diff --git a/Tiku.Api/Contracts/LearningDtos.cs b/Tiku.Api/Contracts/LearningDtos.cs
new file mode 100644
index 0000000..e7fc93d
--- /dev/null
+++ b/Tiku.Api/Contracts/LearningDtos.cs
@@ -0,0 +1,101 @@
+using System.ComponentModel.DataAnnotations;
+using Tiku.Application.Learning;
+
+namespace Tiku.Api.Contracts;
+
+public sealed class LearningLimitQueryDto
+{
+    [Range(1, 500)]
+    public int? Limit { get; set; }
+
+    [StringLength(50)]
+    public string? Status { get; set; }
+
+    public Guid? UnitId { get; set; }
+
+    public LearningLimitFilter ToFilter()
+    {
+        return new LearningLimitFilter(Limit, Status, UnitId);
+    }
+}
+
+public sealed class SubmitAnswerDto
+{
+    [Required]
+    public Guid QuestionId { get; set; }
+
+    public Guid? PracticeSessionId { get; set; }
+
+    public IReadOnlyCollection<string>? SelectedOptions { get; set; }
+
+    [StringLength(10000)]
+    public string? AnswerText { get; set; }
+
+    public bool? SelfJudgedCorrect { get; set; }
+
+    public SubmitAnswerCommand ToCommand()
+    {
+        return new SubmitAnswerCommand(
+            QuestionId,
+            PracticeSessionId,
+            SelectedOptions,
+            AnswerText,
+            SelfJudgedCorrect);
+    }
+}
+
+public sealed class QuestionActionDto
+{
+    [Required]
+    public Guid QuestionId { get; set; }
+
+    public bool? Favorite { get; set; }
+
+    public QuestionActionCommand ToCommand()
+    {
+        return new QuestionActionCommand(QuestionId, Favorite);
+    }
+}
+
+public sealed class WordProgressDto
+{
+    [Required]
+    public Guid WordId { get; set; }
+
+    [StringLength(50)]
+    public string? Status { get; set; }
+
+    [Range(0, 100)]
+    public int? CorrectDelta { get; set; }
+
+    [Range(0, 100)]
+    public int? WrongDelta { get; set; }
+
+    public DateTimeOffset? NextReviewAt { get; set; }
+
+    public WordProgressCommand ToCommand()
+    {
+        return new WordProgressCommand(
+            WordId,
+            Status,
+            CorrectDelta,
+            WrongDelta,
+            NextReviewAt);
+    }
+}
+
+public sealed class FavoriteWordDto
+{
+    [Required]
+    public Guid WordId { get; set; }
+
+    public bool? Favorite { get; set; }
+
+    [StringLength(1000)]
+    public string? Note { get; set; }
+
+    public FavoriteWordCommand ToCommand()
+    {
+        return new FavoriteWordCommand(WordId, Favorite, Note);
+    }
+}
diff --git a/Tiku.Api/Controllers/LearningController.cs b/Tiku.Api/Controllers/LearningController.cs
new file mode 100644
index 0000000..d1f0159
--- /dev/null
+++ b/Tiku.Api/Controllers/LearningController.cs
@@ -0,0 +1,154 @@
+using Microsoft.AspNetCore.Authorization;
+using Microsoft.AspNetCore.Mvc;
+using Tiku.Api.Contracts;
+using Tiku.Application.Learning;
+using Tiku.Application.Security;
+
+namespace Tiku.Api.Controllers;
+
+[ApiController]
+[Authorize(Policy = TikuPolicies.CurrentTenantMember)]
+[Produces("application/json")]
+[Route("api/learning")]
+public sealed class LearningController(
+    ILearningActivityService learningActivityService,
+    ICurrentUser currentUser,
+    ICurrentTenant currentTenant) : ControllerBase
+{
+    [HttpPost("answers")]
+    [EndpointSummary("提交题目答案")]
+    [ProducesResponseType<AnswerRecordItem>(StatusCodes.Status200OK)]
+    [ProducesResponseType<ProblemDetails>(StatusCodes.Status401Unauthorized)]
+    [ProducesResponseType<ProblemDetails>(StatusCodes.Status403Forbidden)]
+    [ProducesResponseType<ProblemDetails>(StatusCodes.Status404NotFound)]
+    public async Task<ActionResult<AnswerRecordItem>> SubmitAnswer(
+        SubmitAnswerDto request,
+        CancellationToken cancellationToken)
+    {
+        return Ok(await learningActivityService.SubmitAnswerAsync(
+            ResolveActor(),
+            request.ToCommand(),
+            cancellationToken));
+    }
+
+    [HttpGet("favorites/questions")]
+    [EndpointSummary("查询收藏题目")]
+    [ProducesResponseType<LearningList<FavoriteQuestionItem>>(StatusCodes.Status200OK)]
+    public async Task<ActionResult<LearningList<FavoriteQuestionItem>>> GetFavoriteQuestions(
+        [FromQuery] LearningLimitQueryDto query,
+        CancellationToken cancellationToken)
+    {
+        return Ok(await learningActivityService.GetFavoriteQuestionsAsync(
+            ResolveActor(),
+            query.ToFilter(),
+            cancellationToken));
+    }
+
+    [HttpPost("favorites/questions")]
+    [EndpointSummary("收藏或取消收藏题目")]
+    [ProducesResponseType<LearningActionResult>(StatusCodes.Status200OK)]
+    [ProducesResponseType<ProblemDetails>(StatusCodes.Status404NotFound)]
+    public async Task<ActionResult<LearningActionResult>> ToggleFavoriteQuestion(
+        QuestionActionDto request,
+        CancellationToken cancellationToken)
+    {
+        return Ok(await learningActivityService.ToggleFavoriteQuestionAsync(
+            ResolveActor(),
+            request.ToCommand(),
+            cancellationToken));
+    }
+
+    [HttpGet("wrong-questions")]
+    [EndpointSummary("查询错题列表")]
+    [ProducesResponseType<LearningList<WrongQuestionItem>>(StatusCodes.Status200OK)]
+    public async Task<ActionResult<LearningList<WrongQuestionItem>>> GetWrongQuestions(
+        [FromQuery] LearningLimitQueryDto query,
+        CancellationToken cancellationToken)
+    {
+        return Ok(await learningActivityService.GetWrongQuestionsAsync(
+            ResolveActor(),
+            query.ToFilter(),
+            cancellationToken));
+    }
+
+    [HttpPost("wrong-questions/resolve")]
+    [EndpointSummary("将错题标记为已解决")]
+    [ProducesResponseType<LearningActionResult>(StatusCodes.Status200OK)]
+    [ProducesResponseType<ProblemDetails>(StatusCodes.Status404NotFound)]
+    public async Task<ActionResult<LearningActionResult>> ResolveWrongQuestion(
+        QuestionActionDto request,
+        CancellationToken cancellationToken)
+    {
+        return Ok(await learningActivityService.ResolveWrongQuestionAsync(
+            ResolveActor(),
+            request.ToCommand(),
+            cancellationToken));
+    }
+
+    [HttpGet("vocabulary/progress")]
+    [EndpointSummary("查询单词学习进度")]
+    [ProducesResponseType<LearningList<WordProgressItem>>(StatusCodes.Status200OK)]
+    public async Task<ActionResult<LearningList<WordProgressItem>>> GetWordProgress(
+        [FromQuery] LearningLimitQueryDto query,
+        CancellationToken cancellationToken)
+    {
+        return Ok(await learningActivityService.GetWordProgressAsync(
+            ResolveActor(),
+            query.ToFilter(),
+            cancellationToken));
+    }
+
+    [HttpPost("vocabulary/progress")]
+    [EndpointSummary("更新单词学习进度")]
+    [ProducesResponseType<WordProgressItem>(StatusCodes.Status200OK)]
+    [ProducesResponseType<ProblemDetails>(StatusCodes.Status404NotFound)]
+    public async Task<ActionResult<WordProgressItem>> UpdateWordProgress(
+        WordProgressDto request,
+        CancellationToken cancellationToken)
+    {
+        return Ok(await learningActivityService.UpdateWordProgressAsync(
+            ResolveActor(),
+            request.ToCommand(),
+            cancellationToken));
+    }
+
+    [HttpGet("vocabulary/favorites")]
+    [EndpointSummary("查询收藏单词")]
+    [ProducesResponseType<LearningList<FavoriteWordItem>>(StatusCodes.Status200OK)]
+    public async Task<ActionResult<LearningList<FavoriteWordItem>>> GetFavoriteWords(
+        [FromQuery] LearningLimitQueryDto query,
+        CancellationToken cancellationToken)
+    {
+        return Ok(await learningActivityService.GetFavoriteWordsAsync(
+            ResolveActor(),
+            query.ToFilter(),
+            cancellationToken));
+    }
+
+    [HttpPost("vocabulary/favorites")]
+    [EndpointSummary("收藏或取消收藏单词")]
+    [ProducesResponseType<LearningActionResult>(StatusCodes.Status200OK)]
+    [ProducesResponseType<ProblemDetails>(StatusCodes.Status404NotFound)]
+    public async Task<ActionResult<LearningActionResult>> ToggleFavoriteWord(
+        FavoriteWordDto request,
+        CancellationToken cancellationToken)
+    {
+        return Ok(await learningActivityService.ToggleFavoriteWordAsync(
+            ResolveActor(),
+            request.ToCommand(),
+            cancellationToken));
+    }
+
+    private LearningActor ResolveActor()
+    {
+        if (currentTenant.TenantId is null || currentUser.UserId is null)
+        {
+            throw new LearningAccessDeniedException();
+        }
+
+        return new LearningActor(currentTenant.TenantId.Value, currentUser.UserId.Value);
+    }
+}
+
+public sealed class LearningAccessDeniedException()
+    : Exception("Learning actor was not resolved.");
diff --git a/Tiku.Api/Middleware/ExceptionHandlingMiddleware.cs b/Tiku.Api/Middleware/ExceptionHandlingMiddleware.cs
index 2df902d..dfa8be9 100644
--- a/Tiku.Api/Middleware/ExceptionHandlingMiddleware.cs
+++ b/Tiku.Api/Middleware/ExceptionHandlingMiddleware.cs
@@ -4,6 +4,7 @@ using Tiku.Application.Assets;
 using Tiku.Application.Auth;
 using Tiku.Application.Storage;
 using Tiku.Infrastructure.Content;
+using Tiku.Infrastructure.Learning;
 using Tiku.Infrastructure.QuestionBanks;
 
 namespace Tiku.Api.Middleware;
@@ -87,6 +88,36 @@ public sealed class ExceptionHandlingMiddleware(
                 return;
             }
 
+            if (exception is LearningValidationException learningValidationException)
+            {
+                await WriteProblemAsync(
+                    context,
+                    learningValidationException.Message,
+                    StatusCodes.Status400BadRequest,
+                    learningValidationException.Code);
+                return;
+            }
+
+            if (exception is LearningResourceNotFoundException learningResourceNotFoundException)
+            {
+                await WriteProblemAsync(
+                    context,
+                    learningResourceNotFoundException.Message,
+                    StatusCodes.Status404NotFound,
+                    learningResourceNotFoundException.Code);
+                return;
+            }
+
+            if (exception is LearningAccessDeniedException)
+            {
+                await WriteProblemAsync(
+                    context,
+                    exception.Message,
+                    StatusCodes.Status403Forbidden,
+                    "learning_access_denied");
+                return;
+            }
+
             if (exception is ObjectStorageException storageException)
             {
                 await WriteProblemAsync(
diff --git a/Tiku.Application/Learning/ILearningActivityService.cs b/Tiku.Application/Learning/ILearningActivityService.cs
new file mode 100644
index 0000000..79c3c9f
--- /dev/null
+++ b/Tiku.Application/Learning/ILearningActivityService.cs
@@ -0,0 +1,49 @@
+namespace Tiku.Application.Learning;
+
+public interface ILearningActivityService
+{
+    Task<AnswerRecordItem> SubmitAnswerAsync(
+        LearningActor actor,
+        SubmitAnswerCommand command,
+        CancellationToken cancellationToken = default);
+
+    Task<LearningList<FavoriteQuestionItem>> GetFavoriteQuestionsAsync(
+        LearningActor actor,
+        LearningLimitFilter filter,
+        CancellationToken cancellationToken = default);
+
+    Task<LearningActionResult> ToggleFavoriteQuestionAsync(
+        LearningActor actor,
+        QuestionActionCommand command,
+        CancellationToken cancellationToken = default);
+
+    Task<LearningList<WrongQuestionItem>> GetWrongQuestionsAsync(
+        LearningActor actor,
+        LearningLimitFilter filter,
+        CancellationToken cancellationToken = default);
+
+    Task<LearningActionResult> ResolveWrongQuestionAsync(
+        LearningActor actor,
+        QuestionActionCommand command,
+        CancellationToken cancellationToken = default);
+
+    Task<LearningList<WordProgressItem>> GetWordProgressAsync(
+        LearningActor actor,
+        LearningLimitFilter filter,
+        CancellationToken cancellationToken = default);
+
+    Task<WordProgressItem> UpdateWordProgressAsync(
+        LearningActor actor,
+        WordProgressCommand command,
+        CancellationToken cancellationToken = default);
+
+    Task<LearningList<FavoriteWordItem>> GetFavoriteWordsAsync(
+        LearningActor actor,
+        LearningLimitFilter filter,
+        CancellationToken cancellationToken = default);
+
+    Task<LearningActionResult> ToggleFavoriteWordAsync(
+        LearningActor actor,
+        FavoriteWordCommand command,
+        CancellationToken cancellationToken = default);
+}
diff --git a/Tiku.Application/Learning/LearningActivityModels.cs b/Tiku.Application/Learning/LearningActivityModels.cs
new file mode 100644
index 0000000..583e4f1
--- /dev/null
+++ b/Tiku.Application/Learning/LearningActivityModels.cs
@@ -0,0 +1,69 @@
+using System.Text.Json;
+using Tiku.Domain.Content;
+
+namespace Tiku.Application.Learning;
+
+public sealed record LearningActor(Guid TenantId, Guid UserId);
+
+public sealed record LearningList<TItem>(IReadOnlyCollection<TItem> Items);
+
+public sealed record SubmitAnswerCommand(
+    Guid QuestionId,
+    Guid? PracticeSessionId,
+    IReadOnlyCollection<string>? SelectedOptions,
+    string? AnswerText,
+    bool? SelfJudgedCorrect);
+
+public sealed record QuestionActionCommand(Guid QuestionId, bool? Favorite);
+
+public sealed record WordProgressCommand(
+    Guid WordId,
+    string? Status,
+    int? CorrectDelta,
+    int? WrongDelta,
+    DateTimeOffset? NextReviewAt);
+
+public sealed record FavoriteWordCommand(Guid WordId, bool? Favorite, string? Note);
+
+public sealed record LearningLimitFilter(int? Limit = null, string? Status = null, Guid? UnitId = null);
+
+public sealed record AnswerRecordItem(
+    Guid Id,
+    Guid QuestionId,
+    Guid? QuestionVersionId,
+    Guid? PracticeSessionId,
+    JsonElement SelectedOptions,
+    string? AnswerText,
+    bool? IsCorrect,
+    DateTimeOffset AnsweredAt);
+
+public sealed record FavoriteQuestionItem(
+    Guid QuestionId,
+    string Source,
+    DateTimeOffset CreatedAt);
+
+public sealed record WrongQuestionItem(
+    Guid QuestionId,
+    int WrongCount,
+    DateTimeOffset LastWrongAt,
+    DateTimeOffset? ResolvedAt);
+
+public sealed record WordProgressItem(
+    Guid WordId,
+    WordProgressStatus Status,
+    int CorrectCount,
+    int WrongCount,
+    DateTimeOffset? LastReviewAt,
+    DateTimeOffset? NextReviewAt,
+    int ReviewCount,
+    int CorrectStreak,
+    WordReviewResult? LastResult,
+    WordDueLevel DueLevel,
+    JsonElement Metadata);
+
+public sealed record FavoriteWordItem(
+    Guid WordId,
+    string? Note,
+    DateTimeOffset? FavoritedAt);
+
+public sealed record LearningActionResult(bool Ok, bool? IsFavorite = null);
diff --git a/Tiku.Infrastructure/DependencyInjection.cs b/Tiku.Infrastructure/DependencyInjection.cs
index d70edeb..029829f 100644
--- a/Tiku.Infrastructure/DependencyInjection.cs
+++ b/Tiku.Infrastructure/DependencyInjection.cs
@@ -5,6 +5,7 @@ using Tiku.Application.Assets;
 using Tiku.Application.Auth;
 using Tiku.Application.Catalog;
 using Tiku.Application.Content;
+using Tiku.Application.Learning;
 using Tiku.Application.QuestionBanks;
 using Tiku.Application.Storage;
 using Tiku.Application.StudyContent;
@@ -12,6 +13,7 @@ using Tiku.Infrastructure.Assets;
 using Tiku.Infrastructure.Auth;
 using Tiku.Infrastructure.Catalog;
 using Tiku.Infrastructure.Content;
+using Tiku.Infrastructure.Learning;
 using Tiku.Infrastructure.Persistence;
 using Tiku.Infrastructure.QuestionBanks;
 using Tiku.Infrastructure.Storage;
@@ -46,6 +48,7 @@ public static class DependencyInjection
         services.AddScoped<IStudyContentQueryService, StudyContentQueryService>();
         services.AddScoped<IAssetQueryService, AssetQueryService>();
         services.AddScoped<IAssetAccessService, AssetAccessService>();
+        services.AddScoped<ILearningActivityService, LearningActivityService>();
         services.AddOptions<AliyunOssOptions>()
             .Validate(
                 AliyunOssOptions.BeValid,
diff --git a/Tiku.Infrastructure/Learning/LearningActivityService.cs b/Tiku.Infrastructure/Learning/LearningActivityService.cs
new file mode 100644
index 0000000..ad5bc36
--- /dev/null
+++ b/Tiku.Infrastructure/Learning/LearningActivityService.cs
@@ -0,0 +1,477 @@
+using Microsoft.EntityFrameworkCore;
+using System.Text.Json;
+using Tiku.Application.Learning;
+using Tiku.Domain.Content;
+using Tiku.Domain.Learning;
+using Tiku.Domain.QuestionBanks;
+using Tiku.Infrastructure.Persistence;
+
+namespace Tiku.Infrastructure.Learning;
+
+public sealed class LearningActivityService(TikuDbContext dbContext) : ILearningActivityService
+{
+    private const int DefaultLimit = 100;
+    private const int MaxLimit = 500;
+
+    public async Task<AnswerRecordItem> SubmitAnswerAsync(
+        LearningActor actor,
+        SubmitAnswerCommand command,
+        CancellationToken cancellationToken = default)
+    {
+        var question = await dbContext.Questions
+            .AsNoTracking()
+            .Where(item =>
+                item.TenantId == actor.TenantId &&
+                item.Id == command.QuestionId &&
+                item.Status == QuestionStatus.Published)
+            .Select(item => new
+            {
+                item.Id,
+                item.CurrentVersionId
+            })
+            .SingleOrDefaultAsync(cancellationToken);
+
+        if (question is null)
+        {
+            throw new LearningResourceNotFoundException("question_not_found", "Question was not found.");
+        }
+
+        if (command.PracticeSessionId.HasValue)
+        {
+            var sessionExists = await dbContext.PracticeSessions.AnyAsync(
+                session =>
+                    session.TenantId == actor.TenantId &&
+                    session.UserId == actor.UserId &&
+                    session.Id == command.PracticeSessionId.Value,
+                cancellationToken);
+
+            if (!sessionExists)
+            {
+                throw new LearningResourceNotFoundException("practice_session_not_found", "Practice session was not found.");
+            }
+        }
+
+        var now = DateTimeOffset.UtcNow;
+        var record = new AnswerRecord
+        {
+            TenantId = actor.TenantId,
+            UserId = actor.UserId,
+            QuestionId = question.Id,
+            QuestionVersionId = question.CurrentVersionId,
+            PracticeSessionId = command.PracticeSessionId,
+            SelectedOptions = JsonSerializer.SerializeToElement(command.SelectedOptions ?? []),
+            AnswerText = command.AnswerText,
+            IsCorrect = command.SelfJudgedCorrect,
+            AnsweredAt = now,
+            CreatedAt = now
+        };
+        dbContext.AnswerRecords.Add(record);
+
+        if (command.SelfJudgedCorrect == false)
+        {
+            var wrongQuestion = await dbContext.WrongQuestions.FindAsync(
+                [actor.TenantId, actor.UserId, question.Id],
+                cancellationToken);
+
+            if (wrongQuestion is null)
+            {
+                dbContext.WrongQuestions.Add(new WrongQuestion
+                {
+                    TenantId = actor.TenantId,
+                    UserId = actor.UserId,
+                    QuestionId = question.Id,
+                    WrongCount = 1,
+                    LastWrongAt = now
+                });
+            }
+            else
+            {
+                wrongQuestion.WrongCount++;
+                wrongQuestion.LastWrongAt = now;
+                wrongQuestion.ResolvedAt = null;
+            }
+        }
+
+        await dbContext.SaveChangesAsync(cancellationToken);
+        return ToItem(record);
+    }
+
+    public async Task<LearningList<FavoriteQuestionItem>> GetFavoriteQuestionsAsync(
+        LearningActor actor,
+        LearningLimitFilter filter,
+        CancellationToken cancellationToken = default)
+    {
+        var items = await dbContext.FavoriteQuestions
+            .AsNoTracking()
+            .Where(item =>
+                item.TenantId == actor.TenantId &&
+                item.UserId == actor.UserId)
+            .OrderByDescending(item => item.CreatedAt)
+            .Take(ResolveLimit(filter.Limit))
+            .Select(item => new FavoriteQuestionItem(
+                item.QuestionId,
+                item.Source,
+                item.CreatedAt))
+            .ToArrayAsync(cancellationToken);
+
+        return new LearningList<FavoriteQuestionItem>(items);
+    }
+
+    public async Task<LearningActionResult> ToggleFavoriteQuestionAsync(
+        LearningActor actor,
+        QuestionActionCommand command,
+        CancellationToken cancellationToken = default)
+    {
+        await EnsureQuestionExistsAsync(actor.TenantId, command.QuestionId, cancellationToken);
+
+        var favorite = command.Favorite ?? true;
+        var item = await dbContext.FavoriteQuestions.FindAsync(
+            [actor.TenantId, actor.UserId, command.QuestionId],
+            cancellationToken);
+
+        if (favorite)
+        {
+            if (item is null)
+            {
+                dbContext.FavoriteQuestions.Add(new FavoriteQuestion
+                {
+                    TenantId = actor.TenantId,
+                    UserId = actor.UserId,
+                    QuestionId = command.QuestionId,
+                    Source = "api",
+                    CreatedAt = DateTimeOffset.UtcNow
+                });
+            }
+        }
+        else if (item is not null)
+        {
+            dbContext.FavoriteQuestions.Remove(item);
+        }
+
+        await dbContext.SaveChangesAsync(cancellationToken);
+        return new LearningActionResult(true, favorite);
+    }
+
+    public async Task<LearningList<WrongQuestionItem>> GetWrongQuestionsAsync(
+        LearningActor actor,
+        LearningLimitFilter filter,
+        CancellationToken cancellationToken = default)
+    {
+        var query = dbContext.WrongQuestions
+            .AsNoTracking()
+            .Where(item =>
+                item.TenantId == actor.TenantId &&
+                item.UserId == actor.UserId);
+
+        if (!string.Equals(filter.Status, "all", StringComparison.OrdinalIgnoreCase))
+        {
+            query = query.Where(item => item.ResolvedAt == null);
+        }
+
+        var items = await query
+            .OrderByDescending(item => item.LastWrongAt)
+            .Take(ResolveLimit(filter.Limit))
+            .Select(item => new WrongQuestionItem(
+                item.QuestionId,
+                item.WrongCount,
+                item.LastWrongAt,
+                item.ResolvedAt))
+            .ToArrayAsync(cancellationToken);
+
+        return new LearningList<WrongQuestionItem>(items);
+    }
+
+    public async Task<LearningActionResult> ResolveWrongQuestionAsync(
+        LearningActor actor,
+        QuestionActionCommand command,
+        CancellationToken cancellationToken = default)
+    {
+        var item = await dbContext.WrongQuestions.FindAsync(
+            [actor.TenantId, actor.UserId, command.QuestionId],
+            cancellationToken);
+
+        if (item is null)
+        {
+            throw new LearningResourceNotFoundException("wrong_question_not_found", "Wrong question was not found.");
+        }
+
+        item.ResolvedAt = DateTimeOffset.UtcNow;
+        await dbContext.SaveChangesAsync(cancellationToken);
+        return new LearningActionResult(true);
+    }
+
+    public async Task<LearningList<WordProgressItem>> GetWordProgressAsync(
+        LearningActor actor,
+        LearningLimitFilter filter,
+        CancellationToken cancellationToken = default)
+    {
+        var query = dbContext.UserWordProgress
+            .AsNoTracking()
+            .Where(item =>
+                item.TenantId == actor.TenantId &&
+                item.UserId == actor.UserId);
+
+        if (filter.UnitId.HasValue)
+        {
+            query = query.Where(item => dbContext.VocabularyWords.Any(word =>
+                word.TenantId == actor.TenantId &&
+                word.Id == item.WordId &&
+                word.UnitId == filter.UnitId.Value));
+        }
+
+        if (TryParseWordProgressStatus(filter.Status, out var status))
+        {
+            query = query.Where(item => item.Status == status);
+        }
+
+        var items = await query
+            .OrderBy(item => item.NextReviewAt == null)
+            .ThenBy(item => item.NextReviewAt)
+            .ThenByDescending(item => item.UpdatedAt)
+            .Take(ResolveLimit(filter.Limit))
+            .Select(item => new WordProgressItem(
+                item.WordId,
+                item.Status,
+                item.CorrectCount,
+                item.WrongCount,
+                item.LastReviewAt,
+                item.NextReviewAt,
+                item.ReviewCount,
+                item.CorrectStreak,
+                item.LastResult,
+                item.DueLevel,
+                item.Metadata))
+            .ToArrayAsync(cancellationToken);
+
+        return new LearningList<WordProgressItem>(items);
+    }
+
+    public async Task<WordProgressItem> UpdateWordProgressAsync(
+        LearningActor actor,
+        WordProgressCommand command,
+        CancellationToken cancellationToken = default)
+    {
+        await EnsureWordExistsAsync(actor.TenantId, command.WordId, cancellationToken);
+
+        var now = DateTimeOffset.UtcNow;
+        var item = await dbContext.UserWordProgress
+            .SingleOrDefaultAsync(
+                progress =>
+                    progress.TenantId == actor.TenantId &&
+                    progress.UserId == actor.UserId &&
+                    progress.WordId == command.WordId,
+                cancellationToken);
+
+        if (item is null)
+        {
+            item = new UserWordProgress
+            {
+                TenantId = actor.TenantId,
+                UserId = actor.UserId,
+                WordId = command.WordId
+            };
+            dbContext.UserWordProgress.Add(item);
+        }
+
+        if (TryParseWordProgressStatus(command.Status, out var status))
+        {
+            item.Status = status;
+        }
+        else if (string.IsNullOrWhiteSpace(command.Status))
+        {
+            item.Status = WordProgressStatus.Learning;
+        }
+        else
+        {
+            throw new LearningValidationException("invalid_word_status", "Word progress status is invalid.");
+        }
+
+        var correctDelta = command.CorrectDelta ?? 0;
+        var wrongDelta = command.WrongDelta ?? 0;
+        item.CorrectCount += correctDelta;
+        item.WrongCount += wrongDelta;
+        item.ReviewCount += correctDelta + wrongDelta;
+        item.CorrectStreak = wrongDelta > 0
+            ? 0
+            : item.CorrectStreak + correctDelta;
+        item.LastResult = wrongDelta > 0
+            ? WordReviewResult.Wrong
+            : correctDelta > 0
+                ? WordReviewResult.Correct
+                : item.LastResult;
+        item.LastReviewAt = correctDelta + wrongDelta > 0 ? now : item.LastReviewAt;
+        item.NextReviewAt = command.NextReviewAt ?? item.NextReviewAt;
+        item.DueLevel = item.Status == WordProgressStatus.Mastered
+            ? WordDueLevel.Mastered
+            : item.WrongCount > 0 && item.CorrectStreak == 0
+                ? WordDueLevel.Again
+                : item.DueLevel;
+
+        await dbContext.SaveChangesAsync(cancellationToken);
+        return ToItem(item);
+    }
+
+    public async Task<LearningList<FavoriteWordItem>> GetFavoriteWordsAsync(
+        LearningActor actor,
+        LearningLimitFilter filter,
+        CancellationToken cancellationToken = default)
+    {
+        var query = dbContext.UserWordFavorites
+            .AsNoTracking()
+            .Where(item =>
+                item.TenantId == actor.TenantId &&
+                item.UserId == actor.UserId);
+
+        if (filter.UnitId.HasValue)
+        {
+            query = query.Where(item => dbContext.VocabularyWords.Any(word =>
+                word.TenantId == actor.TenantId &&
+                word.Id == item.WordId &&
+                word.UnitId == filter.UnitId.Value));
+        }
+
+        var items = await query
+            .OrderByDescending(item => item.FavoritedAt ?? item.CreatedAt)
+            .Take(ResolveLimit(filter.Limit))
+            .Select(item => new FavoriteWordItem(
+                item.WordId,
+                item.Note,
+                item.FavoritedAt))
+            .ToArrayAsync(cancellationToken);
+
+        return new LearningList<FavoriteWordItem>(items);
+    }
+
+    public async Task<LearningActionResult> ToggleFavoriteWordAsync(
+        LearningActor actor,
+        FavoriteWordCommand command,
+        CancellationToken cancellationToken = default)
+    {
+        await EnsureWordExistsAsync(actor.TenantId, command.WordId, cancellationToken);
+
+        var favorite = command.Favorite ?? true;
+        var item = await dbContext.UserWordFavorites
+            .SingleOrDefaultAsync(
+                favoriteWord =>
+                    favoriteWord.TenantId == actor.TenantId &&
+                    favoriteWord.UserId == actor.UserId &&
+                    favoriteWord.WordId == command.WordId,
+                cancellationToken);
+
+        if (favorite)
+        {
+            if (item is null)
+            {
+                item = new UserWordFavorite
+                {
+                    TenantId = actor.TenantId,
+                    UserId = actor.UserId,
+                    WordId = command.WordId
+                };
+                dbContext.UserWordFavorites.Add(item);
+            }
+
+            item.Note = command.Note ?? item.Note;
+            item.FavoritedAt ??= DateTimeOffset.UtcNow;
+        }
+        else if (item is not null)
+        {
+            dbContext.UserWordFavorites.Remove(item);
+        }
+
+        await dbContext.SaveChangesAsync(cancellationToken);
+        return new LearningActionResult(true, favorite);
+    }
+
+    private async Task EnsureQuestionExistsAsync(
+        Guid tenantId,
+        Guid questionId,
+        CancellationToken cancellationToken)
+    {
+        var exists = await dbContext.Questions.AnyAsync(
+            question =>
+                question.TenantId == tenantId &&
+                question.Id == questionId &&
+                question.Status == QuestionStatus.Published,
+            cancellationToken);
+
+        if (!exists)
+        {
+            throw new LearningResourceNotFoundException("question_not_found", "Question was not found.");
+        }
+    }
+
+    private async Task EnsureWordExistsAsync(
+        Guid tenantId,
+        Guid wordId,
+        CancellationToken cancellationToken)
+    {
+        var exists = await dbContext.VocabularyWords.AnyAsync(
+            word =>
+                word.TenantId == tenantId &&
+                word.Id == wordId &&
+                word.IsActive,
+            cancellationToken);
+
+        if (!exists)
+        {
+            throw new LearningResourceNotFoundException("word_not_found", "Word was not found.");
+        }
+    }
+
+    private static AnswerRecordItem ToItem(AnswerRecord record)
+    {
+        return new AnswerRecordItem(
+            record.Id,
+            record.QuestionId!.Value,
+            record.QuestionVersionId,
+            record.PracticeSessionId,
+            record.SelectedOptions,
+            record.AnswerText,
+            record.IsCorrect,
+            record.AnsweredAt);
+    }
+
+    private static WordProgressItem ToItem(UserWordProgress item)
+    {
+        return new WordProgressItem(
+            item.WordId,
+            item.Status,
+            item.CorrectCount,
+            item.WrongCount,
+            item.LastReviewAt,
+            item.NextReviewAt,
+            item.ReviewCount,
+            item.CorrectStreak,
+            item.LastResult,
+            item.DueLevel,
+            item.Metadata);
+    }
+
+    private static bool TryParseWordProgressStatus(string? value, out WordProgressStatus status)
+    {
+        return Enum.TryParse(NormalizeEnumValue(value), ignoreCase: true, out status);
+    }
+
+    private static int ResolveLimit(int? limit)
+    {
+        return Math.Clamp(limit ?? DefaultLimit, 1, MaxLimit);
+    }
+
+    private static string? NormalizeEnumValue(string? value)
+    {
+        return string.IsNullOrWhiteSpace(value)
+            ? null
+            : value.Replace("_", string.Empty, StringComparison.Ordinal)
+                .Replace("-", string.Empty, StringComparison.Ordinal);
+    }
+}
+
+public class LearningException(string code, string message) : Exception(message)
+{
+    public string Code { get; } = code;
+}
+
+public sealed class LearningResourceNotFoundException(string code, string message) : LearningException(code, message);
+
+public sealed class LearningValidationException(string code, string message) : LearningException(code, message);
diff --git a/Tiku.IntegrationTests/Api/LearningEndpointTests.cs b/Tiku.IntegrationTests/Api/LearningEndpointTests.cs
new file mode 100644
index 0000000..6f96d5f
--- /dev/null
+++ b/Tiku.IntegrationTests/Api/LearningEndpointTests.cs
@@ -0,0 +1,274 @@
+using System.Net;
+using System.Net.Http.Json;
+using System.Text.Json;
+using Microsoft.Extensions.DependencyInjection;
+using Tiku.Api.Contracts;
+using Tiku.Domain.Common;
+using Tiku.Domain.Content;
+using Tiku.Domain.Identity;
+using Tiku.Domain.QuestionBanks;
+using Tiku.Domain.Tenancy;
+using Tiku.Infrastructure.Auth;
+using Tiku.Infrastructure.Persistence;
+
+namespace Tiku.IntegrationTests.Api;
+
+public sealed class LearningEndpointTests
+{
+    [Fact]
+    public async Task Learning_endpoints_require_current_tenant_member()
+    {
+        await using var factory = new ApiTestFactory();
+        using var client = factory.CreateClient();
+
+        using var response = await client.GetAsync("/api/learning/favorites/questions");
+
+        Assert.Equal(HttpStatusCode.Unauthorized, response.StatusCode);
+    }
+
+    [Fact]
+    public async Task Submit_answer_records_wrong_question_when_self_judged_wrong()
+    {
+        await using var factory = new ApiTestFactory();
+        var seed = await SeedLearningUserAsync(factory);
+        var questionId = Guid.NewGuid();
+        await factory.SeedAsync(new Question
+        {
+            Id = questionId,
+            TenantId = seed.TenantId,
+            Type = "choice",
+            Status = QuestionStatus.Published
+        });
+        using var client = factory.CreateClient();
+        await LoginAsync(client, seed);
+
+        using var response = await client.PostAsJsonAsync(
+            "/api/learning/answers",
+            new SubmitAnswerDto
+            {
+                QuestionId = questionId,
+                SelectedOptions = ["A"],
+                SelfJudgedCorrect = false
+            });
+        using var wrongResponse = await client.GetAsync("/api/learning/wrong-questions");
+        var answer = await ReadJsonAsync(response);
+        var wrongItems = await ReadItemsAsync(wrongResponse);
+
+        Assert.Equal(HttpStatusCode.OK, response.StatusCode);
+        Assert.Equal(questionId, answer.RootElement.GetProperty("questionId").GetGuid());
+        Assert.False(answer.RootElement.GetProperty("isCorrect").GetBoolean());
+        var wrong = Assert.Single(wrongItems);
+        Assert.Equal(questionId, wrong.GetProperty("questionId").GetGuid());
+        Assert.Equal(1, wrong.GetProperty("wrongCount").GetInt32());
+    }
+
+    [Fact]
+    public async Task Favorite_question_can_be_added_listed_and_removed()
+    {
+        await using var factory = new ApiTestFactory();
+        var seed = await SeedLearningUserAsync(factory);
+        var questionId = Guid.NewGuid();
+        await factory.SeedAsync(new Question
+        {
+            Id = questionId,
+            TenantId = seed.TenantId,
+            Type = "choice",
+            Status = QuestionStatus.Published
+        });
+        using var client = factory.CreateClient();
+        await LoginAsync(client, seed);
+
+        var addResponse = await client.PostAsJsonAsync(
+            "/api/learning/favorites/questions",
+            new QuestionActionDto { QuestionId = questionId });
+        var listResponse = await client.GetAsync("/api/learning/favorites/questions");
+        var itemsAfterAdd = await ReadItemsAsync(listResponse);
+        var removeResponse = await client.PostAsJsonAsync(
+            "/api/learning/favorites/questions",
+            new QuestionActionDto { QuestionId = questionId, Favorite = false });
+        var emptyResponse = await client.GetAsync("/api/learning/favorites/questions");
+        var itemsAfterRemove = await ReadItemsAsync(emptyResponse);
+
+        Assert.Equal(HttpStatusCode.OK, addResponse.StatusCode);
+        Assert.Equal(HttpStatusCode.OK, listResponse.StatusCode);
+        Assert.Equal(questionId, Assert.Single(itemsAfterAdd).GetProperty("questionId").GetGuid());
+        Assert.Equal(HttpStatusCode.OK, removeResponse.StatusCode);
+        Assert.Empty(itemsAfterRemove);
+    }
+
+    [Fact]
+    public async Task Word_progress_upserts_and_filters_by_status()
+    {
+        await using var factory = new ApiTestFactory();
+        var seed = await SeedLearningUserAsync(factory);
+        var wordId = Guid.NewGuid();
+        await factory.SeedAsync(new VocabularyWord
+        {
+            Id = wordId,
+            TenantId = seed.TenantId,
+            Word = "composition",
+            IsActive = true
+        });
+        using var client = factory.CreateClient();
+        await LoginAsync(client, seed);
+
+        using var updateResponse = await client.PostAsJsonAsync(
+            "/api/learning/vocabulary/progress",
+            new WordProgressDto
+            {
+                WordId = wordId,
+                Status = "learning",
+                CorrectDelta = 2
+            });
+        using var listResponse = await client.GetAsync("/api/learning/vocabulary/progress?status=learning");
+        var progress = await ReadJsonAsync(updateResponse);
+        var items = await ReadItemsAsync(listResponse);
+
+        Assert.Equal(HttpStatusCode.OK, updateResponse.StatusCode);
+        Assert.Equal(2, progress.RootElement.GetProperty("correctCount").GetInt32());
+        var item = Assert.Single(items);
+        Assert.Equal(wordId, item.GetProperty("wordId").GetGuid());
+        Assert.Equal("Learning", item.GetProperty("status").GetString());
+    }
+
+    [Fact]
+    public async Task Favorite_words_can_be_filtered_by_unit()
+    {
+        await using var factory = new ApiTestFactory();
+        var seed = await SeedLearningUserAsync(factory);
+        var unitId = Guid.NewGuid();
+        var otherUnitId = Guid.NewGuid();
+        var wordId = Guid.NewGuid();
+        var otherWordId = Guid.NewGuid();
+        await factory.SeedAsync(
+            new VocabularyUnit
+            {
+                Id = unitId,
+                TenantId = seed.TenantId,
+                Name = "Unit 1",
+                IsActive = true
+            },
+            new VocabularyUnit
+            {
+                Id = otherUnitId,
+                TenantId = seed.TenantId,
+                Name = "Unit 2",
+                IsActive = true
+            },
+            new VocabularyWord
+            {
+                Id = wordId,
+                TenantId = seed.TenantId,
+                UnitId = unitId,
+                Word = "design",
+                IsActive = true
+            },
+            new VocabularyWord
+            {
+                Id = otherWordId,
+                TenantId = seed.TenantId,
+                UnitId = otherUnitId,
+                Word = "sketch",
+                IsActive = true
+            });
+        using var client = factory.CreateClient();
+        await LoginAsync(client, seed);
+
+        await client.PostAsJsonAsync(
+            "/api/learning/vocabulary/favorites",
+            new FavoriteWordDto { WordId = wordId, Note = "重点" });
+        await client.PostAsJsonAsync(
+            "/api/learning/vocabulary/favorites",
+            new FavoriteWordDto { WordId = otherWordId });
+        using var response = await client.GetAsync($"/api/learning/vocabulary/favorites?unitId={unitId}");
+        var items = await ReadItemsAsync(response);
+
+        Assert.Equal(HttpStatusCode.OK, response.StatusCode);
+        var item = Assert.Single(items);
+        Assert.Equal(wordId, item.GetProperty("wordId").GetGuid());
+        Assert.Equal("重点", item.GetProperty("note").GetString());
+    }
+
+    private static async Task<(Guid TenantId, Guid UserId, string Phone)> SeedLearningUserAsync(
+        ApiTestFactory factory)
+    {
+        var tenantId = Guid.NewGuid();
+        var userId = Guid.NewGuid();
+        var phone = "13900000000";
+        var passwordHash = new PasswordHasher().Hash("passw0rd!");
+
+        await factory.SeedAsync(
+            new Tenant
+            {
+                Id = tenantId,
+                Slug = tenantId.ToString("N"),
+                Name = "Learning Tenant"
+            },
+            new User
+            {
+                Id = userId,
+                Phone = phone,
+                Name = "Learning User"
+            },
+            new TenantMembership
+            {
+                TenantId = tenantId,
+                UserId = userId,
+                Role = TenantRole.Student,
+                Status = MembershipStatus.Active
+            },
+            new UserIdentity
+            {
+                UserId = userId,
+                Provider = "password",
+                ProviderSubject = phone,
+                Phone = phone,
+                SecretPayload = CreateSecretPayload(passwordHash)
+            });
+
+        return (tenantId, userId, phone);
+    }
+
+    private static async Task LoginAsync(
+        HttpClient client,
+        (Guid TenantId, Guid UserId, string Phone) seed)
+    {
+        var loginResponse = await client.PostAsJsonAsync(
+            "/api/auth/login/password",
+            new PasswordLoginDto
+            {
+                TenantId = seed.TenantId,
+                Phone = seed.Phone,
+                Password = "passw0rd!"
+            });
+        var loginJson = await ReadJsonAsync(loginResponse);
+        var accessToken = loginJson.RootElement
+            .GetProperty("tokens")
+            .GetProperty("accessToken")
+            .GetString();
+        client.DefaultRequestHeaders.Authorization = new("Bearer", accessToken);
+    }
+
+    private static async Task<JsonDocument> ReadJsonAsync(HttpResponseMessage response)
+    {
+        var stream = await response.Content.ReadAsStreamAsync();
+        return await JsonDocument.ParseAsync(stream);
+    }
+
+    private static async Task<JsonElement[]> ReadItemsAsync(HttpResponseMessage response)
+    {
+        var body = await ReadJsonAsync(response);
+        return body.RootElement
+            .GetProperty("items")
+            .EnumerateArray()
+            .Select(item => item.Clone())
+            .ToArray();
+    }
+
+    private static JsonElement CreateSecretPayload(string passwordHash)
+    {
+        using var document = JsonDocument.Parse(
+            $$"""{"passwordHash":{{JsonSerializer.Serialize(passwordHash)}}}""");
+        return document.RootElement.Clone();
+    }
+}