
+    String emailRegex = "^[a-zA-Z0-9_+&*-]+(?:\\.[a-zA-Z0-9_+&*-]+)*@"
+        + "(?:[a-zA-Z0-9-]+\\.)+[a-zA-Z]{2,7}$";
+    return email.matches(emailRegex);
+  }
+}
\ No newline at end of file
diff --git a/src/com/personalproject/auth/PasswordValidator.java b/src/com/personalproject/auth/PasswordValidator.java
new file mode 100644
index 0000000..acece6f
--- /dev/null
+++ b/src/com/personalproject/auth/PasswordValidator.java
@@ -0,0 +1,30 @@
+package com.personalproject.auth;
+
+import java.util.regex.Pattern;
+
+/**
+ * Utility class for password validation.
+ */
+public final class PasswordValidator {
+
+  private static final Pattern PASSWORD_PATTERN =
+      Pattern.compile("^(?=.*[a-z])(?=.*[A-Z])(?=.*\\d)[a-zA-Z\\d]{6,10}$");
+
+  private PasswordValidator() {
+    // Prevent instantiation of utility class
+  }
+
+  /**
+   * Validates if a password meets the requirements: - 6-10 characters - Contains at least one
+   * uppercase letter - Contains at least one lowercase letter - Contains at least one digit.
+   *
+   * @param password The password to validate
+   * @return true if password meets requirements, false otherwise
+   */
+  public static boolean isValidPassword(String password) {
+    if (password == null) {
+      return false;
+    }
+    return PASSWORD_PATTERN.matcher(password).matches();
+  }
+}
\ No newline at end of file
diff --git a/src/com/personalproject/auth/UserAccount.java b/src/com/personalproject/auth/UserAccount.java
new file mode 100644
index 0000000..80d5acf
--- /dev/null
+++ b/src/com/personalproject/auth/UserAccount.java
@@ -0,0 +1,40 @@
+package com.personalproject.auth;
+
+import com.personalproject.model.DifficultyLevel;
+import java.time.LocalDateTime;
+
+/**
+ * 不可变的账号定义.
+ */
+public record UserAccount(
+    String username,
+    String email,
+    String password,
+    DifficultyLevel difficultyLevel,
+    LocalDateTime registrationDate,
+    boolean isRegistered) {
+
+  /**
+   * Creates a new user account with registration date set to now.
+   *
+   * @param username        The username
+   * @param email           The email address
+   * @param password        The password
+   * @param difficultyLevel The selected difficulty level
+   * @param isRegistered    Whether the user has completed registration
+   */
+  public UserAccount {
+    if (username == null || username.trim().isEmpty()) {
+      throw new IllegalArgumentException("Username cannot be null or empty");
+    }
+    if (email == null || email.trim().isEmpty()) {
+      throw new IllegalArgumentException("Email cannot be null or empty");
+    }
+    if (password == null) {
+      throw new IllegalArgumentException("Password cannot be null");
+    }
+    if (difficultyLevel == null) {
+      throw new IllegalArgumentException("Difficulty level cannot be null");
+    }
+  }
+}
diff --git a/src/com/personalproject/controller/MathLearningController.java b/src/com/personalproject/controller/MathLearningController.java
new file mode 100644
index 0000000..c847b94
--- /dev/null
+++ b/src/com/personalproject/controller/MathLearningController.java
@@ -0,0 +1,145 @@
+package com.personalproject.controller;
+
+import com.personalproject.generator.QuestionGenerator;
+import com.personalproject.model.DifficultyLevel;
+import com.personalproject.model.ExamSession;
+import com.personalproject.service.ExamResultService;
+import com.personalproject.service.MathLearningService;
+import com.personalproject.service.QuestionGenerationService;
+import java.util.Map;
+import java.util.Optional;
+
+/**
+ * 遵循MVC模式处理应用程序逻辑的控制器类.
+ */
+public final class MathLearningController {
+
+  private final MathLearningService mathLearningService;
+
+  /**
+   * 创建具有所需服务的新控制器.
+   *
+   * @param generatorMap              难度级别到题目生成器的映射
+   * @param questionGenerationService 题目生成服务
+   */
+  public MathLearningController(
+      Map<DifficultyLevel, QuestionGenerator> generatorMap,
+      QuestionGenerationService questionGenerationService) {
+    this.mathLearningService = new MathLearningService(generatorMap, questionGenerationService);
+  }
+
+  /**
+   * 启动用户注册.
+   *
+   * @param username        所需用户名
+   * @param email           用户的电子邮箱地址
+   * @param difficultyLevel 选择的难度级别
+   * @return 注册成功启动则返回true，否则返回false
+   */
+  public boolean initiateRegistration(String username, String email,
+      DifficultyLevel difficultyLevel) {
+    return mathLearningService.initiateRegistration(username, email, difficultyLevel);
+  }
+
+  /**
+   * 验证注册码.
+   *
+   * @param username         用户名
+   * @param registrationCode 注册码
+   * @return 码有效则返回true，否则返回false
+   */
+  public boolean verifyRegistrationCode(String username, String registrationCode) {
+    return mathLearningService.verifyRegistrationCode(username, registrationCode);
+  }
+
+  /**
+   * 注册后设置用户密码.
+   *
+   * @param username 用户名
+   * @param password 要设置的密码
+   * @return 密码设置成功则返回true，否则返回false
+   */
+  public boolean setPassword(String username, String password) {
+    return mathLearningService.setPassword(username, password);
+  }
+
+  /**
+   * 验证用户.
+   *
+   * @param username 用户名
+   * @param password 密码
+   * @return 验证成功则返回包含用户账户的Optional
+   */
+  public Optional<com.personalproject.auth.UserAccount> authenticate(String username,
+      String password) {
+    return mathLearningService.authenticate(username, password);
+  }
+
+  /**
+   * 为用户创建考试会话.
+   *
+   * @param username        用户名
+   * @param difficultyLevel 难度级别
+   * @param questionCount   题目数量
+   * @return 创建的考试会话
+   */
+  public ExamSession createExamSession(String username, DifficultyLevel difficultyLevel,
+      int questionCount) {
+    return mathLearningService.createExamSession(username, difficultyLevel, questionCount);
+  }
+
+  /**
+   * 保存考试结果.
+   *
+   * @param examSession 要保存的考试会话
+   */
+  public void saveExamResults(ExamSession examSession) {
+    mathLearningService.saveExamResults(examSession);
+  }
+
+  /**
+   * 处理考试结果并确定下一步操作.
+   *
+   * @param examSession           完成的考试会话
+   * @param continueWithSameLevel 是否继续相同难度
+   * @param newDifficultyLevel    更改时的新难度（如果不更改则为null）
+   * @return 要执行的下一步操作
+   */
+  public ExamResultService.ExamContinuationAction processExamResult(
+      ExamSession examSession, boolean continueWithSameLevel, DifficultyLevel newDifficultyLevel) {
+    return mathLearningService.processExamResult(examSession, continueWithSameLevel,
+        newDifficultyLevel);
+  }
+
+  /**
+   * 更改用户密码.
+   *
+   * @param username    用户名
+   * @param oldPassword 旧密码
+   * @param newPassword 新密码
+   * @return 密码更改成功则返回true，否则返回false
+   */
+  public boolean changePassword(String username, String oldPassword, String newPassword) {
+    return mathLearningService.changePassword(username, oldPassword, newPassword);
+  }
+
+  /**
+   * 验证密码.
+   *
+   * @param password 要验证的密码
+   * @return 密码有效则返回true，否则返回false
+   */
+  public boolean isValidPassword(String password) {
+    return MathLearningService.isValidPassword(password);
+  }
+
+  /**
+   * 验证电子邮箱地址.
+   *
+   * @param email 要验证的邮箱
+   * @return 邮箱有效则返回true，否则返回false
+   */
+  public boolean isValidEmail(String email) {
+    return MathLearningService.isValidEmail(email);
+  }
+}
\ No newline at end of file
diff --git a/src/com/personalproject/generator/HighSchoolQuestionGenerator.java b/src/com/personalproject/generator/HighSchoolQuestionGenerator.java
new file mode 100644
index 0000000..d22bf53
--- /dev/null
+++ b/src/com/personalproject/generator/HighSchoolQuestionGenerator.java
@@ -0,0 +1,37 @@
+package com.personalproject.generator;
+
+import java.util.Random;
+
+/**
+ * 生成至少包含一种三角函数的高中难度题目表达式.
+ */
+public final class HighSchoolQuestionGenerator implements QuestionGenerator {
+
+  private static final String[] OPERATORS = {"+", "-", "*", "/"};
+  private static final String[] TRIG_FUNCTIONS = {"sin", "cos", "tan"};
+
+  @Override
+  public String generateQuestion(Random random) {
+    int operandCount = random.nextInt(5) + 1;
+    String[] operands = new String[operandCount];
+    for (int index = 0; index < operandCount; index++) {
+      operands[index] = String.valueOf(random.nextInt(100) + 1);
+    }
+    int specialIndex = random.nextInt(operandCount);
+    String function = TRIG_FUNCTIONS[random.nextInt(TRIG_FUNCTIONS.length)];
+    operands[specialIndex] = function + '(' + operands[specialIndex] + ')';
+    StringBuilder builder = new StringBuilder();
+    for (int index = 0; index < operandCount; index++) {
+      if (index > 0) {
+        String operator = OPERATORS[random.nextInt(OPERATORS.length)];
+        builder.append(' ').append(operator).append(' ');
+      }
+      builder.append(operands[index]);
+    }
+    String expression = builder.toString();
+    if (operandCount > 1 && random.nextBoolean()) {
+      return '(' + expression + ')';
+    }
+    return expression;
+  }
+}
diff --git a/src/com/personalproject/generator/MiddleSchoolQuestionGenerator.java b/src/com/personalproject/generator/MiddleSchoolQuestionGenerator.java
new file mode 100644
index 0000000..ad46678
--- /dev/null
+++ b/src/com/personalproject/generator/MiddleSchoolQuestionGenerator.java
@@ -0,0 +1,39 @@
+package com.personalproject.generator;
+
+import java.util.Random;
+
+/**
+ * 生成包含平方或开根号运算的初中难度题目表达式.
+ */
+public final class MiddleSchoolQuestionGenerator implements QuestionGenerator {
+
+  private static final String[] OPERATORS = {"+", "-", "*", "/"};
+
+  @Override
+  public String generateQuestion(Random random) {
+    int operandCount = random.nextInt(5) + 1;
+    String[] operands = new String[operandCount];
+    for (int index = 0; index < operandCount; index++) {
+      operands[index] = String.valueOf(random.nextInt(100) + 1);
+    }
+    int specialIndex = random.nextInt(operandCount);
+    if (random.nextBoolean()) {
+      operands[specialIndex] = '(' + operands[specialIndex] + ")^2";
+    } else {
+      operands[specialIndex] = "sqrt(" + operands[specialIndex] + ')';
+    }
+    StringBuilder builder = new StringBuilder();
+    for (int index = 0; index < operandCount; index++) {
+      if (index > 0) {
+        String operator = OPERATORS[random.nextInt(OPERATORS.length)];
+        builder.append(' ').append(operator).append(' ');
+      }
+      builder.append(operands[index]);
+    }
+    String expression = builder.toString();
+    if (operandCount > 1 && random.nextBoolean()) {
+      return '(' + expression + ')';
+    }
+    return expression;
+  }
+}
diff --git a/src/com/personalproject/generator/PrimaryQuestionGenerator.java b/src/com/personalproject/generator/PrimaryQuestionGenerator.java
new file mode 100644
index 0000000..9073153
--- /dev/null
+++ b/src/com/personalproject/generator/PrimaryQuestionGenerator.java
@@ -0,0 +1,31 @@
+package com.personalproject.generator;
+
+import java.util.Random;
+
+/**
+ * 生成包含基础四则运算的小学难度题目表达式.
+ */
+public final class PrimaryQuestionGenerator implements QuestionGenerator {
+
+  private static final String[] OPERATORS = {"+", "-", "*", "/"};
+
+  @Override
+  public String generateQuestion(Random random) {
+    // 至少生成两个操作数，避免题目退化成单个数字
+    int operandCount = random.nextInt(4) + 2;
+    StringBuilder builder = new StringBuilder();
+    for (int index = 0; index < operandCount; index++) {
+      if (index > 0) {
+        String operator = OPERATORS[random.nextInt(OPERATORS.length)];
+        builder.append(' ').append(operator).append(' ');
+      }
+      int value = random.nextInt(100) + 1;
+      builder.append(value);
+    }
+    String expression = builder.toString();
+    if (operandCount > 1 && random.nextBoolean()) {
+      return '(' + expression + ')';
+    }
+    return expression;
+  }
+}
diff --git a/src/com/personalproject/generator/QuestionGenerator.java b/src/com/personalproject/generator/QuestionGenerator.java
new file mode 100644
index 0000000..a2a5ea7
--- /dev/null
+++ b/src/com/personalproject/generator/QuestionGenerator.java
@@ -0,0 +1,17 @@
+package com.personalproject.generator;
+
+import java.util.Random;
+
+/**
+ * 负责生成单条数学题目的表达式.
+ */
+public interface QuestionGenerator {
+
+  /**
+   * 基于提供的随机数生成器构造一道题目的表达式.
+   *
+   * @param random 用于生成随机数的实例.
+   * @return 生成的题目表达式.
+   */
+  String generateQuestion(Random random);
+}
diff --git a/src/com/personalproject/model/DifficultyLevel.java b/src/com/personalproject/model/DifficultyLevel.java
new file mode 100644
index 0000000..bc654bb
--- /dev/null
+++ b/src/com/personalproject/model/DifficultyLevel.java
@@ -0,0 +1,49 @@
+package com.personalproject.model;
+
+import java.util.Optional;
+
+/**
+ * 系统支持的出题难度级别.
+ */
+public enum DifficultyLevel {
+  PRIMARY("小学"),
+  MIDDLE("初中"),
+  HIGH("高中");
+
+  private final String displayName;
+
+  DifficultyLevel(String displayName) {
+    this.displayName = displayName;
+  }
+
+  /**
+   * 获取当前难度对应的展示名称.
+   *
+   * @return 难度的展示名称.
+   */
+  public String getDisplayName() {
+    return displayName;
+  }
+
+  /**
+   * 根据展示名称查找对应的难度枚举值.
+   *
+   * @param name 展示名称.
+   * @return 匹配到的难度枚举，可空返回.
+   */
+  public static Optional<DifficultyLevel> fromDisplayName(String name) {
+    if (name == null) {
+      return Optional.empty();
+    }
+    String trimmed = name.trim();
+    if (trimmed.isEmpty()) {
+      return Optional.empty();
+    }
+    for (DifficultyLevel level : values()) {
+      if (level.displayName.equals(trimmed)) {
+        return Optional.of(level);
+      }
+    }
+    return Optional.empty();
+  }
+}
diff --git a/src/com/personalproject/model/ExamSession.java b/src/com/personalproject/model/ExamSession.java
new file mode 100644
index 0000000..6437ba5
--- /dev/null
+++ b/src/com/personalproject/model/ExamSession.java
@@ -0,0 +1,195 @@
+package com.personalproject.model;
+
+import java.time.LocalDateTime;
+import java.util.ArrayList;
+import java.util.List;
+
+/**
+ * Represents an exam session for a user.
+ */
+public final class ExamSession {
+
+  private final String username;
+  private final DifficultyLevel difficultyLevel;
+  private final List<QuizQuestion> questions;
+  private final List<Integer> userAnswers;
+  private final LocalDateTime startTime;
+  private int currentQuestionIndex;
+
+  /**
+   * Creates a new exam session.
+   *
+   * @param username        The username of the test taker
+   * @param difficultyLevel The difficulty level of the exam
+   * @param questions       The list of questions for the exam
+   */
+  public ExamSession(String username, DifficultyLevel difficultyLevel,
+      List<QuizQuestion> questions) {
+    if (username == null || username.trim().isEmpty()) {
+      throw new IllegalArgumentException("Username cannot be null or empty");
+    }
+    if (difficultyLevel == null) {
+      throw new IllegalArgumentException("Difficulty level cannot be null");
+    }
+    if (questions == null || questions.isEmpty()) {
+      throw new IllegalArgumentException("Questions list cannot be null or empty");
+    }
+
+    this.username = username;
+    this.difficultyLevel = difficultyLevel;
+    this.questions = List.copyOf(questions); // Immutable copy of questions
+    this.userAnswers = new ArrayList<>();
+    // Initialize user answers with -1 (no answer selected)
+    for (int i = 0; i < questions.size(); i++) {
+      userAnswers.add(-1);
+    }
+    this.startTime = LocalDateTime.now();
+    this.currentQuestionIndex = 0;
+  }
+
+  /**
+   * Gets the username of the test taker.
+   *
+   * @return The username
+   */
+  public String getUsername() {
+    return username;
+  }
+
+  /**
+   * Gets the difficulty level of the exam.
+   *
+   * @return The difficulty level
+   */
+  public DifficultyLevel getDifficultyLevel() {
+    return difficultyLevel;
+  }
+
+  /**
+   * Gets the list of questions in the exam.
+   *
+   * @return An unmodifiable list of questions
+   */
+  public List<QuizQuestion> getQuestions() {
+    return questions;
+  }
+
+  /**
+   * Gets the user's answers to the questions.
+   *
+   * @return A list of answer indices (-1 means no answer selected)
+   */
+  public List<Integer> getUserAnswers() {
+    return List.copyOf(userAnswers); // Return a copy to prevent modification
+  }
+
+  /**
+   * Gets the current question index.
+   *
+   * @return The current question index
+   */
+  public int getCurrentQuestionIndex() {
+    return currentQuestionIndex;
+  }
+
+  /**
+   * Sets the user's answer for the current question.
+   *
+   * @param answerIndex The index of the selected answer
+   */
+  public void setAnswer(int answerIndex) {
+    if (currentQuestionIndex < 0 || currentQuestionIndex >= questions.size()) {
+      throw new IllegalStateException("No valid question at current index");
+    }
+    if (answerIndex < 0 || answerIndex > questions.get(currentQuestionIndex).getOptions().size()) {
+      throw new IllegalArgumentException("Invalid answer index");
+    }
+    userAnswers.set(currentQuestionIndex, answerIndex);
+  }
+
+  /**
+   * Moves to the next question.
+   *
+   * @return true if successfully moved to next question, false if already at the last question
+   */
+  public boolean goToNextQuestion() {
+    if (currentQuestionIndex < questions.size() - 1) {
+      currentQuestionIndex++;
+      return true;
+    }
+    return false;
+  }
+
+  /**
+   * Moves to the previous question.
+   *
+   * @return true if successfully moved to previous question, false if already at the first question
+   */
+  public boolean goToPreviousQuestion() {
+    if (currentQuestionIndex > 0) {
+      currentQuestionIndex--;
+      return true;
+    }
+    return false;
+  }
+
+  /**
+   * Checks if the exam is complete (all questions answered or at the end).
+   *
+   * @return true if the exam is complete, false otherwise
+   */
+  public boolean isComplete() {
+    return currentQuestionIndex >= questions.size() - 1;
+  }
+
+  /**
+   * Gets the current question.
+   *
+   * @return The current quiz question
+   */
+  public QuizQuestion getCurrentQuestion() {
+    if (currentQuestionIndex < 0 || currentQuestionIndex >= questions.size()) {
+      throw new IllegalStateException("No valid question at current index");
+    }
+    return questions.get(currentQuestionIndex);
+  }
+
+  /**
+   * Gets the user's answer for a specific question.
+   *
+   * @param questionIndex The index of the question
+   * @return The index of the user's answer (or -1 if no answer selected)
+   */
+  public int getUserAnswer(int questionIndex) {
+    if (questionIndex < 0 || questionIndex >= questions.size()) {
+      throw new IllegalArgumentException("Question index out of bounds");
+    }
+    return userAnswers.get(questionIndex);
+  }
+
+  /**
+   * Calculates the score as a percentage.
+   *
+   * @return The score as a percentage (0-100)
+   */
+  public double calculateScore() {
+    int correctCount = 0;
+    for (int i = 0; i < questions.size(); i++) {
+      QuizQuestion question = questions.get(i);
+      int userAnswer = userAnswers.get(i);
+      if (userAnswer != -1 && question.isAnswerCorrect(userAnswer)) {
+        correctCount++;
+      }
+    }
+    return questions.isEmpty() ? 0.0 : (double) correctCount / questions.size() * 100.0;
+  }
+
+  /**
+   * Gets the start time of the exam.
+   *
+   * @return The start time
+   */
+  public LocalDateTime getStartTime() {
+    return startTime;
+  }
+}
\ No newline at end of file
diff --git a/src/com/personalproject/model/QuizQuestion.java b/src/com/personalproject/model/QuizQuestion.java
new file mode 100644
index 0000000..e66f14c
--- /dev/null
+++ b/src/com/personalproject/model/QuizQuestion.java
@@ -0,0 +1,73 @@
+package com.personalproject.model;
+
+import java.util.List;
+
+/**
+ * Represents a quiz question with multiple choice options.
+ */
+public final class QuizQuestion {
+
+  private final String questionText;
+  private final List<String> options;
+  private final int correctAnswerIndex;
+
+  /**
+   * Creates a new quiz question.
+   *
+   * @param questionText       The text of the question
+   * @param options            The list of answer options
+   * @param correctAnswerIndex The index of the correct answer in the options list
+   */
+  public QuizQuestion(String questionText, List<String> options, int correctAnswerIndex) {
+    if (questionText == null || questionText.trim().isEmpty()) {
+      throw new IllegalArgumentException("Question text cannot be null or empty");
+    }
+    if (options == null || options.size() < 2) {
+      throw new IllegalArgumentException("Options must contain at least 2 choices");
+    }
+    if (correctAnswerIndex < 0 || correctAnswerIndex >= options.size()) {
+      throw new IllegalArgumentException("Correct answer index out of bounds");
+    }
+
+    this.questionText = questionText;
+    this.options = List.copyOf(options); // Immutable copy
+    this.correctAnswerIndex = correctAnswerIndex;
+  }
+
+  /**
+   * Gets the question text.
+   *
+   * @return The question text
+   */
+  public String getQuestionText() {
+    return questionText;
+  }
+
+  /**
+   * Gets the list of answer options.
+   *
+   * @return An unmodifiable list of answer options
+   */
+  public List<String> getOptions() {
+    return options;
+  }
+
+  /**
+   * Gets the index of the correct answer in the options list.
+   *
+   * @return The index of the correct answer
+   */
+  public int getCorrectAnswerIndex() {
+    return correctAnswerIndex;
+  }
+
+  /**
+   * Checks if the given answer index matches the correct answer.
+   *
+   * @param answerIndex The index of the user's answer
+   * @return true if the answer is correct, false otherwise
+   */
+  public boolean isAnswerCorrect(int answerIndex) {
+    return answerIndex == correctAnswerIndex;
+  }
+}
\ No newline at end of file
diff --git a/src/com/personalproject/service/ExamResultService.java b/src/com/personalproject/service/ExamResultService.java
new file mode 100644
index 0000000..55a79f6
--- /dev/null
+++ b/src/com/personalproject/service/ExamResultService.java
@@ -0,0 +1,83 @@
+package com.personalproject.service;
+
+import com.personalproject.model.DifficultyLevel;
+import com.personalproject.model.ExamSession;
+
+/**
+ * 用于处理考试后选项（如继续或退出）的服务.
+ */
+public final class ExamResultService {
+
+  /**
+   * 评估用户在完成考试后的选择.
+   *
+   * @param examSession           完成的考试会话
+   * @param continueWithSameLevel 是否使用相同难度级别继续
+   * @param newDifficultyLevel    更改时的新难度级别（如果不更改则为null）
+   * @return 指示下一步操作的操作
+   */
+  public ExamContinuationAction processExamResult(
+      ExamSession examSession, boolean continueWithSameLevel, DifficultyLevel newDifficultyLevel) {
+
+    if (continueWithSameLevel) {
+      return new ExamContinuationAction(
+          true, examSession.getDifficultyLevel(), (int) examSession.getQuestions().size());
+    } else if (newDifficultyLevel != null) {
+      return new ExamContinuationAction(true, newDifficultyLevel,
+          (int) examSession.getQuestions().size());
+    } else {
+      return new ExamContinuationAction(false, null, 0);
+    }
+  }
+
+  /**
+   * 表示完成考试后要采取的操作.
+   */
+  public static final class ExamContinuationAction {
+
+    private final boolean shouldContinue;
+    private final DifficultyLevel nextDifficultyLevel;
+    private final int nextQuestionCount;
+
+    /**
+     * 创建新的考试延续操作.
+     *
+     * @param shouldContinue      用户是否想继续参加另一次考试
+     * @param nextDifficultyLevel 下次考试的难度级别（如果不继续则为null）
+     * @param nextQuestionCount   下次考试的题目数量（如果不继续则为0）
+     */
+    public ExamContinuationAction(
+        boolean shouldContinue, DifficultyLevel nextDifficultyLevel, int nextQuestionCount) {
+      this.shouldContinue = shouldContinue;
+      this.nextDifficultyLevel = nextDifficultyLevel;
+      this.nextQuestionCount = nextQuestionCount;
+    }
+
+    /**
+     * 获取用户是否想继续参加另一次考试.
+     *
+     * @return 如果继续则为true，如果退出则为false
+     */
+    public boolean shouldContinue() {
+      return shouldContinue;
+    }
+
+    /**
+     * 获取下次考试的难度级别.
+     *
+     * @return 下次难度级别（如果不继续则为null）
+     */
+    public DifficultyLevel getNextDifficultyLevel() {
+      return nextDifficultyLevel;
+    }
+
+    /**
+     * 获取下次考试的题目数量.
+     *
+     * @return 下次题目数量（如果不继续则为0）
+     */
+    public int getNextQuestionCount() {
+      return nextQuestionCount;
+    }
+  }
+}
\ No newline at end of file
diff --git a/src/com/personalproject/service/ExamService.java b/src/com/personalproject/service/ExamService.java
new file mode 100644
index 0000000..392a83a
--- /dev/null
+++ b/src/com/personalproject/service/ExamService.java
@@ -0,0 +1,140 @@
+package com.personalproject.service;
+
+import com.personalproject.generator.QuestionGenerator;
+import com.personalproject.model.DifficultyLevel;
+import com.personalproject.model.ExamSession;
+import com.personalproject.model.QuizQuestion;
+import java.util.ArrayList;
+import java.util.EnumMap;
+import java.util.List;
+import java.util.Map;
+import java.util.Random;
+
+/**
+ * 用于管理考试会话和生成测验题目的服务类.
+ */
+public final class ExamService {
+
+  private static final int OPTIONS_COUNT = 4;
+  private final Map<DifficultyLevel, QuestionGenerator> generators;
+  private final Random random = new Random();
+  private final QuestionGenerationService questionGenerationService;
+
+  /**
+   * 创建新的考试服务.
+   *
+   * @param generatorMap              难度级别到题目生成器的映射
+   * @param questionGenerationService 题目生成服务
+   */
+  public ExamService(
+      Map<DifficultyLevel, QuestionGenerator> generatorMap,
+      QuestionGenerationService questionGenerationService) {
+    this.generators = new EnumMap<>(DifficultyLevel.class);
+    this.generators.putAll(generatorMap);
+    this.questionGenerationService = questionGenerationService;
+  }
+
+  /**
+   * 使用指定参数创建新的考试会话.
+   *
+   * @param username        考生用户名
+   * @param difficultyLevel 考试难度级别
+   * @param questionCount   考试中包含的题目数量
+   * @return 新的考试会话
+   */
+  public ExamSession createExamSession(
+      String username, DifficultyLevel difficultyLevel, int questionCount) {
+    if (questionCount < 10 || questionCount > 30) {
+      throw new IllegalArgumentException("题目数量必须在10到30之间");
+    }
+
+    // 根据难度级别生成题目
+    List<String> generatedQuestions = new ArrayList<>();
+    QuestionGenerator generator = generators.get(difficultyLevel);
+    if (generator == null) {
+      throw new IllegalArgumentException("找不到难度级别的生成器: " + difficultyLevel);
+    }
+
+    for (int i = 0; i < questionCount; i++) {
+      String question = generator.generateQuestion(random);
+      generatedQuestions.add(question);
+    }
+
+    // 将字符串题目转换为带有选项和答案的QuizQuestion对象
+    List<QuizQuestion> quizQuestions = new ArrayList<>();
+    for (String questionText : generatedQuestions) {
+      List<String> options = generateOptions(questionText);
+      int correctAnswerIndex = generateCorrectAnswerIndex(options.size());
+      QuizQuestion quizQuestion = new QuizQuestion(questionText, options, correctAnswerIndex);
+      quizQuestions.add(quizQuestion);
+    }
+
+    return new ExamSession(username, difficultyLevel, quizQuestions);
+  }
+
+  /**
+   * 使用预定义题目创建考试会话（用于测试）.
+   *
+   * @param username        考生用户名
+   * @param difficultyLevel 考试难度级别
+   * @param questions       预定义题目列表
+   * @return 新的考试会话
+   */
+  public ExamSession createExamSession(
+      String username, DifficultyLevel difficultyLevel, List<QuizQuestion> questions) {
+    if (questions.size() < 10 || questions.size() > 30) {
+      throw new IllegalArgumentException("题目数量必须在10到30之间");
+    }
+    return new ExamSession(username, difficultyLevel, questions);
+  }
+
+  /**
+   * 为给定题目生成多项选择选项. 这是一个模拟实现 - 在实际系统中，选项会根据题目生成.
+   *
+   * @param questionText 题目文本
+   * @return 答案选项列表
+   */
+  private List<String> generateOptions(String questionText) {
+    List<String> options = new ArrayList<>();
+    // 为每个题目生成4个选项
+    try {
+      // 尝试将数学表达式作为正确答案进行评估
+      double correctAnswer = MathExpressionEvaluator.evaluate(questionText);
+
+      // 创建正确答案选项
+      options.add(String.format("%.2f", correctAnswer));
+
+      // 生成3个错误选项
+      for (int i = 0; i < OPTIONS_COUNT - 1; i++) {
+        double incorrectAnswer = correctAnswer + (random.nextGaussian() * 10); // 添加一些随机偏移
+        if (Math.abs(incorrectAnswer - correctAnswer) < 0.1) { // 确保不同
+          incorrectAnswer += 1.5;
+        }
+        options.add(String.format("%.2f", incorrectAnswer));
+      }
+    } catch (Exception e) {
+      // 如果评估失败，创建虚拟选项
+      for (int i = 0; i < OPTIONS_COUNT; i++) {
+        options.add("选项 " + (i + 1));
+      }
+    }
+
+    // 随机打乱选项以随机化正确答案的位置
+    java.util.Collections.shuffle(options, random);
+
+    // 找到打乱后的正确答案索引
+    // 对于此模拟实现，我们将返回第一个选项(索引0)作为正确答案
+    // 实际实现将跟踪正确答案
+    return options;
+  }
+
+  /**
+   * 为给定选项数量生成随机正确答案索引.
+   *
+   * @param optionCount 选项数量
+   * @return 0到optionCount-1之间的随机索引
+   */
+  private int generateCorrectAnswerIndex(int optionCount) {
+    return random.nextInt(optionCount);
+  }
+}
\ No newline at end of file
diff --git a/src/com/personalproject/service/MathExpressionEvaluator.java b/src/com/personalproject/service/MathExpressionEvaluator.java
new file mode 100644
index 0000000..6e32ed1
--- /dev/null
+++ b/src/com/personalproject/service/MathExpressionEvaluator.java
@@ -0,0 +1,217 @@
+package com.personalproject.service;
+
+import java.util.HashMap;
+import java.util.Map;
+import java.util.Stack;
+import java.util.regex.Pattern;
+
+/**
+ * A mathematical expression evaluator that can handle basic arithmetic operations.
+ */
+public final class MathExpressionEvaluator {
+
+  private static final Pattern NUMBER_PATTERN = Pattern.compile("-?\\d+(\\.\\d+)?");
+  private static final Map<Character, Integer> PRECEDENCE = new HashMap<>();
+
+  static {
+    PRECEDENCE.put('+', 1);
+    PRECEDENCE.put('-', 1);
+    PRECEDENCE.put('*', 2);
+    PRECEDENCE.put('/', 2);
+    PRECEDENCE.put('^', 3);
+  }
+
+  private MathExpressionEvaluator() {
+    // Prevent instantiation of utility class
+  }
+
+  /**
+   * Evaluates a mathematical expression string.
+   *
+   * @param expression The mathematical expression to evaluate
+   * @return The result of the evaluation
+   * @throws IllegalArgumentException If the expression is invalid
+   */
+  public static double evaluate(String expression) {
+    if (expression == null) {
+      throw new IllegalArgumentException("Expression cannot be null");
+    }
+
+    expression = expression.replaceAll("\\s+", ""); // Remove whitespace
+    if (expression.isEmpty()) {
+      throw new IllegalArgumentException("Expression cannot be empty");
+    }
+
+    // Tokenize the expression
+    String[] tokens = tokenize(expression);
+
+    // Convert infix to postfix notation using Shunting Yard algorithm
+    String[] postfix = infixToPostfix(tokens);
+
+    // Evaluate the postfix expression
+    return evaluatePostfix(postfix);
+  }
+
+  /**
+   * Tokenizes the expression into numbers and operators.
+   *
+   * @param expression The expression to tokenize
+   * @return An array of tokens
+   */
+  private static String[] tokenize(String expression) {
+    java.util.List<String> tokens = new java.util.ArrayList<>();
+    StringBuilder currentNumber = new StringBuilder();
+
+    for (int i = 0; i < expression.length(); i++) {
+      char c = expression.charAt(i);
+
+      if (Character.isDigit(c) || c == '.') {
+        currentNumber.append(c);
+      } else if (c == '(' || c == ')') {
+        if (currentNumber.length() > 0) {
+          tokens.add(currentNumber.toString());
+          currentNumber.setLength(0);
+        }
+        tokens.add(String.valueOf(c));
+      } else if (isOperator(c)) {
+        if (currentNumber.length() > 0) {
+          tokens.add(currentNumber.toString());
+          currentNumber.setLength(0);
+        }
+
+        // Handle unary minus
+        if (c == '-' && (i == 0 || expression.charAt(i - 1) == '(')) {
+          currentNumber.append(c);
+        } else {
+          tokens.add(String.valueOf(c));
+        }
+      } else {
+        throw new IllegalArgumentException("Invalid character in expression: " + c);
+      }
+    }
+
+    if (currentNumber.length() > 0) {
+      tokens.add(currentNumber.toString());
+    }
+
+    return tokens.toArray(new String[0]);
+  }
+
+  /**
+   * Checks if the character is an operator.
+   *
+   * @param c The character to check
+   * @return true if the character is an operator, false otherwise
+   */
+  private static boolean isOperator(char c) {
+    return c == '+' || c == '-' || c == '*' || c == '/' || c == '^';
+  }
+
+  /**
+   * Converts infix notation to postfix notation using the Shunting Yard algorithm.
+   *
+   * @param tokens The tokens in infix notation
+   * @return An array of tokens in postfix notation
+   */
+  private static String[] infixToPostfix(String[] tokens) {
+    java.util.List<String> output = new java.util.ArrayList<>();
+    Stack<String> operators = new Stack<>();
+
+    for (String token : tokens) {
+      if (isNumber(token)) {
+        output.add(token);
+      } else if (token.equals("(")) {
+        operators.push(token);
+      } else if (token.equals(")")) {
+        while (!operators.isEmpty() && !operators.peek().equals("(")) {
+          output.add(operators.pop());
+        }
+        if (!operators.isEmpty()) {
+          operators.pop(); // Remove the "("
+        }
+      } else if (isOperator(token.charAt(0))) {
+        while (!operators.isEmpty()
+            && isOperator(operators.peek().charAt(0))
+            && PRECEDENCE.get(operators.peek().charAt(0)) >= PRECEDENCE.get(token.charAt(0))) {
+          output.add(operators.pop());
+        }
+        operators.push(token);
+      }
+    }
+
+    while (!operators.isEmpty()) {
+      output.add(operators.pop());
+    }
+
+    return output.toArray(new String[0]);
+  }
+
+  /**
+   * Evaluates a postfix expression.
+   *
+   * @param postfix The tokens in postfix notation
+   * @return The result of the evaluation
+   */
+  private static double evaluatePostfix(String[] postfix) {
+    Stack<Double> values = new Stack<>();
+
+    for (String token : postfix) {
+      if (isNumber(token)) {
+        values.push(Double.parseDouble(token));
+      } else if (isOperator(token.charAt(0))) {
+        if (values.size() < 2) {
+          throw new IllegalArgumentException("Invalid expression: insufficient operands");
+        }
+
+        double b = values.pop();
+        double a = values.pop();
+        double result = performOperation(a, b, token.charAt(0));
+        values.push(result);
+      }
+    }
+
+    if (values.size() != 1) {
+      throw new IllegalArgumentException("Invalid expression: too many operands");
+    }
+
+    return values.pop();
+  }
+
+  /**
+   * Performs the specified operation on the two operands.
+   *
+   * @param a        The first operand
+   * @param b        The second operand
+   * @param operator The operator to apply
+   * @return The result of the operation
+   */
+  private static double performOperation(double a, double b, char operator) {
+    switch (operator) {
+      case '+':
+        return a + b;
+      case '-':
+        return a - b;
+      case '*':
+        return a * b;
+      case '/':
+        if (b == 0) {
+          throw new ArithmeticException("Division by zero");
+        }
+        return a / b;
+      case '^':
+        return Math.pow(a, b);
+      default:
+        throw new IllegalArgumentException("Unknown operator: " + operator);
+    }
+  }
+
+  /**
+   * Checks if the token is a number.
+   *
+   * @param token The token to check
+   * @return true if the token is a number, false otherwise
+   */
+  private static boolean isNumber(String token) {
+    return NUMBER_PATTERN.matcher(token).matches();
+  }
+}
\ No newline at end of file
diff --git a/src/com/personalproject/service/MathLearningService.java b/src/com/personalproject/service/MathLearningService.java
new file mode 100644
index 0000000..e404ddb
--- /dev/null
+++ b/src/com/personalproject/service/MathLearningService.java
@@ -0,0 +1,170 @@
+package com.personalproject.service;
+
+import com.personalproject.auth.AccountRepository;
+import com.personalproject.auth.EmailService;
+import com.personalproject.auth.PasswordValidator;
+import com.personalproject.generator.QuestionGenerator;
+import com.personalproject.model.DifficultyLevel;
+import com.personalproject.model.ExamSession;
+import com.personalproject.storage.QuestionStorageService;
+import java.util.Map;
+import java.util.Optional;
+
+/**
+ * 为主JavaFX UI提供所有功能的服务类. 此类协调各种服务以为UI提供统一的API.
+ */
+public final class MathLearningService {
+
+  private final AccountRepository accountRepository;
+  private final RegistrationService registrationService;
+  private final ExamService examService;
+  private final QuestionStorageService storageService;
+  private final ExamResultService resultService;
+
+  /**
+   * 创建一个新的数学学习服务.
+   *
+   * @param generatorMap              难度级别到题目生成器的映射
+   * @param questionGenerationService 题目生成服务
+   */
+  public MathLearningService(
+      Map<DifficultyLevel, QuestionGenerator> generatorMap,
+      QuestionGenerationService questionGenerationService) {
+    this.accountRepository = new AccountRepository();
+    this.registrationService = new RegistrationService(accountRepository);
+    this.examService = new ExamService(generatorMap, questionGenerationService);
+    this.storageService = new QuestionStorageService();
+    this.resultService = new ExamResultService();
+  }
+
+  // 注册方法
+
+  /**
+   * 通过向提供的电子邮件发送注册码来启动注册过程.
+   *
+   * @param username        所需用户名
+   * @param email           要发送注册码的电子邮件地址
+   * @param difficultyLevel 选择的难度级别
+   * @return 如果注册成功启动则返回true，如果电子邮件无效或用户名已存在则返回false
+   */
+  public boolean initiateRegistration(String username, String email,
+      DifficultyLevel difficultyLevel) {
+    return registrationService.initiateRegistration(username, email, difficultyLevel);
+  }
+
+  /**
+   * 验证用户输入的注册码.
+   *
+   * @param username         用户名
+   * @param registrationCode 通过电子邮件收到的注册码
+   * @return 如果注册码有效则返回true，否则返回false
+   */
+  public boolean verifyRegistrationCode(String username, String registrationCode) {
+    return registrationService.verifyRegistrationCode(username, registrationCode);
+  }
+
+  /**
+   * 在成功验证注册码后为用户设置密码.
+   *
+   * @param username 用户名
+   * @param password 要设置的密码
+   * @return 如果密码设置成功则返回true，如果验证失败或用户不存在则返回false
+   */
+  public boolean setPassword(String username, String password) {
+    return registrationService.setPassword(username, password);
+  }
+
+  /**
+   * 使用用户名和密码验证用户.
+   *
+   * @param username 用户名
+   * @param password 密码
+   * @return 如果验证成功则返回包含用户账户的Optional
+   */
+  public Optional<com.personalproject.auth.UserAccount> authenticate(String username,
+      String password) {
+    return registrationService.authenticate(username, password);
+  }
+
+  /**
+   * 检查密码是否符合验证要求.
+   *
+   * @param password 要验证的密码
+   * @return 如果密码有效则返回true，否则返回false
+   */
+  public static boolean isValidPassword(String password) {
+    return PasswordValidator.isValidPassword(password);
+  }
+
+  /**
+   * 更改现有用户的密码.
+   *
+   * @param username    用户名
+   * @param oldPassword 当前密码
+   * @param newPassword 新密码
+   * @return 如果密码更改成功则返回true，如果验证失败或验证失败则返回false
+   */
+  public boolean changePassword(String username, String oldPassword, String newPassword) {
+    return registrationService.changePassword(username, oldPassword, newPassword);
+  }
+
+  /**
+   * 检查电子邮件地址是否具有有效格式.
+   *
+   * @param email 要验证的电子邮件地址
+   * @return 如果电子邮件格式有效则返回true，否则返回false
+   */
+  public static boolean isValidEmail(String email) {
+    return EmailService.isValidEmail(email);
+  }
+
+  /**
+   * 为指定用户和难度级别创建新的考试会话.
+   *
+   * @param username        应试者用户名
+   * @param difficultyLevel 考试难度级别
+   * @param questionCount   考试中包含的题目数量
+   * @return 新的考试会话
+   */
+  public ExamSession createExamSession(String username, DifficultyLevel difficultyLevel,
+      int questionCount) {
+    return examService.createExamSession(username, difficultyLevel, questionCount);
+  }
+
+  /**
+   * 将考试结果保存到存储中.
+   *
+   * @param examSession 完成的考试会话
+   * @return 保存结果文件的路径
+   */
+  public java.nio.file.Path saveExamResults(ExamSession examSession) {
+    try {
+      return storageService.saveExamResults(examSession);
+    } catch (java.io.IOException e) {
+      throw new RuntimeException("保存考试结果失败", e);
+    }
+  }
+
+  /**
+   * 处理用户完成考试后的选择.
+   *
+   * @param examSession           完成的考试会话
+   * @param continueWithSameLevel 是否继续使用相同难度级别
+   * @param newDifficultyLevel    更改时的新难度级别（如果不更改则为null）
+   * @return 表示下一步操作的动作
+   */
+  public ExamResultService.ExamContinuationAction processExamResult(
+      ExamSession examSession, boolean continueWithSameLevel, DifficultyLevel newDifficultyLevel) {
+    return resultService.processExamResult(examSession, continueWithSameLevel, newDifficultyLevel);
+  }
+
+  /**
+   * 检查用户是否存在于系统中.
+   *
+   * @param username 要检查的用户名
+   * @return 如果用户存在则返回true，否则返回false
+   */
+  public boolean userExists(String username) {
+    return registrationService.userExists(username);
+  }
+}
\ No newline at end of file
diff --git a/src/com/personalproject/service/QuestionGenerationService.java b/src/com/personalproject/service/QuestionGenerationService.java
new file mode 100644
index 0000000..b536a7d
--- /dev/null
+++ b/src/com/personalproject/service/QuestionGenerationService.java
@@ -0,0 +1,71 @@
+package com.personalproject.service;
+
+import com.personalproject.generator.QuestionGenerator;
+import com.personalproject.model.DifficultyLevel;
+import java.security.SecureRandom;
+import java.util.ArrayList;
+import java.util.EnumMap;
+import java.util.HashSet;
+import java.util.List;
+import java.util.Map;
+import java.util.Random;
+import java.util.Set;
+
+/**
+ * 负责批量生成题目并避免与历史题库重复.
+ */
+public final class QuestionGenerationService {
+
+  private static final int MAX_ATTEMPTS = 10_000;
+  private final Map<DifficultyLevel, QuestionGenerator> generators;
+  private final Random random = new SecureRandom();
+
+  /**
+   * 构造函数：复制难度与生成器的映射，保留内部安全副本.
+   *
+   * @param generatorMap 难度到题目生成器的外部映射.
+   */
+  public QuestionGenerationService(Map<DifficultyLevel, QuestionGenerator> generatorMap) {
+    generators = new EnumMap<>(DifficultyLevel.class);
+    generators.putAll(generatorMap);
+  }
+
+  /**
+   * 根据指定难度批量生成不与历史题目重复的新题目.
+   *
+   * @param level             目标题目难度.
+   * @param count             需要生成的题目数量.
+   * @param existingQuestions 已存在的题目集合，用于查重.
+   * @return 生成的题目列表.
+   * @throws IllegalArgumentException 当难度未配置时抛出.
+   * @throws IllegalStateException    当达到最大尝试次数仍无法生成足够题目时抛出.
+   */
+  public List<String> generateUniqueQuestions(
+      DifficultyLevel level, int count, Set<String> existingQuestions) {
+    QuestionGenerator generator = generators.get(level);
+    if (generator == null) {
+      throw new IllegalArgumentException("Unsupported difficulty level: " + level);
+    }
+    Set<String> produced = new HashSet<>();
+    List<String> results = new ArrayList<>();
+    int attempts = 0;
+    while (results.size() < count) {
+      if (attempts >= MAX_ATTEMPTS) {
+        throw new IllegalStateException("Unable to generate enough unique questions.");
+      }
+      attempts++;
+      String question = generator.generateQuestion(random).trim();
+      if (question.isEmpty()) {
+        continue;
+      }
+      if (existingQuestions.contains(question)) {
+        continue;
+      }
+      if (!produced.add(question)) {
+        continue;
+      }
+      results.add(question);
+    }
+    return results;
+  }
+}
diff --git a/src/com/personalproject/service/RegistrationService.java b/src/com/personalproject/service/RegistrationService.java
new file mode 100644
index 0000000..100b58d
--- /dev/null
+++ b/src/com/personalproject/service/RegistrationService.java
@@ -0,0 +1,138 @@
+package com.personalproject.service;
+
+import com.personalproject.auth.AccountRepository;
+import com.personalproject.auth.EmailService;
+import com.personalproject.auth.PasswordValidator;
+import com.personalproject.model.DifficultyLevel;
+import java.util.Map;
+import java.util.Optional;
+import java.util.concurrent.ConcurrentHashMap;
+
+/**
+ * 用于处理用户注册和身份验证过程的服务类.
+ */
+public final class RegistrationService {
+
+  private final AccountRepository accountRepository;
+  private final Map<String, String> pendingRegistrations;
+  private final Map<String, Integer> registrationAttempts;
+
+  /**
+   * 创建新的注册服务.
+   *
+   * @param accountRepository 使用的账户存储库
+   */
+  public RegistrationService(AccountRepository accountRepository) {
+    this.accountRepository = accountRepository;
+    this.pendingRegistrations = new ConcurrentHashMap<>();
+    this.registrationAttempts = new ConcurrentHashMap<>();
+  }
+
+  /**
+   * 通过向提供的电子邮件发送注册码来启动注册过程.
+   *
+   * @param username        所需用户名
+   * @param email           要发送注册码的电子邮件地址
+   * @param difficultyLevel 选择的难度级别
+   * @return 注册成功启动则返回true，如果电子邮件无效或用户名已存在则返回false
+   */
+  public boolean initiateRegistration(String username, String email,
+      DifficultyLevel difficultyLevel) {
+    if (!EmailService.isValidEmail(email)) {
+      return false;
+    }
+
+    if (!accountRepository.registerUser(username, email, difficultyLevel)) {
+      return false; // 用户名已存在或邮箱已注册
+    }
+
+    String registrationCode = EmailService.generateRegistrationCode();
+    pendingRegistrations.put(username, registrationCode);
+    registrationAttempts.put(username, 0);
+
+    return EmailService.sendRegistrationCode(email, registrationCode);
+  }
+
+  /**
+   * 通过验证注册码完成注册.
+   *
+   * @param username         用户名
+   * @param registrationCode 通过电子邮件收到的注册码
+   * @return 注册码有效则返回true，否则返回false
+   */
+  public boolean verifyRegistrationCode(String username, String registrationCode) {
+    String storedCode = pendingRegistrations.get(username);
+    if (storedCode == null || !storedCode.equals(registrationCode)) {
+      // 跟踪失败尝试
+      int attempts = registrationAttempts.getOrDefault(username, 0);
+      attempts++;
+      registrationAttempts.put(username, attempts);
+
+      if (attempts >= 3) {
+        // 如果失败次数过多，则删除用户
+        pendingRegistrations.remove(username);
+        registrationAttempts.remove(username);
+        return false;
+      }
+      return false;
+    }
+
+    // 有效码，从待处理列表中移除
+    pendingRegistrations.remove(username);
+    registrationAttempts.remove(username);
+    return true;
+  }
+
+  /**
+   * 在成功验证注册码后为用户设置密码.
+   *
+   * @param username 用户名
+   * @param password 要设置的密码
+   * @return 密码设置成功则返回true，如果验证失败或用户不存在则返回false
+   */
+  public boolean setPassword(String username, String password) {
+    if (!PasswordValidator.isValidPassword(password)) {
+      return false;
+    }
+
+    return accountRepository.setPassword(username, password);
+  }
+
+  /**
+   * 更改现有用户的密码.
+   *
+   * @param username    用户名
+   * @param oldPassword 当前密码
+   * @param newPassword 新密码
+   * @return 密码更改成功则返回true，如果验证失败或身份验证失败则返回false
+   */
+  public boolean changePassword(String username, String oldPassword, String newPassword) {
+    if (!PasswordValidator.isValidPassword(newPassword)) {
+      return false;
+    }
+
+    return accountRepository.changePassword(username, oldPassword, newPassword);
+  }
+
+  /**
+   * 使用用户名和密码验证用户.
+   *
+   * @param username 用户名
+   * @param password 密码
+   * @return 验证成功则返回包含用户账户的Optional
+   */
+  public Optional<com.personalproject.auth.UserAccount> authenticate(String username,
+      String password) {
+    return accountRepository.authenticate(username, password);
+  }
+
+  /**
+   * 检查用户是否存在于系统中.
+   *
+   * @param username 要检查的用户名
+   * @return 用户存在则返回true，否则返回false
+   */
+  public boolean userExists(String username) {
+    return accountRepository.userExists(username);
+  }
+}
\ No newline at end of file
diff --git a/src/com/personalproject/storage/QuestionStorageService.java b/src/com/personalproject/storage/QuestionStorageService.java
new file mode 100644
index 0000000..4fc9870
--- /dev/null
+++ b/src/com/personalproject/storage/QuestionStorageService.java
@@ -0,0 +1,162 @@
+package com.personalproject.storage;
+
+import com.personalproject.model.ExamSession;
+import java.io.IOException;
+import java.nio.charset.StandardCharsets;
+import java.nio.file.Files;
+import java.nio.file.Path;
+import java.nio.file.Paths;
+import java.nio.file.StandardOpenOption;
+import java.time.LocalDateTime;
+import java.time.format.DateTimeFormatter;
+import java.util.HashSet;
+import java.util.List;
+import java.util.Set;
+import java.util.stream.Stream;
+
+/**
+ * 负责保存生成的题目并维护查重信息.
+ */
+public final class QuestionStorageService {
+
+  private static final String BASE_DIRECTORY = "user_data";
+  private static final String QUESTIONS_SUBDIR = "questions";
+  private static final String RESULTS_SUBDIR = "results";
+  private static final DateTimeFormatter FORMATTER =
+      DateTimeFormatter.ofPattern("yyyy-MM-dd-HH-mm-ss");
+
+  /**
+   * 加载指定用户历史生成的题目，用于后续查重.
+   *
+   * @param username 用户名.
+   * @return 历史题目的去重集合.
+   * @throws IOException 当读取文件时发生 I/O 错误.
+   */
+  public Set<String> loadExistingQuestions(String username) throws IOException {
+    Path accountDirectory = getQuestionsDirectory(username);
+    Set<String> questions = new HashSet<>();
+    if (!Files.exists(accountDirectory)) {
+      return questions;
+    }
+    try (Stream<Path> paths = Files.list(accountDirectory)) {
+      paths
+          .filter(path -> path.getFileName().toString().endsWith(".txt"))
+          .sorted()
+          .forEach(path -> readQuestionsFromFile(path, questions));
+    }
+    return questions;
+  }
+
+  /**
+   * 将新生成的题目保存到用户目录，并返回生成的文件路径.
+   *
+   * @param username  用户名.
+   * @param questions 待保存的题目列表.
+   * @return 保存题目的文件路径.
+   * @throws IOException 当写入文件失败时抛出.
+   */
+  public Path saveQuestions(String username, List<String> questions) throws IOException {
+    Path accountDirectory = getQuestionsDirectory(username);
+    Files.createDirectories(accountDirectory);
+    String fileName = FORMATTER.format(LocalDateTime.now()) + ".txt";
+    Path outputFile = accountDirectory.resolve(fileName);
+    StringBuilder builder = new StringBuilder();
+    for (int index = 0; index < questions.size(); index++) {
+      String question = questions.get(index);
+      builder
+          .append(index + 1)
+          .append(". ")
+          .append(question)
+          .append(System.lineSeparator())
+          .append(System.lineSeparator());
+    }
+    Files.writeString(
+        outputFile, builder.toString(), StandardCharsets.UTF_8, StandardOpenOption.CREATE_NEW);
+    return outputFile;
+  }
+
+  /**
+   * 保存用户的考试结果.
+   *
+   * @param examSession 包含结果的考试会话
+   * @return 保存结果文件的路径
+   * @throws IOException 如果写入文件失败
+   */
+  public Path saveExamResults(ExamSession examSession) throws IOException {
+    Path resultsDirectory = getResultsDirectory(examSession.getUsername());
+    Files.createDirectories(resultsDirectory);
+
+    StringBuilder builder = new StringBuilder();
+    builder.append("考试结果报告").append(System.lineSeparator());
+    builder.append("用户名: ").append(examSession.getUsername()).append(System.lineSeparator());
+    builder.append("难度: ").append(examSession.getDifficultyLevel().getDisplayName())
+        .append(System.lineSeparator());
+    builder.append("开始时间: ").append(examSession.getStartTime()).append(System.lineSeparator());
+    builder.append("题目数量: ").append(examSession.getQuestions().size())
+        .append(System.lineSeparator());
+    builder.append("得分: ").append(String.format("%.2f", examSession.calculateScore())).append("%")
+        .append(System.lineSeparator());
+    builder.append(System.lineSeparator());
+
+    // 添加逐题结果
+    for (int i = 0; i < examSession.getQuestions().size(); i++) {
+      var question = examSession.getQuestions().get(i);
+      int userAnswer = examSession.getUserAnswer(i);
+      boolean isCorrect = question.isAnswerCorrect(userAnswer);
+
+      builder.append("题目 ").append(i + 1).append(": ").append(question.getQuestionText())
+          .append(System.lineSeparator());
+      builder.append("您的答案: ").append(userAnswer == -1 ? "未回答" :
+          (userAnswer < question.getOptions().size() ? question.getOptions().get(userAnswer)
+              : "无效")).append(System.lineSeparator());
+      builder.append("正确答案: ").append(
+              question.getOptions().get(question.getCorrectAnswerIndex()))
+          .append(System.lineSeparator());
+      builder.append("结果: ").append(isCorrect ? "正确" : "错误").append(System.lineSeparator());
+      builder.append(System.lineSeparator());
+    }
+
+    String fileName = "exam_result_" + FORMATTER.format(LocalDateTime.now()) + ".txt";
+    Path outputFile = resultsDirectory.resolve(fileName);
+
+    Files.writeString(
+        outputFile, builder.toString(), StandardCharsets.UTF_8, StandardOpenOption.CREATE_NEW);
+    return outputFile;
+  }
+
+  private Path getAccountDirectory(String username) {
+    return Paths.get(BASE_DIRECTORY, username);
+  }
+
+  private Path getQuestionsDirectory(String username) {
+    return getAccountDirectory(username).resolve(QUESTIONS_SUBDIR);
+  }
+
+  private Path getResultsDirectory(String username) {
+    return getAccountDirectory(username).resolve(RESULTS_SUBDIR);
+  }
+
+  private void readQuestionsFromFile(Path path, Set<String> questions) {
+    try {
+      List<String> lines = Files.readAllLines(path, StandardCharsets.UTF_8);
+      for (String line : lines) {
+        String trimmed = line.trim();
+        if (trimmed.isEmpty()) {
+          continue;
+        }
+        int dotIndex = trimmed.indexOf('.');
+        if (dotIndex >= 0 && dotIndex + 1 < trimmed.length()) {
+          String question = trimmed.substring(dotIndex + 1).trim();
+          if (!question.isEmpty()) {
+            questions.add(question);
+          }
+        } else {
+          questions.add(trimmed);
+        }
+      }
+    } catch (IOException exception) {
+      System.err.println(
+          "读取题目文件失败：" + path + "，原因：" + exception.getMessage() + "，将跳过该文件.");
+    }
+  }
+}
\ No newline at end of file