backend/UniVerse.Api.Tests/Authorization/EndpointAuthorizationTests.cs

@@ -121,10 +121,10 @@ public class EndpointAuthorizationTests : IClassFixture<ApiWebApplicationFactory
             body: """{"lectureId":1,"rating":"Like","text":"Great lecture!"}""");
 
         // ── Reviews — Admin only ──────────────────────────────────────────────
+        yield return E("reviews GET [Admin]",             "GET",    "api/v1/reviews",        "Admin", forbidden: ["Student", "Teacher"]);
         yield return E("reviews/llm-prompt GET [Admin]",  "GET",    "api/v1/reviews/llm-prompt","Admin", forbidden: ["Student", "Teacher"]);
         yield return E("reviews/llm-prompt PUT [Admin]",  "PUT",    "api/v1/reviews/llm-prompt","Admin", forbidden: ["Student", "Teacher"],
             body: """{"prompt":"Analyze {lectureContext}. Review: {reviewText}"}""");
-        yield return E("reviews/pending GET [Admin]",      "GET",    "api/v1/reviews/pending","Admin",   forbidden: ["Student", "Teacher"]);
         yield return E("reviews/{id}/reanalyze POST [Admin]","POST", "api/v1/reviews/1/reanalyze","Admin",forbidden: ["Student", "Teacher"]);
 
         // ── Tags — any auth ───────────────────────────────────────────────────

backend/UniVerse.Api.Tests/Helpers/ApiWebApplicationFactory.cs

@@ -213,7 +213,7 @@ public class ApiWebApplicationFactory : WebApplicationFactory<Program>
         var stub = Substitute.For<IReviewService>();
         var reviewDto = new ReviewDto(1, 1, "Lecture", 1, "User",
             ReviewRating.Like, "Great!", ReviewLlmStatus.Pending,
-            null, null, null, null, DateTime.UtcNow);
+            null, null, null, null, null, DateTime.UtcNow);
         var pagedReviews = PagedResult<ReviewDto>.Create([reviewDto], 1, 1, 20);
 
         stub.CreateAsync(Arg.Any<int>(), Arg.Any<CreateReviewRequest>()).Returns(reviewDto);
@@ -222,7 +222,7 @@ public class ApiWebApplicationFactory : WebApplicationFactory<Program>
         stub.DeleteAsync(Arg.Any<int>(), Arg.Any<int>(), Arg.Any<bool>()).Returns(Task.CompletedTask);
         stub.GetByLectureAsync(Arg.Any<int>(), Arg.Any<PaginationRequest>()).Returns(pagedReviews);
         stub.GetByUserAsync(Arg.Any<int>(), Arg.Any<PaginationRequest>()).Returns(pagedReviews);
-        stub.GetPendingAsync(Arg.Any<PaginationRequest>()).Returns(pagedReviews);
+        stub.GetAllAsync(Arg.Any<ReviewFilterRequest>()).Returns(pagedReviews);
         stub.ReanalyzeAsync(Arg.Any<int>()).Returns(Task.CompletedTask);
         return stub;
     }

backend/UniVerse.Api.Tests/Reviews/LlmAnalysisServiceTests.cs

@@ -0,0 +1,91 @@
+using Microsoft.EntityFrameworkCore;
+using Microsoft.Extensions.Logging.Abstractions;
+using NSubstitute;
+using UniVerse.Application.Interfaces;
+using UniVerse.Domain.Entities;
+using UniVerse.Domain.Enums;
+using UniVerse.Infrastructure.Data;
+using UniVerse.Infrastructure.Services;
+using Xunit;
+
+namespace UniVerse.Api.Tests.Reviews;
+
+public class LlmAnalysisServiceTests
+{
+    [Fact]
+    public async Task AnalyzeReviewAsync_SavesParsedAnalysisResult()
+    {
+        await using var db = CreateDbContext();
+        await SeedPendingReviewAsync(db);
+        var llm = Substitute.For<ILlmClient>();
+        llm.AnalyzeReviewAsync(Arg.Any<string>(), Arg.Any<string>())
+            .Returns(new LlmReviewAnalysis(
+                0.76,
+                "Положительный",
+                ["lecture structure", "practical examples"],
+                true,
+                "{\"quality_score\":0.76,\"sentiment\":\"Положительный\"}"));
+        var gamification = Substitute.For<IGamificationService>();
+        gamification.AwardCoinsAsync(
+                Arg.Any<int>(),
+                Arg.Any<int>(),
+                Arg.Any<CoinTransactionType>(),
+                Arg.Any<int?>(),
+                Arg.Any<int?>(),
+                Arg.Any<string?>())
+            .Returns(Task.CompletedTask);
+        gamification.CheckAndAwardAchievementsAsync(Arg.Any<int>()).Returns(Task.CompletedTask);
+        var service = new LlmAnalysisService(db, llm, gamification, NullLogger<LlmAnalysisService>.Instance);
+
+        await service.AnalyzeReviewAsync(1);
+
+        var review = await db.Reviews.SingleAsync(r => r.Id == 1);
+        Assert.Equal(ReviewLlmStatus.Analyzed, review.LlmStatus);
+        Assert.Equal(ReviewSentiment.Positive, review.Sentiment);
+        Assert.Equal(0.76, review.QualityScore);
+        Assert.True(review.IsInformative);
+        Assert.Equal(["lecture structure", "practical examples"], review.LlmTags!);
+        Assert.Equal("{\"quality_score\":0.76,\"sentiment\":\"Положительный\"}", review.LlmRawOutput);
+        await gamification.Received(1).AwardCoinsAsync(
+            1,
+            10,
+            CoinTransactionType.ReviewReward,
+            1,
+            null,
+            "Informative review reward");
+    }
+
+    private static async Task SeedPendingReviewAsync(AppDbContext db)
+    {
+        db.Users.Add(new User { Id = 1, Email = "student@test.local", DisplayName = "Student" });
+        db.Courses.Add(new Course { Id = 1, Name = "Course" });
+        db.Lectures.Add(new Lecture
+        {
+            Id = 1,
+            CourseId = 1,
+            Title = "Lecture",
+            StartsAt = DateTime.UtcNow.AddDays(-1),
+            EndsAt = DateTime.UtcNow.AddDays(-1).AddHours(2),
+            IsOpen = true,
+            MaxEnrollments = 30
+        });
+        db.Reviews.Add(new Review
+        {
+            Id = 1,
+            LectureId = 1,
+            UserId = 1,
+            Rating = ReviewRating.Like,
+            Text = "Useful review",
+            LlmStatus = ReviewLlmStatus.Pending
+        });
+        await db.SaveChangesAsync();
+    }
+
+    private static AppDbContext CreateDbContext()
+    {
+        var options = new DbContextOptionsBuilder<AppDbContext>()
+            .UseInMemoryDatabase($"LlmAnalysisServiceTests_{Guid.NewGuid()}")
+            .Options;
+        return new AppDbContext(options);
+    }
+}

backend/UniVerse.Api.Tests/Reviews/ReviewAnalysisWorkerTests.cs

@@ -0,0 +1,96 @@
+using Microsoft.EntityFrameworkCore;
+using Microsoft.Extensions.DependencyInjection;
+using Microsoft.Extensions.Logging.Abstractions;
+using Microsoft.Extensions.Options;
+using UniVerse.Api.BackgroundServices;
+using UniVerse.Api.Options;
+using UniVerse.Application.Interfaces;
+using UniVerse.Infrastructure.Data;
+using Xunit;
+
+namespace UniVerse.Api.Tests.Reviews;
+
+public class ReviewAnalysisWorkerTests
+{
+    [Theory]
+    [InlineData(1)]
+    [InlineData(2)]
+    public async Task Worker_DoesNotExceedConfiguredConcurrency(int maxConcurrentProcessing)
+    {
+        var queue = new ReviewAnalysisQueue();
+        var analysisService = new RecordingLlmAnalysisService();
+        await using var provider = CreateServiceProvider(analysisService);
+        var worker = new ReviewAnalysisWorker(
+            provider,
+            queue,
+            Microsoft.Extensions.Options.Options.Create(
+                new ReviewAnalysisOptions { MaxConcurrentProcessing = maxConcurrentProcessing }),
+            NullLogger<ReviewAnalysisWorker>.Instance);
+
+        for (var reviewId = 1; reviewId <= 6; reviewId++)
+            await queue.EnqueueAsync(reviewId);
+
+        analysisService.ExpectProcessed(6);
+        await worker.StartAsync(CancellationToken.None);
+        await analysisService.WaitForProcessedAsync();
+        await worker.StopAsync(CancellationToken.None);
+
+        Assert.True(
+            analysisService.MaxRunning <= maxConcurrentProcessing,
+            $"Expected at most {maxConcurrentProcessing} concurrent analyses, got {analysisService.MaxRunning}.");
+    }
+
+    private static ServiceProvider CreateServiceProvider(ILlmAnalysisService analysisService)
+    {
+        var services = new ServiceCollection();
+        services.AddDbContext<AppDbContext>(options =>
+            options.UseInMemoryDatabase($"ReviewAnalysisWorkerTests_{Guid.NewGuid()}"));
+        services.AddScoped(_ => analysisService);
+        return services.BuildServiceProvider();
+    }
+
+    private sealed class RecordingLlmAnalysisService : ILlmAnalysisService
+    {
+        private readonly TaskCompletionSource _processedAll = new(TaskCreationOptions.RunContinuationsAsynchronously);
+        private int _expectedCount;
+        private int _processedCount;
+        private int _running;
+        private int _maxRunning;
+
+        public int MaxRunning => _maxRunning;
+
+        public void ExpectProcessed(int expectedCount)
+        {
+            Volatile.Write(ref _expectedCount, expectedCount);
+        }
+
+        public async Task AnalyzeReviewAsync(int reviewId)
+        {
+            var running = Interlocked.Increment(ref _running);
+            UpdateMaxRunning(running);
+
+            await Task.Delay(50);
+
+            Interlocked.Decrement(ref _running);
+            if (Interlocked.Increment(ref _processedCount) >= Volatile.Read(ref _expectedCount))
+                _processedAll.TrySetResult();
+        }
+
+        public async Task WaitForProcessedAsync()
+        {
+            using var timeout = new CancellationTokenSource(TimeSpan.FromSeconds(5));
+            using var registration = timeout.Token.Register(() => _processedAll.TrySetCanceled(timeout.Token));
+            await _processedAll.Task;
+        }
+
+        private void UpdateMaxRunning(int running)
+        {
+            while (true)
+            {
+                var current = Volatile.Read(ref _maxRunning);
+                if (running <= current) return;
+                if (Interlocked.CompareExchange(ref _maxRunning, running, current) == current) return;
+            }
+        }
+    }
+}

backend/UniVerse.Api.Tests/Reviews/ReviewPromptServiceTests.cs

@@ -97,6 +97,42 @@ public class ReviewPromptServiceTests
         Assert.DoesNotContain(ReviewPromptTemplate.ReviewTextPlaceholder, content);
     }
 
+    [Fact]
+    public async Task AnalyzeReviewAsync_ParsesSnakeCaseJsonFromFencedResponse()
+    {
+        var handler = new CapturingHandler("""
+            ```json
+            {"quality_score":0.82,"sentiment":"Положительный","tags":["lecture structure","practical examples"],"is_informative":true}
+            ```
+            """);
+        var http = new HttpClient(handler)
+        {
+            BaseAddress = new Uri("https://llm.test/")
+        };
+        var config = new ConfigurationBuilder()
+            .AddInMemoryCollection(new Dictionary<string, string?>
+            {
+                ["Llm:Model"] = "test-model",
+                ["Llm:ApiKey"] = "test-key"
+            })
+            .Build();
+        var promptService = Substitute.For<IReviewPromptService>();
+        promptService.GetAsync().Returns(new ReviewPromptDto(ReviewPromptTemplate.Default, null));
+        var client = new LlmClient(http, config, promptService, NullLogger<LlmClient>.Instance);
+
+        var result = await client.AnalyzeReviewAsync("Very useful review", "Lecture: Algebra");
+
+        Assert.Equal(0.82, result.QualityScore);
+        Assert.Equal("Положительный", result.Sentiment);
+        Assert.Equal(["lecture structure", "practical examples"], result.Tags);
+        Assert.True(result.IsInformative);
+        Assert.Equal("""
+            ```json
+            {"quality_score":0.82,"sentiment":"Положительный","tags":["lecture structure","practical examples"],"is_informative":true}
+            ```
+            """, result.RawOutput);
+    }
+
     private static AppDbContext CreateDbContext()
     {
         var options = new DbContextOptionsBuilder<AppDbContext>()
@@ -107,6 +143,14 @@ public class ReviewPromptServiceTests
 
     private sealed class CapturingHandler : HttpMessageHandler
     {
+        private readonly string _analysisContent;
+
+        public CapturingHandler(string? analysisContent = null)
+        {
+            _analysisContent = analysisContent ??
+                "{\"quality_score\":0.8,\"sentiment\":\"Positive\",\"tags\":[\"practice\"],\"is_informative\":true}";
+        }
+
         public string? RequestBody { get; private set; }
 
         protected override async Task<HttpResponseMessage> SendAsync(
@@ -117,17 +161,19 @@ public class ReviewPromptServiceTests
                 ? null
                 : await request.Content.ReadAsStringAsync(cancellationToken);
 
-            const string responsePayload = """
+            var responsePayload = JsonSerializer.Serialize(new
+            {
+                choices = new[]
                 {
-                  "choices": [
+                    new
                     {
-                      "message": {
-                        "content": "{\"qualityScore\":0.8,\"sentiment\":\"Positive\",\"tags\":[\"practice\"],\"isInformative\":true}"
-                      }
+                        message = new
+                        {
+                            content = _analysisContent
+                        }
                     }
-                  ]
                 }
-                """;
+            });
 
             return new HttpResponseMessage(HttpStatusCode.OK)
             {

backend/UniVerse.Api.Tests/Reviews/ReviewServiceTests.cs

@@ -0,0 +1,119 @@
+using Microsoft.EntityFrameworkCore;
+using NSubstitute;
+using UniVerse.Application.DTOs.Reviews;
+using UniVerse.Application.Interfaces;
+using UniVerse.Domain.Entities;
+using UniVerse.Domain.Enums;
+using UniVerse.Infrastructure.Data;
+using UniVerse.Infrastructure.Services;
+using Xunit;
+
+namespace UniVerse.Api.Tests.Reviews;
+
+public class ReviewServiceTests
+{
+    [Fact]
+    public async Task CreateAsync_EnqueuesReviewAnalysis()
+    {
+        await using var db = CreateDbContext();
+        var queue = Substitute.For<IReviewAnalysisQueue>();
+        var service = CreateService(db, queue);
+        await SeedLectureAsync(db);
+
+        var result = await service.CreateAsync(1, new CreateReviewRequest(1, ReviewRating.Like, "Great lecture"));
+
+        await queue.Received(1).EnqueueAsync(result.Id, Arg.Any<CancellationToken>());
+    }
+
+    [Fact]
+    public async Task UpdateAsync_ResetsAnalysisAndEnqueuesReview()
+    {
+        await using var db = CreateDbContext();
+        var queue = Substitute.For<IReviewAnalysisQueue>();
+        var service = CreateService(db, queue);
+        await SeedAnalyzedReviewAsync(db);
+
+        await service.UpdateAsync(1, 1, new UpdateReviewRequest(ReviewRating.Neutral, "Updated text"));
+
+        var review = await db.Reviews.SingleAsync(r => r.Id == 1);
+        Assert.Equal(ReviewLlmStatus.Pending, review.LlmStatus);
+        Assert.Null(review.Sentiment);
+        Assert.Null(review.QualityScore);
+        Assert.Null(review.IsInformative);
+        Assert.Null(review.LlmTags);
+        Assert.Null(review.LlmRawOutput);
+        await queue.Received(1).EnqueueAsync(1, Arg.Any<CancellationToken>());
+    }
+
+    [Fact]
+    public async Task ReanalyzeAsync_ResetsAnalysisAndEnqueuesReview()
+    {
+        await using var db = CreateDbContext();
+        var queue = Substitute.For<IReviewAnalysisQueue>();
+        var service = CreateService(db, queue);
+        await SeedAnalyzedReviewAsync(db);
+
+        await service.ReanalyzeAsync(1);
+
+        var review = await db.Reviews.SingleAsync(r => r.Id == 1);
+        Assert.Equal(ReviewLlmStatus.Pending, review.LlmStatus);
+        Assert.Null(review.Sentiment);
+        Assert.Null(review.QualityScore);
+        Assert.Null(review.IsInformative);
+        Assert.Null(review.LlmTags);
+        Assert.Null(review.LlmRawOutput);
+        await queue.Received(1).EnqueueAsync(1, Arg.Any<CancellationToken>());
+    }
+
+    private static ReviewService CreateService(AppDbContext db, IReviewAnalysisQueue queue)
+    {
+        var gamification = Substitute.For<IGamificationService>();
+        gamification.CheckAndAwardAchievementsAsync(Arg.Any<int>()).Returns(Task.CompletedTask);
+        return new ReviewService(db, gamification, queue);
+    }
+
+    private static async Task SeedLectureAsync(AppDbContext db)
+    {
+        db.Users.Add(new User { Id = 1, Email = "student@test.local", DisplayName = "Student" });
+        db.Courses.Add(new Course { Id = 1, Name = "Course" });
+        db.Lectures.Add(new Lecture
+        {
+            Id = 1,
+            CourseId = 1,
+            Title = "Lecture",
+            StartsAt = DateTime.UtcNow.AddDays(-1),
+            EndsAt = DateTime.UtcNow.AddDays(-1).AddHours(2),
+            IsOpen = true,
+            MaxEnrollments = 30
+        });
+        await db.SaveChangesAsync();
+    }
+
+    private static async Task SeedAnalyzedReviewAsync(AppDbContext db)
+    {
+        await SeedLectureAsync(db);
+        db.Reviews.Add(new Review
+        {
+            Id = 1,
+            LectureId = 1,
+            UserId = 1,
+            Rating = ReviewRating.Like,
+            Text = "Original text",
+            LlmStatus = ReviewLlmStatus.Analyzed,
+            Sentiment = ReviewSentiment.Positive,
+            QualityScore = 0.9,
+            IsInformative = true,
+            LlmTags = ["clear"],
+            LlmRawOutput = "{\"quality_score\":0.9}"
+        });
+        await db.SaveChangesAsync();
+    }
+
+    private static AppDbContext CreateDbContext()
+    {
+        var options = new DbContextOptionsBuilder<AppDbContext>()
+            .UseInMemoryDatabase($"ReviewServiceTests_{Guid.NewGuid()}")
+            .Options;
+        return new AppDbContext(options);
+    }
+}

backend/UniVerse.Api/BackgroundServices/LlmProcessingBackgroundService.cs

@@ -1,36 +0,0 @@
-using Microsoft.Extensions.DependencyInjection;
-using Microsoft.Extensions.Hosting;
-using Microsoft.Extensions.Logging;
-using UniVerse.Application.Interfaces;
-
-namespace UniVerse.Api.BackgroundServices;
-
-public class LlmProcessingBackgroundService : BackgroundService
-{
-    private readonly IServiceProvider _services;
-    private readonly ILogger<LlmProcessingBackgroundService> _logger;
-
-    public LlmProcessingBackgroundService(IServiceProvider services, ILogger<LlmProcessingBackgroundService> logger)
-    {
-        _services = services; _logger = logger;
-    }
-
-    protected override async Task ExecuteAsync(CancellationToken stoppingToken)
-    {
-        _logger.LogInformation("LLM Processing Background Service started");
-        while (!stoppingToken.IsCancellationRequested)
-        {
-            try
-            {
-                using var scope = _services.CreateScope();
-                var llmService = scope.ServiceProvider.GetRequiredService<ILlmAnalysisService>();
-                await llmService.ProcessPendingReviewsAsync();
-            }
-            catch (Exception ex)
-            {
-                _logger.LogError(ex, "Error in LLM processing background service");
-            }
-            await Task.Delay(TimeSpan.FromMinutes(2), stoppingToken);
-        }
-    }
-}

backend/UniVerse.Api/BackgroundServices/ReviewAnalysisQueue.cs

@@ -0,0 +1,21 @@
+using System.Threading.Channels;
+using UniVerse.Application.Interfaces;
+
+namespace UniVerse.Api.BackgroundServices;
+
+public sealed class ReviewAnalysisQueue : IReviewAnalysisQueue
+{
+    private readonly Channel<int> _channel = Channel.CreateUnbounded<int>(new UnboundedChannelOptions
+    {
+        SingleReader = false,
+        SingleWriter = false
+    });
+
+    public async Task EnqueueAsync(int reviewId, CancellationToken cancellationToken = default)
+    {
+        await _channel.Writer.WriteAsync(reviewId, cancellationToken);
+    }
+
+    public IAsyncEnumerable<int> ReadAllAsync(CancellationToken cancellationToken) =>
+        _channel.Reader.ReadAllAsync(cancellationToken);
+}

backend/UniVerse.Api/BackgroundServices/ReviewAnalysisWorker.cs

@@ -0,0 +1,96 @@
+using Microsoft.EntityFrameworkCore;
+using Microsoft.Extensions.Options;
+using UniVerse.Api.Options;
+using UniVerse.Application.Interfaces;
+using UniVerse.Domain.Enums;
+using UniVerse.Infrastructure.Data;
+
+namespace UniVerse.Api.BackgroundServices;
+
+public sealed class ReviewAnalysisWorker : BackgroundService
+{
+    private readonly IServiceProvider _services;
+    private readonly ReviewAnalysisQueue _queue;
+    private readonly ReviewAnalysisOptions _options;
+    private readonly ILogger<ReviewAnalysisWorker> _logger;
+
+    public ReviewAnalysisWorker(
+        IServiceProvider services,
+        ReviewAnalysisQueue queue,
+        IOptions<ReviewAnalysisOptions> options,
+        ILogger<ReviewAnalysisWorker> logger)
+    {
+        _services = services;
+        _queue = queue;
+        _options = options.Value;
+        _logger = logger;
+    }
+
+    protected override async Task ExecuteAsync(CancellationToken stoppingToken)
+    {
+        var maxConcurrency = Math.Max(1, _options.MaxConcurrentProcessing);
+        _logger.LogInformation(
+            "Review analysis worker started with max concurrency {MaxConcurrency}",
+            maxConcurrency);
+
+        await EnqueueExistingPendingReviewsAsync(stoppingToken);
+
+        var workers = Enumerable.Range(1, maxConcurrency)
+            .Select(workerNumber => ProcessQueueAsync(workerNumber, stoppingToken))
+            .ToArray();
+
+        try
+        {
+            await Task.WhenAll(workers);
+        }
+        catch (OperationCanceledException) when (stoppingToken.IsCancellationRequested)
+        {
+            _logger.LogInformation("Review analysis worker stopped");
+        }
+    }
+
+    private async Task EnqueueExistingPendingReviewsAsync(CancellationToken cancellationToken)
+    {
+        using var scope = _services.CreateScope();
+        var db = scope.ServiceProvider.GetRequiredService<AppDbContext>();
+
+        var pendingReviewIds = await db.Reviews
+            .Where(r => r.LlmStatus == ReviewLlmStatus.Pending)
+            .OrderBy(r => r.CreatedAt)
+            .Select(r => r.Id)
+            .ToListAsync(cancellationToken);
+
+        foreach (var reviewId in pendingReviewIds)
+            await _queue.EnqueueAsync(reviewId, cancellationToken);
+
+        if (pendingReviewIds.Count > 0)
+            _logger.LogInformation(
+                "Queued {ReviewCount} pending reviews for immediate analysis",
+                pendingReviewIds.Count);
+    }
+
+    private async Task ProcessQueueAsync(int workerNumber, CancellationToken cancellationToken)
+    {
+        await foreach (var reviewId in _queue.ReadAllAsync(cancellationToken))
+        {
+            try
+            {
+                using var scope = _services.CreateScope();
+                var llmService = scope.ServiceProvider.GetRequiredService<ILlmAnalysisService>();
+                await llmService.AnalyzeReviewAsync(reviewId);
+            }
+            catch (OperationCanceledException) when (cancellationToken.IsCancellationRequested)
+            {
+                throw;
+            }
+            catch (Exception ex)
+            {
+                _logger.LogError(
+                    ex,
+                    "Review analysis worker {WorkerNumber} failed to process review {ReviewId}",
+                    workerNumber,
+                    reviewId);
+            }
+        }
+    }
+}

backend/UniVerse.Api/Controllers/ReviewsController.cs

@@ -28,7 +28,7 @@ public class ReviewsController : ControllerBase
 
     /// <summary>Создать отзыв к лекции.</summary>
     /// <remarks>
-    /// Только Student. После создания отзыв помещается в очередь LLM-анализа
+    /// Только Student. После создания отзыв отправляется на LLM-анализ
     /// (статус `Pending`). LLM оценивает содержательность и начисляет монеты
     /// скрытно от пользователя.
     /// </remarks>
@@ -50,7 +50,7 @@ public class ReviewsController : ControllerBase
 
     /// <summary>Получить список всех отзывов.</summary>
     /// <remarks>Только Admin. Возвращает все отзывы независимо от LLM-статуса.</remarks>
-    /// <param name="pagination">Параметры пагинации.</param>
+    /// <param name="filter">Параметры фильтрации и пагинации.</param>
     /// <response code="200">Список всех отзывов (пагинированный).</response>
     /// <response code="401">Требуется аутентификация.</response>
     /// <response code="403">Требуется роль Admin.</response>
@@ -59,8 +59,8 @@ public class ReviewsController : ControllerBase
     [ProducesResponseType(typeof(PagedResult<ReviewDto>), StatusCodes.Status200OK)]
     [ProducesResponseType(StatusCodes.Status401Unauthorized)]
     [ProducesResponseType(StatusCodes.Status403Forbidden)]
-    public async Task<ActionResult> List([FromQuery] PaginationRequest pagination) =>
-        Ok(await _reviews.GetAllAsync(pagination));
+    public async Task<ActionResult> List([FromQuery] ReviewFilterRequest filter) =>
+        Ok(await _reviews.GetAllAsync(filter));
 
     /// <summary>Получить текущий промпт LLM-анализа отзывов.</summary>
     /// <remarks>Только Admin. Если настройка ещё не сохранена, возвращает базовый промпт.</remarks>
@@ -143,24 +143,10 @@ public class ReviewsController : ControllerBase
         return NoContent();
     }
 
-    /// <summary>Получить список отзывов, ожидающих LLM-анализа.</summary>
-    /// <remarks>Только Admin. Используется для мониторинга очереди обработки.</remarks>
-    /// <param name="pagination">Параметры пагинации.</param>
-    /// <response code="200">Список отзывов со статусом Pending (пагинированный).</response>
-    /// <response code="401">Требуется аутентификация.</response>
-    /// <response code="403">Требуется роль Admin.</response>
-    [Authorize(Roles = "Admin")]
-    [HttpGet("pending")]
-    [ProducesResponseType(typeof(PagedResult<ReviewDto>), StatusCodes.Status200OK)]
-    [ProducesResponseType(StatusCodes.Status401Unauthorized)]
-    [ProducesResponseType(StatusCodes.Status403Forbidden)]
-    public async Task<ActionResult> Pending([FromQuery] PaginationRequest pagination) =>
-        Ok(await _reviews.GetPendingAsync(pagination));
-
     /// <summary>Запустить повторный LLM-анализ отзыва.</summary>
     /// <remarks>
-    /// Только Admin. Сбрасывает статус отзыва на `Pending` и ставит его
-    /// в очередь на повторную обработку фоновым сервисом.
+    /// Только Admin. Сбрасывает статус отзыва на `Pending` и отправляет его
+    /// на повторную обработку.
     /// </remarks>
     /// <param name="id">ID отзыва.</param>
     /// <response code="204">Повторный анализ запланирован.</response>

backend/UniVerse.Api/Options/ReviewAnalysisOptions.cs

@@ -0,0 +1,8 @@
+namespace UniVerse.Api.Options;
+
+public class ReviewAnalysisOptions
+{
+    public const string SectionName = "Llm:ReviewAnalysis";
+
+    public int MaxConcurrentProcessing { get; set; } = 1;
+}

backend/UniVerse.Api/Program.cs

@@ -9,6 +9,7 @@ using Serilog;
 using UniVerse.Api.BackgroundServices;
 using UniVerse.Api.Filters;
 using UniVerse.Api.Middleware;
+using UniVerse.Api.Options;
 using UniVerse.Application.Interfaces;
 using UniVerse.Infrastructure.Services;
 using UniVerse.Infrastructure.Data;
@@ -97,8 +98,15 @@ builder.Services.AddScoped<IScheduleSyncService, ScheduleSyncService>();
 builder.Services.AddScoped<INotificationService, NotificationService>();
 builder.Services.AddScoped<INotificationProvider, EmailNotificationProvider>();
 builder.Services.AddSingleton<INotificationScheduler, QuartzNotificationScheduler>();
+builder.Services.AddSingleton<ReviewAnalysisQueue>();
+builder.Services.AddSingleton<IReviewAnalysisQueue>(sp => sp.GetRequiredService<ReviewAnalysisQueue>());
 builder.Services.AddTransient<NotificationJob>();
 builder.Services.Configure<EmailNotificationOptions>(builder.Configuration.GetSection("Email:Smtp"));
+builder.Services.AddOptions<ReviewAnalysisOptions>()
+    .Bind(builder.Configuration.GetSection(ReviewAnalysisOptions.SectionName))
+    .Validate(options => options.MaxConcurrentProcessing >= 1,
+        "Llm:ReviewAnalysis:MaxConcurrentProcessing must be greater than or equal to 1.")
+    .ValidateOnStart();
 
 builder.Services.AddQuartz();
 if (!isOpenApiGeneration)
@@ -132,7 +140,7 @@ builder.Services.AddHttpClient<IModeusApiClient, ModeusApiClient>(client =>
 // --- Background Services ---
 if (!isOpenApiGeneration)
 {
-    builder.Services.AddHostedService<LlmProcessingBackgroundService>();
+    builder.Services.AddHostedService<ReviewAnalysisWorker>();
     builder.Services.AddHostedService<AchievementCatalogHostedService>();
 }
 

backend/UniVerse.Api/appsettings.json

@@ -16,7 +16,10 @@
   "Llm": {
     "BaseUrl": "https://api.openai.com/v1/",
     "ApiKey": "",
-    "Model": "gpt-4o-mini"
+    "Model": "gpt-4o-mini",
+    "ReviewAnalysis": {
+      "MaxConcurrentProcessing": 1
+    }
   },
   "ModeusApi": {
     "BaseUrl": "https://schedule.rdcenter.ru",

backend/UniVerse.Api/openapi.json

@@ -2445,7 +2445,7 @@
           "Reviews"
         ],
         "summary": "Создать отзыв к лекции.",
-        "description": "Только Student. После создания отзыв помещается в очередь LLM-анализа\n(статус `Pending`). LLM оценивает содержательность и начисляет монеты\nскрытно от пользователя.\n\n**Required roles:** Student",
+        "description": "Только Student. После создания отзыв отправляется на LLM-анализ\n(статус `Pending`). LLM оценивает содержательность и начисляет монеты\nскрытно от пользователя.\n\n**Required roles:** Student",
         "requestBody": {
           "description": "ID лекции, оценка (Like/Neutral/Dislike) и текст отзыва.",
           "content": {
@@ -2531,6 +2531,13 @@
         "summary": "Получить список всех отзывов.",
         "description": "Только Admin. Возвращает все отзывы независимо от LLM-статуса.\n\n**Required roles:** Admin",
         "parameters": [
+          {
+            "name": "LlmStatus",
+            "in": "query",
+            "schema": {
+              "$ref": "#/components/schemas/ReviewLlmStatus"
+            }
+          },
           {
             "name": "Page",
             "in": "query",
@@ -2920,77 +2927,13 @@
         ]
       }
     },
-    "/api/v1/reviews/pending": {
-      "get": {
-        "tags": [
-          "Reviews"
-        ],
-        "summary": "Получить список отзывов, ожидающих LLM-анализа.",
-        "description": "Только Admin. Используется для мониторинга очереди обработки.\n\n**Required roles:** Admin",
-        "parameters": [
-          {
-            "name": "Page",
-            "in": "query",
-            "schema": {
-              "type": "integer",
-              "format": "int32"
-            }
-          },
-          {
-            "name": "PageSize",
-            "in": "query",
-            "schema": {
-              "type": "integer",
-              "format": "int32"
-            }
-          }
-        ],
-        "responses": {
-          "200": {
-            "description": "Список отзывов со статусом Pending (пагинированный).",
-            "content": {
-              "application/json": {
-                "schema": {
-                  "$ref": "#/components/schemas/ReviewDtoPagedResult"
-                }
-              }
-            }
-          },
-          "401": {
-            "description": "Требуется аутентификация.",
-            "content": {
-              "application/json": {
-                "schema": {
-                  "$ref": "#/components/schemas/ProblemDetails"
-                }
-              }
-            }
-          },
-          "403": {
-            "description": "Требуется роль Admin.",
-            "content": {
-              "application/json": {
-                "schema": {
-                  "$ref": "#/components/schemas/ProblemDetails"
-                }
-              }
-            }
-          }
-        },
-        "security": [
-          {
-            "Bearer": [ ]
-          }
-        ]
-      }
-    },
     "/api/v1/reviews/{id}/reanalyze": {
       "post": {
         "tags": [
           "Reviews"
         ],
         "summary": "Запустить повторный LLM-анализ отзыва.",
-        "description": "Только Admin. Сбрасывает статус отзыва на `Pending` и ставит его\nв очередь на повторную обработку фоновым сервисом.\n\n**Required roles:** Admin",
+        "description": "Только Admin. Сбрасывает статус отзыва на `Pending` и отправляет его\nна повторную обработку.\n\n**Required roles:** Admin",
         "parameters": [
           {
             "name": "id",
@@ -5582,6 +5525,10 @@
             },
             "nullable": true
           },
+          "llmRawOutput": {
+            "type": "string",
+            "nullable": true
+          },
           "createdAt": {
             "type": "string",
             "format": "date-time"

backend/UniVerse.Application/DTOs/Reviews/ReviewDtos.cs

@@ -15,6 +15,7 @@ public record ReviewDto(
     double? QualityScore,
     bool? IsInformative,
     string[]? LlmTags,
+    string? LlmRawOutput,
     DateTime CreatedAt
 );
 
@@ -22,6 +23,12 @@ public record CreateReviewRequest(int LectureId, ReviewRating Rating, string? Te
 
 public record UpdateReviewRequest(ReviewRating Rating, string? Text);
 
+public record ReviewFilterRequest(
+    ReviewLlmStatus? LlmStatus,
+    int Page = 1,
+    int PageSize = 20
+);
+
 public record ReviewPromptDto(string Prompt, DateTime? UpdatedAt);
 
 public record UpdateReviewPromptRequest(string Prompt);

backend/UniVerse.Application/Interfaces/ILlmAnalysisService.cs

@@ -3,5 +3,4 @@ namespace UniVerse.Application.Interfaces;
 public interface ILlmAnalysisService
 {
     Task AnalyzeReviewAsync(int reviewId);
-    Task ProcessPendingReviewsAsync();
 }

backend/UniVerse.Application/Interfaces/ILlmClient.cs

@@ -4,7 +4,8 @@ public record LlmReviewAnalysis(
     double QualityScore,
     string Sentiment,
     string[] Tags,
-    bool IsInformative
+    bool IsInformative,
+    string RawOutput
 );
 
 public interface ILlmClient

backend/UniVerse.Application/Interfaces/IReviewAnalysisQueue.cs

@@ -0,0 +1,6 @@
+namespace UniVerse.Application.Interfaces;
+
+public interface IReviewAnalysisQueue
+{
+    Task EnqueueAsync(int reviewId, CancellationToken cancellationToken = default);
+}

backend/UniVerse.Application/Interfaces/IReviewService.cs

@@ -11,7 +11,6 @@ public interface IReviewService
     Task DeleteAsync(int id, int userId, bool isAdmin = false);
     Task<PagedResult<ReviewDto>> GetByLectureAsync(int lectureId, PaginationRequest pagination);
     Task<PagedResult<ReviewDto>> GetByUserAsync(int userId, PaginationRequest pagination);
-    Task<PagedResult<ReviewDto>> GetAllAsync(PaginationRequest pagination);
-    Task<PagedResult<ReviewDto>> GetPendingAsync(PaginationRequest pagination);
+    Task<PagedResult<ReviewDto>> GetAllAsync(ReviewFilterRequest filter);
     Task ReanalyzeAsync(int id);
 }

backend/UniVerse.Application/Mappings/MappingExtensions.cs

@@ -84,7 +84,7 @@ public static class MappingExtensions
         review.UserId, review.User?.DisplayName,
         review.Rating, review.Text, review.LlmStatus,
         review.Sentiment, review.QualityScore, review.IsInformative,
-        review.LlmTags, review.CreatedAt
+        review.LlmTags, review.LlmRawOutput, review.CreatedAt
     );
 
     // --- Achievement ---

backend/UniVerse.Domain/Entities/Review.cs

@@ -14,6 +14,7 @@ public class Review
     public double? QualityScore { get; set; }
     public bool? IsInformative { get; set; }
     public string[]? LlmTags { get; set; }
+    public string? LlmRawOutput { get; set; }
     public DateTime CreatedAt { get; set; } = DateTime.UtcNow;
     public DateTime UpdatedAt { get; set; } = DateTime.UtcNow;
 

backend/UniVerse.Infrastructure/Data/Configurations/ReviewConfiguration.cs

@@ -21,6 +21,7 @@ public class ReviewConfiguration : IEntityTypeConfiguration<Review>
         builder.Property(r => r.QualityScore).HasColumnName("quality_score");
         builder.Property(r => r.IsInformative).HasColumnName("is_informative");
         builder.Property(r => r.LlmTags).HasColumnName("llm_tags");
+        builder.Property(r => r.LlmRawOutput).HasColumnName("llm_raw_output");
         builder.Property(r => r.CreatedAt).HasColumnName("created_at").HasDefaultValueSql("NOW()");
         builder.Property(r => r.UpdatedAt).HasColumnName("updated_at").HasDefaultValueSql("NOW()");
 

backend/UniVerse.Infrastructure/ExternalServices/LlmClient.cs

@@ -1,5 +1,6 @@
 using System.Net.Http.Json;
 using System.Text.Json;
+using System.Text.Json.Serialization;
 using Microsoft.Extensions.Configuration;
 using Microsoft.Extensions.Logging;
 using UniVerse.Application.Interfaces;
@@ -49,11 +50,37 @@ public class LlmClient : ILlmClient
 
         var json = await response.Content.ReadFromJsonAsync<JsonElement>();
         var content = json.GetProperty("choices")[0].GetProperty("message").GetProperty("content").GetString()!;
-        var analysis = JsonSerializer.Deserialize<LlmRawResponse>(content,
+        var analysisJson = NormalizeJsonContent(content);
+        var analysis = JsonSerializer.Deserialize<LlmRawResponse>(analysisJson,
             new JsonSerializerOptions { PropertyNameCaseInsensitive = true })!;
 
-        return new LlmReviewAnalysis(analysis.QualityScore, analysis.Sentiment, analysis.Tags, analysis.IsInformative);
+        return new LlmReviewAnalysis(
+            Math.Clamp(analysis.QualityScore, 0, 1),
+            analysis.Sentiment ?? "",
+            analysis.Tags ?? [],
+            analysis.IsInformative,
+            content);
     }
 
-    private record LlmRawResponse(double QualityScore, string Sentiment, string[] Tags, bool IsInformative);
+    private static string NormalizeJsonContent(string content)
+    {
+        var trimmed = content.Trim();
+        if (!trimmed.StartsWith("```", StringComparison.Ordinal))
+            return trimmed;
+
+        var firstNewLine = trimmed.IndexOf('\n');
+        if (firstNewLine < 0)
+            return trimmed;
+
+        var lastFence = trimmed.LastIndexOf("```", StringComparison.Ordinal);
+        return lastFence > firstNewLine
+            ? trimmed[(firstNewLine + 1)..lastFence].Trim()
+            : trimmed[(firstNewLine + 1)..].Trim();
+    }
+
+    private record LlmRawResponse(
+        [property: JsonPropertyName("quality_score")] double QualityScore,
+        string? Sentiment,
+        string[]? Tags,
+        [property: JsonPropertyName("is_informative")] bool IsInformative);
 }

backend/UniVerse.Infrastructure/Migrations/20260522120000_ReviewLlmRawOutput.cs

@@ -0,0 +1,28 @@
+using Microsoft.EntityFrameworkCore.Migrations;
+
+#nullable disable
+
+namespace UniVerse.Infrastructure.Migrations
+{
+    /// <inheritdoc />
+    public partial class ReviewLlmRawOutput : Migration
+    {
+        /// <inheritdoc />
+        protected override void Up(MigrationBuilder migrationBuilder)
+        {
+            migrationBuilder.AddColumn<string>(
+                name: "llm_raw_output",
+                table: "reviews",
+                type: "text",
+                nullable: true);
+        }
+
+        /// <inheritdoc />
+        protected override void Down(MigrationBuilder migrationBuilder)
+        {
+            migrationBuilder.DropColumn(
+                name: "llm_raw_output",
+                table: "reviews");
+        }
+    }
+}

backend/UniVerse.Infrastructure/Migrations/AppDbContextModelSnapshot.cs

@@ -521,6 +521,10 @@ namespace UniVerse.Infrastructure.Migrations
                         .HasDefaultValue(0)
                         .HasColumnName("llm_status");
 
+                    b.Property<string>("LlmRawOutput")
+                        .HasColumnType("text")
+                        .HasColumnName("llm_raw_output");
+
                     b.PrimitiveCollection<string[]>("LlmTags")
                         .HasColumnType("text[]")
                         .HasColumnName("llm_tags");

backend/UniVerse.Infrastructure/Services/LlmAnalysisService.cs

@@ -31,10 +31,10 @@ public class LlmAnalysisService : ILlmAnalysisService
             var result = await _llm.AnalyzeReviewAsync(review.Text ?? "", context);
 
             review.QualityScore = result.QualityScore;
-            review.Sentiment = Enum.TryParse<ReviewSentiment>(result.Sentiment, true, out var s)
-                ? s : ReviewSentiment.Neutral;
+            review.Sentiment = ParseSentiment(result.Sentiment);
             review.LlmTags = result.Tags;
             review.IsInformative = result.IsInformative;
+            review.LlmRawOutput = result.RawOutput;
             review.LlmStatus = ReviewLlmStatus.Analyzed;
             review.UpdatedAt = DateTime.UtcNow;
             await _db.SaveChangesAsync();
@@ -53,14 +53,16 @@ public class LlmAnalysisService : ILlmAnalysisService
         }
     }
 
-    public async Task ProcessPendingReviewsAsync()
+    private static ReviewSentiment ParseSentiment(string value)
     {
-        var pending = await _db.Reviews
-            .Where(r => r.LlmStatus == ReviewLlmStatus.Pending)
-            .OrderBy(r => r.CreatedAt).Take(10)
-            .Select(r => r.Id).ToListAsync();
-
-        foreach (var id in pending)
-            await AnalyzeReviewAsync(id);
+        var normalized = value.Trim().ToLowerInvariant();
+        return normalized switch
+        {
+            "positive" or "положительный" or "положительная" or "позитивный" or "позитивная" => ReviewSentiment.Positive,
+            "negative" or "отрицательный" or "отрицательная" or "негативный" or "негативная" => ReviewSentiment.Negative,
+            "neutral" or "нейтральный" or "нейтральная" => ReviewSentiment.Neutral,
+            _ when Enum.TryParse<ReviewSentiment>(value, true, out var sentiment) => sentiment,
+            _ => ReviewSentiment.Neutral
+        };
     }
 }

backend/UniVerse.Infrastructure/Services/ReviewService.cs

@@ -14,11 +14,16 @@ public class ReviewService : IReviewService
 {
     private readonly AppDbContext _db;
     private readonly IGamificationService _gamification;
+    private readonly IReviewAnalysisQueue _reviewAnalysisQueue;
 
-    public ReviewService(AppDbContext db, IGamificationService gamification)
+    public ReviewService(
+        AppDbContext db,
+        IGamificationService gamification,
+        IReviewAnalysisQueue reviewAnalysisQueue)
     {
         _db = db;
         _gamification = gamification;
+        _reviewAnalysisQueue = reviewAnalysisQueue;
     }
 
     private IQueryable<Review> BaseQuery() => _db.Reviews
@@ -38,6 +43,7 @@ public class ReviewService : IReviewService
         _db.Reviews.Add(review);
         await _db.SaveChangesAsync();
         await _gamification.CheckAndAwardAchievementsAsync(userId);
+        await _reviewAnalysisQueue.EnqueueAsync(review.Id);
         var full = await BaseQuery().FirstAsync(r => r.Id == review.Id);
         return full.ToDto();
     }
@@ -54,9 +60,10 @@ public class ReviewService : IReviewService
         var review = await _db.Reviews.FindAsync(id) ?? throw new NotFoundException("Review", id);
         if (review.UserId != userId) throw new ForbiddenException();
         review.Rating = req.Rating; review.Text = req.Text;
-        review.LlmStatus = ReviewLlmStatus.Pending;
+        ResetLlmAnalysis(review);
         review.UpdatedAt = DateTime.UtcNow;
         await _db.SaveChangesAsync();
+        await _reviewAnalysisQueue.EnqueueAsync(review.Id);
         return await GetByIdAsync(id);
     }
 
@@ -86,29 +93,34 @@ public class ReviewService : IReviewService
         return PagedResult<ReviewDto>.Create(items.Select(r => r.ToDto()).ToList(), total, pagination.Page, pagination.PageSize);
     }
 
-    public async Task<PagedResult<ReviewDto>> GetAllAsync(PaginationRequest pagination)
+    public async Task<PagedResult<ReviewDto>> GetAllAsync(ReviewFilterRequest filter)
     {
         var query = BaseQuery();
+        if (filter.LlmStatus.HasValue)
+            query = query.Where(r => r.LlmStatus == filter.LlmStatus.Value);
+
         var total = await query.CountAsync();
         var items = await query.OrderByDescending(r => r.CreatedAt)
-            .Skip((pagination.Page - 1) * pagination.PageSize).Take(pagination.PageSize).ToListAsync();
-        return PagedResult<ReviewDto>.Create(items.Select(r => r.ToDto()).ToList(), total, pagination.Page, pagination.PageSize);
-    }
-
-    public async Task<PagedResult<ReviewDto>> GetPendingAsync(PaginationRequest pagination)
-    {
-        var query = BaseQuery().Where(r => r.LlmStatus == ReviewLlmStatus.Pending);
-        var total = await query.CountAsync();
-        var items = await query.OrderBy(r => r.CreatedAt)
-            .Skip((pagination.Page - 1) * pagination.PageSize).Take(pagination.PageSize).ToListAsync();
-        return PagedResult<ReviewDto>.Create(items.Select(r => r.ToDto()).ToList(), total, pagination.Page, pagination.PageSize);
+            .Skip((filter.Page - 1) * filter.PageSize).Take(filter.PageSize).ToListAsync();
+        return PagedResult<ReviewDto>.Create(items.Select(r => r.ToDto()).ToList(), total, filter.Page, filter.PageSize);
     }
 
     public async Task ReanalyzeAsync(int id)
     {
         var review = await _db.Reviews.FindAsync(id) ?? throw new NotFoundException("Review", id);
-        review.LlmStatus = ReviewLlmStatus.Pending;
+        ResetLlmAnalysis(review);
         review.UpdatedAt = DateTime.UtcNow;
         await _db.SaveChangesAsync();
+        await _reviewAnalysisQueue.EnqueueAsync(review.Id);
+    }
+
+    private static void ResetLlmAnalysis(Review review)
+    {
+        review.LlmStatus = ReviewLlmStatus.Pending;
+        review.Sentiment = null;
+        review.QualityScore = null;
+        review.IsInformative = null;
+        review.LlmTags = null;
+        review.LlmRawOutput = null;
     }
 }

frontend/src/api/index.ts

@@ -172,13 +172,6 @@ async function listReviewsPage(query: ReviewQuery = {}) {
   return normalizePagedResult(payload, query)
 }
 
-async function listPendingReviewsPage(query: ReviewQuery = {}) {
-  const payload = await apiRequest<PagedResult<ReviewDto> | ReviewDto[]>('/reviews/pending', {
-    query: query as Record<string, unknown>,
-  })
-  return normalizePagedResult(payload, query)
-}
-
 export const reviewsApi = {
   create: (lectureId: string | number, rating: 'Like' | 'Neutral' | 'Dislike', text: string) =>
     apiRequest<ReviewDto>('/reviews', {
@@ -195,10 +188,6 @@ export const reviewsApi = {
   async list(query: ReviewQuery = { PageSize: 100 }) {
     return (await listReviewsPage(query)).items
   },
-  pendingPage: listPendingReviewsPage,
-  async pending(query: ReviewQuery = { PageSize: 100 }) {
-    return (await listPendingReviewsPage(query)).items
-  },
   reanalyze: (id: string | number) =>
     apiRequest<void>(`/reviews/${id}/reanalyze`, { method: 'POST' }),
 }

frontend/src/api/mappers.ts

@@ -93,7 +93,8 @@ export function mapApiLecture(lecture: LectureDto): Lecture {
 }
 
 export function mapApiReview(review: ReviewDto): Review {
-  const sentiment = review.sentiment === 'Negative' ? 'negative' : review.sentiment === 'Neutral' ? 'neutral' : 'positive'
+  const sentiment =
+    review.sentiment === 'Positive' ? 'positive' : review.sentiment === 'Negative' ? 'negative' : 'neutral'
   const status =
     review.llmStatus === 'Rejected' ? 'rejected' : review.llmStatus === 'Analyzed' ? 'done' : 'pending'
 

frontend/src/api/types.ts

@@ -116,6 +116,7 @@ export interface CreateLectureRequest {
 }
 
 export interface ReviewQuery {
+  LlmStatus?: ApiReviewLlmStatus
   Page?: number
   PageSize?: number
 }
@@ -129,10 +130,11 @@ export interface ReviewDto {
   rating: ApiReviewRating
   text?: string | null
   llmStatus: ApiReviewLlmStatus
-  sentiment: ApiReviewSentiment
+  sentiment?: ApiReviewSentiment | null
   qualityScore?: number | null
   isInformative?: boolean | null
   llmTags?: string[] | null
+  llmRawOutput?: string | null
   createdAt: string
 }
 

frontend/src/components/layout/AppBottomNav.vue

@@ -19,7 +19,7 @@ const navItems = computed(() => {
     { label: 'Дашборд', icon: 'shield', to: '/admin' },
     { label: 'Юзеры', icon: 'users', to: '/admin/users' },
     { label: 'Лекции', icon: 'books', to: '/admin/lectures' },
-    { label: 'ИИ', icon: 'robot', to: '/admin/llm-queue' },
+    { label: 'Отзывы', icon: 'message-circle', to: '/admin/reviews' },
   ]
   return [
     { label: 'Главная', icon: 'home', to: '/' },

frontend/src/components/layout/AppSidebar.vue

@@ -23,7 +23,6 @@ const navItems: NavItem[] = [
   { label: 'Дашборд', icon: 'shield', to: '/admin', roles: ['admin'] },
   { label: 'Пользователи', icon: 'users', to: '/admin/users', roles: ['admin'] },
   { label: 'Лекции', icon: 'books', to: '/admin/lectures', roles: ['admin'] },
-  { label: 'ИИ очередь', icon: 'robot', to: '/admin/llm-queue', roles: ['admin'] },
   { label: 'Отзывы', icon: 'message-circle', to: '/admin/reviews', roles: ['admin'] },
 ]
 

frontend/src/router/index.ts

@@ -30,7 +30,7 @@ const router = createRouter({
     { path: '/admin', name: 'admin-dashboard', component: () => import('@/views/admin/AdminDashboardView.vue'), meta: { role: 'admin' } },
     { path: '/admin/users', name: 'admin-users', component: () => import('@/views/admin/AdminUsersView.vue'), meta: { role: 'admin' } },
     { path: '/admin/lectures', name: 'admin-lectures', component: () => import('@/views/admin/AdminLecturesView.vue'), meta: { role: 'admin' } },
-    { path: '/admin/llm-queue', name: 'admin-llm', component: () => import('@/views/admin/AdminLLMQueueView.vue'), meta: { role: 'admin' } },
+    { path: '/admin/llm-queue', redirect: '/admin/reviews' },
     { path: '/admin/reviews', name: 'admin-reviews', component: () => import('@/views/admin/AdminReviewsView.vue'), meta: { role: 'admin' } },
 
     { path: '/:pathMatch(.*)*', redirect: '/' },

frontend/src/views/admin/AdminDashboardView.vue

@@ -2,7 +2,6 @@
 import { computed, onMounted, ref } from 'vue'
 import GlassCard from '@/components/ui/GlassCard.vue'
 import StatsWidget from '@/components/ui/StatsWidget.vue'
-import ProgressBar from '@/components/ui/ProgressBar.vue'
 import StatusBadge from '@/components/ui/StatusBadge.vue'
 import { lecturesApi, reviewsApi, syncApi, usersApi } from '@/api'
 import type { LectureDto, SyncStatusDto, UserDto } from '@/api/types'
@@ -25,7 +24,7 @@ onMounted(async () => {
   const [usersResult, lecturesResult, reviewsResult, syncResult] = await Promise.allSettled([
     usersApi.list({ PageSize: 100 }),
     lecturesApi.list({ PageSize: 100 }),
-    reviewsApi.pendingPage({ Page: 1, PageSize: 1 }),
+    reviewsApi.listPage({ Page: 1, PageSize: 1, LlmStatus: 'Pending' }),
     syncApi.status(),
   ])
   if (usersResult.status === 'fulfilled') users.value = usersResult.value
@@ -45,7 +44,7 @@ onMounted(async () => {
       <StatsWidget label="Лекций" :value="lectures.length" icon="books" color="aqua" />
       <StatsWidget label="Записей" :value="enrollmentCount" icon="calendar-event" color="orange" />
       <StatsWidget
-        label="Отзывов в LLM"
+        label="Отзывы на проверке"
         :value="pendingReviewsCount"
         icon="message-circle"
         color="purple"
@@ -61,12 +60,6 @@ onMounted(async () => {
           Ошибка: {{ syncStatus.lastResult.error }}
         </div>
       </GlassCard>
-      <GlassCard>
-        <div class="section-title">Очередь LLM-анализа</div>
-        <div class="queue-meta">В очереди: {{ pendingReviewsCount }} отзывов</div>
-        <ProgressBar :value="Math.min(pendingReviewsCount * 10, 100)" :max="100" />
-        <div class="queue-status">Следующая проверка через 12 минут</div>
-      </GlassCard>
     </div>
   </div>
 </template>
@@ -147,14 +140,4 @@ onMounted(async () => {
   color: var(--color-error);
   margin-top: 8px;
 }
-.queue-meta {
-  font-size: 12px;
-  color: var(--color-text-secondary);
-  margin-bottom: 8px;
-}
-.queue-status {
-  font-size: 12px;
-  color: var(--color-text-secondary);
-  margin-top: 6px;
-}
 </style>

frontend/src/views/admin/AdminLLMQueueView.vue

@@ -1,170 +0,0 @@
-<script setup lang="ts">
-import { computed, onMounted, ref } from 'vue'
-import GlassCard from '@/components/ui/GlassCard.vue'
-import DataTable from '@/components/ui/DataTable.vue'
-import StatusBadge from '@/components/ui/StatusBadge.vue'
-import EmptyState from '@/components/ui/EmptyState.vue'
-import { reviewsApi } from '@/api'
-import { mapApiReview } from '@/api/mappers'
-import type { Review } from '@/types'
-
-const columns = [
-  { key: 'id', label: 'ID' },
-  { key: 'lecture', label: 'Лекция' },
-  { key: 'student', label: 'Студент' },
-  { key: 'date', label: 'Дата' },
-  { key: 'status', label: 'Статус', align: 'center' },
-  { key: 'sentiment', label: 'Sentiment', align: 'center' },
-  { key: 'quality', label: 'Качество', align: 'center' },
-  { key: 'coins', label: 'Монеты', align: 'center' },
-  { key: 'actions', label: 'Действия', align: 'right' },
-]
-
-const reviews = ref<Review[]>([])
-const loading = ref(false)
-const page = ref(1)
-const pageSize = ref(20)
-const totalCount = ref(0)
-const totalPages = ref(0)
-const error = ref('')
-
-const rows = computed(() =>
-  reviews.value.map((review) => ({
-    id: review.id,
-    lecture: review.lectureId,
-    student: review.userName,
-    date: new Date(review.createdAt).toLocaleDateString('ru-RU'),
-    status: review.status,
-    sentiment: review.sentiment,
-    quality: review.quality ?? 0,
-    coins: review.coins ?? 0,
-  })),
-)
-
-const pageStart = computed(() =>
-  totalCount.value === 0 ? 0 : (page.value - 1) * pageSize.value + 1,
-)
-const pageEnd = computed(() => Math.min(page.value * pageSize.value, totalCount.value))
-const canGoPrev = computed(() => page.value > 1)
-const canGoNext = computed(() => page.value < totalPages.value)
-
-async function fetchPending() {
-  loading.value = true
-  error.value = ''
-  try {
-    const result = await reviewsApi.pendingPage({
-      Page: page.value,
-      PageSize: pageSize.value,
-    })
-    reviews.value = result.items.map(mapApiReview)
-    totalCount.value = result.totalCount
-    totalPages.value = result.totalPages
-  } catch (err) {
-    error.value = err instanceof Error ? err.message : 'Не удалось загрузить очередь LLM.'
-  } finally {
-    loading.value = false
-  }
-}
-
-async function goToPage(nextPage: number) {
-  if (nextPage < 1 || (totalPages.value && nextPage > totalPages.value)) return
-  page.value = nextPage
-  await fetchPending()
-}
-
-async function reanalyze(id: string) {
-  await reviewsApi.reanalyze(id)
-  await fetchPending()
-}
-
-onMounted(fetchPending)
-</script>
-
-<template>
-  <div class="admin-llm page-content">
-    <div class="header">
-      <h1 class="page-title">Очередь LLM-анализа отзывов</h1>
-      <button class="btn-primary" :disabled="loading" @click="fetchPending">
-        {{ loading ? 'Загрузка...' : 'Обновить очередь' }}
-      </button>
-    </div>
-
-    <GlassCard>
-      <EmptyState v-if="error" title="Не удалось загрузить очередь" :subtitle="error" />
-      <EmptyState
-        v-else-if="!rows.length && !loading"
-        title="Очередь пуста"
-        subtitle="Нет отзывов, ожидающих LLM-анализ."
-      />
-      <div v-else class="table-section">
-        <div class="pagination-bar">
-          <span> В очереди {{ totalCount }} отзывов; показаны {{ pageStart }}–{{ pageEnd }} </span>
-          <div class="pagination-actions">
-            <button class="btn-ghost" :disabled="loading || !canGoPrev" @click="goToPage(page - 1)">
-              Назад
-            </button>
-            <span>Страница {{ page }} из {{ totalPages || 1 }}</span>
-            <button class="btn-ghost" :disabled="loading || !canGoNext" @click="goToPage(page + 1)">
-              Вперёд
-            </button>
-          </div>
-        </div>
-        <DataTable :columns="columns" :rows="rows">
-          <template #status="{ value }">
-            <StatusBadge :status="value" />
-          </template>
-          <template #quality="{ value }">
-            <span
-              :class="
-                value >= 0.7
-                  ? 'badge badge-green'
-                  : value >= 0.4
-                    ? 'badge badge-orange'
-                    : 'badge badge-red'
-              "
-            >
-              {{ value }}
-            </span>
-          </template>
-          <template #actions="{ row }">
-            <button class="btn-ghost" @click="reanalyze(row.id)">Повторить</button>
-          </template>
-        </DataTable>
-      </div>
-    </GlassCard>
-  </div>
-</template>
-
-<style scoped>
-.admin-llm {
-  display: flex;
-  flex-direction: column;
-  gap: 16px;
-}
-.header {
-  display: flex;
-  align-items: center;
-  justify-content: space-between;
-  gap: 12px;
-  flex-wrap: wrap;
-}
-.table-section {
-  display: flex;
-  flex-direction: column;
-  gap: 12px;
-}
-.pagination-bar {
-  display: flex;
-  align-items: center;
-  justify-content: space-between;
-  gap: 12px;
-  flex-wrap: wrap;
-  color: var(--color-text-secondary);
-  font-size: 13px;
-}
-.pagination-actions {
-  display: flex;
-  align-items: center;
-  gap: 8px;
-}
-</style>

frontend/src/views/admin/AdminReviewsView.vue

@@ -5,7 +5,7 @@ import DataTable from '@/components/ui/DataTable.vue'
 import StatusBadge from '@/components/ui/StatusBadge.vue'
 import EmptyState from '@/components/ui/EmptyState.vue'
 import { reviewsApi } from '@/api'
-import type { ReviewDto } from '@/api/types'
+import type { ApiReviewLlmStatus, ApiReviewSentiment, ReviewDto } from '@/api/types'
 
 const columns = [
   { key: 'id', label: 'ID' },
@@ -14,10 +14,7 @@ const columns = [
   { key: 'rating', label: 'Оценка', align: 'center' },
   { key: 'text', label: 'Текст' },
   { key: 'date', label: 'Дата' },
-  { key: 'status', label: 'LLM-статус', align: 'center' },
-  { key: 'sentiment', label: 'Sentiment', align: 'center' },
-  { key: 'quality', label: 'Quality', align: 'center' },
-  { key: 'informativeTags', label: 'Informative / tags' },
+  { key: 'analysis', label: 'Результат нейронки' },
   { key: 'actions', label: 'Действия', align: 'right' },
 ]
 
@@ -33,12 +30,32 @@ const ratingLabel: Record<string, string> = {
   Dislike: '👎 Dislike',
 }
 
+const statusFilters: Array<{ label: string; value: ApiReviewLlmStatus | 'All' }> = [
+  { label: 'Все', value: 'All' },
+  { label: 'На проверке', value: 'Pending' },
+  { label: 'Проверены', value: 'Analyzed' },
+  { label: 'Отклонены', value: 'Rejected' },
+]
+
+const sentimentLabel: Record<ApiReviewSentiment, string> = {
+  Positive: 'Позитивный',
+  Neutral: 'Нейтральный',
+  Negative: 'Негативный',
+}
+
+const sentimentClass: Record<ApiReviewSentiment, string> = {
+  Positive: 'badge-green',
+  Neutral: 'badge-orange',
+  Negative: 'badge-red',
+}
+
 const reviews = ref<ReviewDto[]>([])
 const loading = ref(false)
 const page = ref(1)
 const pageSize = ref(20)
 const totalCount = ref(0)
 const totalPages = ref(0)
+const statusFilter = ref<ApiReviewLlmStatus | 'All'>('All')
 const reanalyzingId = ref<number | null>(null)
 const error = ref('')
 const promptText = ref('')
@@ -50,28 +67,36 @@ const promptError = ref('')
 const promptSuccess = ref('')
 
 const rows = computed(() =>
-  reviews.value.map((review) => ({
-    id: review.id,
-    lecture: review.lectureTitle || `#${review.lectureId}`,
-    student: review.userName || `#${review.userId}`,
-    rating: ratingLabel[review.rating] ?? review.rating,
-    text: review.text || '—',
-    date: new Date(review.createdAt).toLocaleString('ru-RU'),
-    status: statusMap[review.llmStatus] ?? review.llmStatus,
-    rawStatus: review.llmStatus,
-    sentiment: review.sentiment,
-    quality: review.qualityScore,
-    informative: review.isInformative,
-    tags: review.llmTags ?? [],
-    informativeTags: [
-      review.isInformative === null || review.isInformative === undefined
-        ? '—'
-        : review.isInformative
-          ? 'Да'
-          : 'Нет',
-      ...(review.llmTags ?? []),
-    ].join(' / '),
-  })),
+  reviews.value.map((review) => {
+    const analysisReady = review.llmStatus === 'Analyzed'
+    const sentiment = analysisReady ? review.sentiment : null
+    const tags = analysisReady ? normalizeTags(review.llmTags) : []
+
+    return {
+      id: review.id,
+      lecture: review.lectureTitle || `#${review.lectureId}`,
+      student: review.userName || `#${review.userId}`,
+      rating: ratingLabel[review.rating] ?? review.rating,
+      text: review.text || '—',
+      date: new Date(review.createdAt).toLocaleString('ru-RU'),
+      status: statusMap[review.llmStatus] ?? review.llmStatus,
+      rawStatus: review.llmStatus,
+      analysis: review.llmStatus,
+      analysisReady,
+      analysisMessage: getAnalysisMessage(review),
+      sentiment,
+      sentimentLabel: sentiment ? sentimentLabel[sentiment] : '—',
+      sentimentClass: sentiment ? sentimentClass[sentiment] : 'badge-gray',
+      quality: analysisReady ? review.qualityScore : null,
+      qualityLabel: analysisReady ? formatQuality(review.qualityScore) : '—',
+      qualityClass: getQualityClass(analysisReady ? review.qualityScore : null),
+      informative: analysisReady ? review.isInformative : null,
+      informativeLabel: analysisReady ? formatInformative(review.isInformative) : '—',
+      informativeClass: getInformativeClass(analysisReady ? review.isInformative : null),
+      tags,
+      llmRawOutput: analysisReady ? formatRawOutput(review.llmRawOutput) : '',
+    }
+  }),
 )
 
 const pageStart = computed(() =>
@@ -93,9 +118,44 @@ const canSavePrompt = computed(
     promptText.value !== savedPromptText.value,
 )
 
+function normalizeTags(tags: string[] | null | undefined) {
+  return Array.from(new Set((tags ?? []).map((tag) => tag.trim()).filter(Boolean)))
+}
+
 function formatQuality(value: number | null | undefined) {
   if (value === null || value === undefined) return '—'
-  return Number(value).toFixed(2)
+  const numeric = Number(value)
+  if (!Number.isFinite(numeric)) return '—'
+  const score = Math.max(0, Math.min(1, numeric))
+  return `${Math.round(score * 100)}%`
+}
+
+function getQualityClass(value: number | null | undefined) {
+  if (value === null || value === undefined) return 'badge-gray'
+  if (!Number.isFinite(Number(value))) return 'badge-gray'
+  if (value >= 0.7) return 'badge-green'
+  if (value >= 0.4) return 'badge-orange'
+  return 'badge-red'
+}
+
+function formatInformative(value: boolean | null | undefined) {
+  if (value === null || value === undefined) return '—'
+  return value ? 'Информативный' : 'Неинформативный'
+}
+
+function getInformativeClass(value: boolean | null | undefined) {
+  if (value === null || value === undefined) return 'badge-gray'
+  return value ? 'badge-green' : 'badge-red'
+}
+
+function getAnalysisMessage(review: ReviewDto) {
+  if (review.llmStatus === 'Pending') return 'Ожидает обработки'
+  if (review.llmStatus === 'Rejected') return 'Отзыв отклонён нейронкой'
+  return 'Анализ завершён, данных нет'
+}
+
+function formatRawOutput(value: string | null | undefined) {
+  return value?.trim() || ''
 }
 
 async function fetchPrompt() {
@@ -144,6 +204,7 @@ async function fetchReviews() {
     const result = await reviewsApi.listPage({
       Page: page.value,
       PageSize: pageSize.value,
+      ...(statusFilter.value === 'All' ? {} : { LlmStatus: statusFilter.value }),
     })
     reviews.value = result.items
     totalCount.value = result.totalCount
@@ -155,6 +216,13 @@ async function fetchReviews() {
   }
 }
 
+async function selectStatusFilter(nextStatus: ApiReviewLlmStatus | 'All') {
+  if (statusFilter.value === nextStatus) return
+  statusFilter.value = nextStatus
+  page.value = 1
+  await fetchReviews()
+}
+
 async function goToPage(nextPage: number) {
   if (nextPage < 1 || (totalPages.value && nextPage > totalPages.value)) return
   page.value = nextPage
@@ -224,6 +292,21 @@ onMounted(() => {
     </GlassCard>
 
     <GlassCard>
+      <div class="review-toolbar">
+        <div class="status-filters" aria-label="Фильтр статуса LLM">
+          <button
+            v-for="filter in statusFilters"
+            :key="filter.value"
+            type="button"
+            :class="{ active: statusFilter === filter.value }"
+            :disabled="loading"
+            @click="selectStatusFilter(filter.value)"
+          >
+            {{ filter.label }}
+          </button>
+        </div>
+      </div>
+
       <EmptyState v-if="error" title="Не удалось загрузить отзывы" :subtitle="error" />
       <EmptyState
         v-else-if="!rows.length && !loading"
@@ -247,58 +330,33 @@ onMounted(() => {
           <template #text="{ value }">
             <span class="review-text" :title="value">{{ value }}</span>
           </template>
-          <template #status="{ value, row }">
-            <StatusBadge :status="value" />
-            <span class="raw-status">{{ row.rawStatus }}</span>
-          </template>
-          <template #sentiment="{ value }">
-            <span
-              class="badge"
-              :class="
-                value === 'Positive'
-                  ? 'badge-green'
-                  : value === 'Negative'
-                    ? 'badge-red'
-                    : 'badge-orange'
-              "
-            >
-              {{ value }}
-            </span>
-          </template>
-          <template #quality="{ value }">
-            <span
-              :class="
-                (value ?? 0) >= 0.7
-                  ? 'badge badge-green'
-                  : (value ?? 0) >= 0.4
-                    ? 'badge badge-orange'
-                    : 'badge badge-red'
-              "
-            >
-              {{ formatQuality(value) }}
-            </span>
-          </template>
-          <template #informativeTags="{ row }">
-            <div class="tags-cell">
-              <span
-                class="badge"
-                :class="
-                  row.informative
-                    ? 'badge-green'
-                    : row.informative === false
-                      ? 'badge-red'
-                      : 'badge-gray'
-                "
-              >
-                {{
-                  row.informative === null || row.informative === undefined
-                    ? '—'
-                    : row.informative
-                      ? 'Informative'
-                      : 'Not informative'
-                }}
-              </span>
-              <span v-for="tag in row.tags" :key="tag" class="badge badge-blue">{{ tag }}</span>
+          <template #analysis="{ row }">
+            <div class="analysis-cell">
+              <div v-if="!row.analysisReady" class="analysis-head">
+                <StatusBadge :status="row.status" />
+                <span class="raw-status">{{ row.rawStatus }}</span>
+              </div>
+              <div v-if="row.analysisReady" class="analysis-result">
+                <div class="analysis-metrics">
+                  <span class="badge" :class="row.qualityClass">
+                    Качество {{ row.qualityLabel }}
+                  </span>
+                  <span class="badge" :class="row.sentimentClass">{{ row.sentimentLabel }}</span>
+                  <span class="badge" :class="row.informativeClass">
+                    {{ row.informativeLabel }}
+                  </span>
+                </div>
+                <div v-if="row.tags.length" class="analysis-tags">
+                  <span v-for="tag in row.tags" :key="tag" class="badge badge-blue">{{ tag }}</span>
+                </div>
+                <span v-else class="analysis-note">Теги не найдены</span>
+                <details v-if="row.llmRawOutput" class="raw-output">
+                  <summary>Текст ответа нейронки</summary>
+                  <pre>{{ row.llmRawOutput }}</pre>
+                </details>
+                <span v-else class="analysis-note">Текст ответа нейронки не сохранён</span>
+              </div>
+              <span v-else class="analysis-note">{{ row.analysisMessage }}</span>
             </div>
           </template>
           <template #actions="{ row }">
@@ -405,8 +463,7 @@ onMounted(() => {
   vertical-align: middle;
 }
 .raw-status {
-  display: block;
-  margin-top: 4px;
+  display: inline-flex;
   color: var(--color-text-secondary);
   font-size: 11px;
 }
@@ -415,6 +472,34 @@ onMounted(() => {
   flex-direction: column;
   gap: 12px;
 }
+.review-toolbar {
+  display: flex;
+  justify-content: flex-start;
+  margin-bottom: 12px;
+}
+.status-filters {
+  display: inline-flex;
+  border: 1px solid var(--color-border-glass);
+  border-radius: 10px;
+  overflow: hidden;
+}
+.status-filters button {
+  background: var(--color-white-a70);
+  border: none;
+  color: var(--color-text-secondary);
+  cursor: pointer;
+  font-size: 13px;
+  padding: 8px 14px;
+}
+.status-filters button.active {
+  background: var(--color-primary-a18);
+  color: var(--color-primary-dark);
+  font-weight: 600;
+}
+.status-filters button:disabled {
+  cursor: wait;
+  opacity: 0.7;
+}
 .pagination-bar {
   display: flex;
   align-items: center;
@@ -429,10 +514,50 @@ onMounted(() => {
   align-items: center;
   gap: 8px;
 }
-.tags-cell {
+.analysis-cell {
   display: flex;
+  flex-direction: column;
+  gap: 6px;
+  min-width: 260px;
+}
+.analysis-head,
+.analysis-metrics,
+.analysis-tags {
+  display: flex;
+  align-items: center;
   flex-wrap: wrap;
-  gap: 4px;
-  min-width: 160px;
+  gap: 6px;
+}
+.analysis-result {
+  display: flex;
+  flex-direction: column;
+  gap: 6px;
+}
+.analysis-note {
+  color: var(--color-text-secondary);
+  font-size: 12px;
+}
+.raw-output {
+  max-width: 640px;
+}
+.raw-output summary {
+  color: var(--color-primary-dark);
+  cursor: pointer;
+  font-size: 12px;
+  font-weight: 600;
+}
+.raw-output pre {
+  margin: 6px 0 0;
+  max-height: 220px;
+  overflow: auto;
+  white-space: pre-wrap;
+  word-break: break-word;
+  border: 1px solid var(--color-border-glass);
+  border-radius: 8px;
+  background: var(--color-white-a60);
+  padding: 10px;
+  color: var(--color-text);
+  font-size: 12px;
+  line-height: 1.45;
 }
 </style>