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Н Новости

Поиск фото по текстовому описанию от Qwen3-VL

Почти у каждого есть личный фото архив, ~~бережно~~ собираемый годами. Бывает так что времени на раскидывание фото по нужным папкам для быстрого поиска, не хватает. И этот фото архив представляет из себя мягко говоря свалку до которой никак не доходят руки.

Как бы сделать так, что бы опять ничего не делать, но быстро найти нужное фото? Написать человеческий запрос "корабль на берегу моря" и быстро получить результат в виде нескольких фото где есть корабль, берег и море. Или написать "новый год" и получить все фото так или иначе связанные с новым годом.

Для этого нам понадобится: мультимодальная модель которая умеет описывать изображение, векторная БД для хранения и поиска по текстовому запросу, и embedding модель для генерации эмбеддингов из текста для векторной БД. Фактически мы просто "опишем" каждое фото в определенной папке и запишем информацию в векторную БД, для последующего поиска. Сам фото архив физически не будет никак изменен. Даже если у вас огромный фото архив на медленных HDD, мы не будем производить никаких изменений в файловой системе, тем самым нет риска как-то испортить сам архив. "Описание" можно производить бесконечное количество раз.

Примерная схема

Знакомьтесь, ImageBrowserAI

Для начала, необходимо сделать более менее удобный интерфейс по типу браузера, но для изображений. И фоточки посмотреть, и дерево папок вывести. Интерфейс в процессе разработки неоднократно менялся. В итоге, самым удобным вариантом оказалось окно разделенное на три части: слева дерево папок, посередине - превью изображений, справа - описание. Там же: вывод полного текущего пути, и поле для поиска по текстовому описанию, с указанием "порога поиска". Что такое "порог поиска" - об этом, дальше.

ImageBrowserAI, готовый вариант

Вводные данные

Для реализации текстового поиска по фото необходимо:

Установить LM Studio (или любой другой сервер позволяющий загрузить ИИ модели через OpenAI API)
Скачать (в LM Studio) мультимодальную модель Qwen3-VL 30B, и embedding модель nomic-embed-text-v2-moe-GGUF.
Скачать, распаковать, и запустить Qdrant-x86_64-pc-windows-msvc.zip. Всего один файл qdrant.exe. Для работы создает файлы и папки там же где находится.

Как настраивать LM Studio в качестве сервера ИИ моделей можно прочитать в статье Открываем RAG и интернет для LM Studio (см. "Включаем сервер моделей в LM Studio").

Реализация

Итак. Устанавливаем через NuGet пакет OpenAI. Создаем клиент descriptionOpenAiClient.

Создаем клиент

var DescriptionApiKey = new System.ClientModel.ApiKeyCredential("ApiKey");
var descriptionOpenAiClient = new OpenAIClient(DescriptionApiKey, new OpenAIClientOptions
{
    //такой эндпоинт у локально установленного LM Studio
    Endpoint = new Uri("http://localhost:1234/v1/"),
    //таймаут
    NetworkTimeout = TimeSpan.FromSeconds(30)
});

Первым делом нам необходимо передать фото модели для описания. В статье Алиса, подвинься я уже пробовал сделать запрос к мультимодальной модели для описания изображения. У нас будет немного другой вариант: мы будем передавать массив байт.

Отправляем файл для описания

// byte[] image - массив байт изображения в формате jpeg
var imageContent = ChatMessageContentPart.CreateImagePart(new BinaryData(image), "image/jpeg");
var textContent = ChatMessageContentPart.CreateTextPart("Please describe image shortests in russian");

var chatMessages = new[]
{
    new UserChatMessage(imageContent, textContent)
};

var response = await descriptionOpenAiClient.GetChatClient("qwen/qwen3-vl-30b").CompleteChatAsync(chatMessages);
return response.Value.Content[0].Text;

Таким образом мы формируем запрос в виде массива изображения и промпта, в котором собственно и просим модель описать фото в таком формате, который нам необходим. В нашем случае что то типа такого: "Please describe image shortests in russian".

Но прежде чем передать модели содержимое фото, необходимо его уменьшить, иначе модель может такое не переварить. Достаточно уменьшить до 256, ну или 512 пикселей для лучшего распознавания текста на фото. Уменьшать лучше с учетом масштабирования.

Векторная БД. Qdrant

Описание, выданное моделью, необходимо сохранить в векторную БД. Для работы с ней необходим клиент. Устанавливаем через NuGet пакет Qdrant.Client.

Подключаемся к БД через компонент, создаем коллекцию, в которой будем хранить описание фото.

Создаем коллекцию

// подключаемся к БД
var qdrantClient = new QdrantClient(address: new Uri("http://localhost:6333"), apiKey: "-");

// создаем коллекцию если еще не создана
qdrantClient.CreateCollectionAsync(
        collectionName: "collection_name",
        vectorsConfig: new VectorParams { Size = 768, Distance = Distance.Dot },
        // Дополнительные параметры конфигурации индекса
        hnswConfig: new HnswConfigDiff
        {
            M = 64,             // Количество связей на узел (увеличивает точность и память)
            EfConstruct = 100,  // Размер списка соседей во время построения индекса (влияет на качество индексации)
            OnDisk = true       // Сохранение индекса на диск для экономии RAM при больших объемах
        }
 );

Что это за магическое значение параметра Size = 768? Это размер вектора который выдает embedding модель. У каждой модели она разная. Необходимо этот параметр искать в карточке модели. Если указать размер в настройках коллекции не такой, какую выдает модель - сохранить описание в БД не получится.

Теперь можно сохранить описание фото.

Сохраняем описание в Qdrant

// генерируем эмбеддинги из текстового описания
var vectors = await GenerateVectorAsync("описание фото");

// формируем структуру для сохранения
var point = new PointStruct
{
    // уникальный uid записи
    Id = new PointId { Uuid = GenerateGuidFromString(imagePath).ToString() },
    // вектора
    Vectors = vectors.ToArray(),
    // а это - полезная нагрузка
    // здесь мы указываем имя файла, текстовое описание, и т.д.
    Payload =
    {
        ["image_path"] = imagePath,
        ["description"] = description,
        ["file_size"] = fileInfo.Length,
        ["creation_time"] = fileInfo.CreationTimeUtc.ToString("o"),
        ["last_write_time"] = fileInfo.LastWriteTimeUtc.ToString("o")
    }
};

// сохраняем
await qdrantClient.UpsertAsync("collection_name", new[] { point });

Может так случиться, что описание одного файла производится параллельно, и в БД может вставиться две или более записи об одном файле. Что бы этого избежать, необходимо уникальный идентификатор Uuid формировать на основе полного имени файла. Для этого здесь используется функция GenerateGuidFromString.

Что бы получить информацию из Qdrant по имени файла, достаточно указать имя файла, которое мы сохраняли в полезной нагрузке (Payload) с именем поля image_path.

Получаем информацию по имени файла

// ищем по имени файла
var points = await qdrantClient.ScrollAsync(
    collectionName: "collection_name",
    filter: new Filter
    {
        Must = { new Condition { Field = new FieldCondition { Key = "image_path", Match = new Match { Text = fullImagePath } } } }
    },
    limit: 1 // Нам нужен только один результат
);

var firstPoint = points.Result.FirstOrDefault();

// вся информация о файле
filename = firstPoint.Payload["image_path"].StringValue,
description = firstPoint.Payload["description"].StringValue,
creation = firstPoint.Payload["creation_time"].StringValue,
lastWrite = firstPoint.Payload["last_write_time"].StringValue,
size = firstPoint.Payload["file_size"].IntegerValue

Ну а теперь, поиск по текстовому описанию пользователя.

Поиск по текстовому запросу

// генерируем эмбеддинги из текста
var data = (await GenerateVectorAsync("поле с ромашками")).ToArray();

// поиск
var points = await qdrantClient.QueryAsync(
    collectionName: "collection_name",
    query: data,
    scoreThreshold: 0.2f //порог
);

Когда мы ищем в векторной БД какую то информацию, нам возвращается результат, близкий к запросу. Чем ближе результат к пользовательскому запросу, тем больше у него Score - некий индикатор "близости" результата к запросу. Чем больше - тем лучше. Результат ниже 0.2f можно проигнорировать. Параметр scoreThreshold - как раз тот самый "порог поиска", ниже которого векторная БД не будет выдавать результат, т.к. он нам не нужен.

Дополнительно, для ускорения поиска в Qdrant желательно добавить индекс.

Создание индекса

await qdrantClient.CreatePayloadIndexAsync(
      collectionName: "collection_name",
      fieldName: "image_path"
);

Весь функционал для удобства находится в классе ImageProcessor.

ImageProcessor.cs

//https://github.com/virex-84

using OpenAI;
using OpenAI.Chat;
using Qdrant.Client;
using Qdrant.Client.Grpc;
using System.Drawing.Imaging;
using System.Security.Cryptography;
using System.Text;

namespace ImageBrowserAI
{
    /// <summary>
    /// Класс для поиска, описания и сохранения фото в Qdrant
    /// </summary>
    public class ImageProcessor
    {
        public string Prompt { get; set; } = "Please describe the following image.";

        private readonly Options _options;
        private readonly SemaphoreSlim _semaphore;
        private readonly QdrantClient _qdrantClient;
        private readonly OpenAIClient _descriptionOpenAiClient;
        private readonly OpenAIClient _embeddOpenAiClient;

        public event ImageEventHandler ProcessImageComplete;
        public delegate Task ImageEventHandler(object? sender, string filename);

        public event EventHandler<ScanProgressEventHandler> ScanProgressEvent;
        public class ScanProgressEventHandler : EventArgs
        {
            public int progress { get; }
            public int max { get; }
            public ScanProgressEventHandler(int progress, int max) { this.progress = progress; this.max = max; }
        }

        /// <summary>
        /// Результат поиска
        /// </summary>
        public class SearchResult
        {
            public string filename { get; set; }
            public string description { get; set; }
            public long size { get; set; }
            public string creation { get; set; }
            public string lastWrite { get; set; }
            public float score { get; set; }
        }

        /// <summary>
        /// Настройки
        /// </summary>
        public class Options
        {
            public string DescriptionModelUri { get; set; } = "";
            public string DescriptionModelName { get; set; } = "";
            public string DescriptionModelApiKey { get; set; } = "";
            public double DescriptionModelTimeOutSec { get; set; } = 10;

            public string EmbeddModelUri { get; set; } = "";
            public string EmbeddModelName { get; set; } = "";
            public string EmbeddModelApiKey { get; set; } = "";
            public double EmbeddModelTimeOutSec { get; set; } = 10;
            public Size MaxImageSize { get; set; } = new Size(256, 256);

            public Uri QDrantUri { get; set; } = new Uri("http://localhost:6333");
            public string QDrantApiKey { get; set; } = "";
            public string QDrantCollectionName { get; set; } = "";
            public ulong QDrantVectorSize { get; set; } = 768;
        }

        public ImageProcessor(int maxConcurrency, Options options, string prompt)
        {
            _options = options ?? throw new ArgumentNullException(nameof(options));
            _semaphore = new SemaphoreSlim(maxConcurrency, maxConcurrency);
            Prompt = prompt ?? Prompt;

            // Initialize QDrant client
            _qdrantClient = new QdrantClient(address: _options.QDrantUri, apiKey: _options.QDrantApiKey);

            _qdrantClient.CreateCollectionAsync(
                    _options.QDrantCollectionName,
                    new VectorParams { Size = _options.QDrantVectorSize, Distance = Distance.Dot },
                    // Дополнительные параметры конфигурации индекса
                    hnswConfig: new HnswConfigDiff
                    {
                        M = 64,             // Количество связей на узел (увеличивает точность и память)
                        EfConstruct = 100,  // Размер списка соседей во время построения индекса (влияет на качество индексации)
                        OnDisk = true       // Сохранение индекса на диск для экономии RAM при больших объемах
                    }
                );

            // Initialize OpenAI client
            var DescriptionApiKey = new System.ClientModel.ApiKeyCredential(_options.DescriptionModelApiKey);
            _descriptionOpenAiClient = new OpenAIClient(DescriptionApiKey, new OpenAIClientOptions
            {
                Endpoint = new Uri(_options.DescriptionModelUri),
                NetworkTimeout = TimeSpan.FromSeconds(_options.DescriptionModelTimeOutSec)
            });

            var EmbeddApiKey = new System.ClientModel.ApiKeyCredential(_options.EmbeddModelApiKey);
            _embeddOpenAiClient = new OpenAIClient(EmbeddApiKey, new OpenAIClientOptions
            {
                Endpoint = new Uri(_options.EmbeddModelUri),
                NetworkTimeout = TimeSpan.FromSeconds(_options.EmbeddModelTimeOutSec)
            });
        }

        /// <summary>
        /// Создаем индекс
        /// </summary>
        public async Task CreateIndex(string fieldName)
        {
            await _qdrantClient.CreatePayloadIndexAsync(
                collectionName: _options.QDrantCollectionName,
                fieldName: fieldName
            /*
             * https://qdrant.tech/documentation/concepts/indexing/
            schemaType: PayloadSchemaType.Text, //полнотекстовый поиск
            indexParams: new PayloadIndexParams
            {
                IntegerIndexParams = new()
                {
                    Lookup = true, //поддерживает прямой поиск с помощью фильтров Match.
                    Range = false
                }
            }
            */
            );
        }

        /// <summary>
        /// Сканирует одну директорию параллельно, не блокируя вызывающий поток.
        /// </summary>
        public void Scan(string path)
        {
            if (string.IsNullOrEmpty(path))
                throw new ArgumentException("Path cannot be null or empty", nameof(path));

            if (!Directory.Exists(path))
                throw new DirectoryNotFoundException($"Directory not found: {path}");

            // Запускаем обработку в фоновом режиме ("fire-and-forget")
            _ = Task.Run(async () =>
            {
                await _semaphore.WaitAsync();
                try
                {
                    var imageFiles = Directory.GetFiles(path, "*.*", SearchOption.TopDirectoryOnly)
                        .Where(file => IsImageFile(file))
                        .ToList();

                    var tasks = imageFiles.Select(file => ProcessImageAsync(file)).ToArray();
                    await Task.WhenAll(tasks);
                }
                finally
                {
                    _semaphore.Release();
                }
            });
        }

        /// <summary>
        /// Рекурсивно сканирует директорию и все поддиректории, обрабатывая изображения последовательно.
        /// </summary>
        public async Task Scan2(string path, bool rescan, CancellationToken token)
        {
            if (string.IsNullOrEmpty(path))
                throw new ArgumentException("Path cannot be null or empty", nameof(path));

            if (!Directory.Exists(path))
                throw new DirectoryNotFoundException($"Directory not found: {path}");

            // 1. Получаем плоский список всех изображений один раз
            var allImageFiles = Directory.EnumerateFiles(path, "*.*", SearchOption.AllDirectories)
                .Where(file => IsImageFile(file))
                .ToList();

            int totalFiles = allImageFiles.Count;
            int processedFiles = 0;

            // 2. Сообщаем о начале и общем количестве
            ScanProgressEvent?.Invoke(this, new ScanProgressEventHandler(0, totalFiles));

            // 3. Последовательно обрабатываем каждый файл
            foreach (var imageFile in allImageFiles)
            {
                token.ThrowIfCancellationRequested();

                try
                {
                    await ProcessImageAsync(imageFile, rescan);
                }
                catch
                {
                    // Пробрасываем исключение дальше, чтобы сохранить стек вызовов
                    throw;
                }

                processedFiles++;
                // 4. Обновляем прогресс
                ScanProgressEvent?.Invoke(this, new ScanProgressEventHandler(processedFiles, totalFiles));
            }
        }

        /// <summary>
        /// Загружает фото в визуальную модель, сохраняет полученное описание в Qdrant
        /// </summary>
        private async Task ProcessImageAsync(string imagePath, bool rewrite = false)
        {
            if (string.IsNullOrEmpty(imagePath)) return;

            try
            {
                // Проверяем, существует ли уже описание
                if (!rewrite)
                {
                    var existingDesc = await GetDescription(imagePath);
                    if (existingDesc != null) return;
                }

                // Уменьшаем избражение
                var fileInfo = new FileInfo(imagePath);
                using var resizedImage = ResizeImage(imagePath, _options.MaxImageSize);
                using var stream = new MemoryStream();
                resizedImage.Save(stream, ImageFormat.Jpeg);
                var imageBytes = stream.ToArray();

                // Получаем описание
                var description = await GetImageDescriptionAsync(imageBytes);

                // Сохраняем описание
                await SaveDescriptionToQDrantAsync(imagePath, description, fileInfo);

                ProcessImageComplete?.Invoke(this, imagePath);
            }
            catch (Exception ex)
            {
                // Логируем ошибку, но продолжаем обработку других изображений
                // Console.WriteLine($"Error processing image {imagePath}: {ex.Message}");
                ProcessImageComplete?.Invoke(this, imagePath);
            }
        }

        /// <summary>
        /// Уменьшение изображения
        /// </summary>
        private Bitmap ResizeImage(string imagePath, Size maxSize)
        {
            using var originalImage = System.Drawing.Image.FromFile(imagePath);
            var ratioX = (double)maxSize.Width / originalImage.Width;
            var ratioY = (double)maxSize.Height / originalImage.Height;
            var ratio = Math.Min(ratioX, ratioY);

            var newWidth = (int)(originalImage.Width * ratio);
            var newHeight = (int)(originalImage.Height * ratio);

            var resizedImage = new Bitmap(newWidth, newHeight);
            using (var graphics = Graphics.FromImage(resizedImage))
            {
                graphics.InterpolationMode = System.Drawing.Drawing2D.InterpolationMode.HighQualityBicubic;
                graphics.DrawImage(originalImage, 0, 0, newWidth, newHeight);
            }
            return resizedImage;
        }

        /// <summary>
        /// Передаем визуальной модели изображение, получаем описание
        /// </summary>
        private async Task<string> GetImageDescriptionAsync(byte[] image)
        {
            var imageContent = ChatMessageContentPart.CreateImagePart(new BinaryData(image), "image/jpeg");
            var textContent = ChatMessageContentPart.CreateTextPart(Prompt);

            var chatMessages = new[]
            {
                new UserChatMessage(imageContent, textContent)
            };

            var response = await _descriptionOpenAiClient.GetChatClient(_options.DescriptionModelName).CompleteChatAsync(chatMessages);
            return response.Value.Content[0].Text;
        }

        /// <summary>
        /// Сохраняем описание в Qdrant
        /// </summary>
        private async Task SaveDescriptionToQDrantAsync(string imagePath, string description, FileInfo fileInfo)
        {
            var vectors = await GenerateVectorAsync(description);

            var point = new PointStruct
            {
                Id = new PointId { Uuid = GenerateGuidFromString(imagePath).ToString() },
                Vectors = vectors.ToArray(),
                Payload =
                {
                    ["image_path"] = imagePath,
                    ["description"] = description,
                    ["file_size"] = fileInfo.Length,
                    ["creation_time"] = fileInfo.CreationTimeUtc.ToString("o"),
                    ["last_write_time"] = fileInfo.LastWriteTimeUtc.ToString("o")
                }
            };

            await _qdrantClient.UpsertAsync(_options.QDrantCollectionName, new[] { point });
        }

        /// <summary>
        /// Генерация уникального идентификатора на основе имени файла
        /// </summary>
        public static Guid GenerateGuidFromString(string input)
        {
            if (string.IsNullOrEmpty(input))
                throw new ArgumentNullException(nameof(input));

            byte[] bytes = Encoding.UTF8.GetBytes(input);
            byte[] hash;
            using (SHA1 sha1 = SHA1.Create())
            {
                hash = sha1.ComputeHash(bytes);
            }

            byte[] guidBytes = new byte[16];
            Array.Copy(hash, 0, guidBytes, 0, 16);
            guidBytes[6] = (byte)((guidBytes[6] & 0x0F) | 0x50);
            guidBytes[8] = (byte)((guidBytes[8] & 0x3F) | 0x80);

            return new Guid(guidBytes);
        }

        /// <summary>
        /// Генерация эмбеддингов из текста
        /// </summary>
        private async Task<ReadOnlyMemory<float>> GenerateVectorAsync(string text)
        {
            var response = await _embeddOpenAiClient.GetEmbeddingClient(_options.EmbeddModelName).GenerateEmbeddingAsync(text);
            return response.Value.ToFloats();
        }

        /// <summary>
        /// Определение является ли файл изображением
        /// </summary>
        private static bool IsImageFile(string filePath)
        {
            var extension = Path.GetExtension(filePath)?.ToLowerInvariant();
            return extension switch
            {
                ".bmp" or ".jpg" or ".jpeg" or ".png" or ".gif" or ".tiff" or ".tif" or ".ico" => true,
                _ => false
            };
        }

        /// <summary>
        /// Получаем описание из Qdrant по полному пути файла
        /// </summary>
        public async Task<SearchResult?> GetDescription(string fullImagePath)
        {
            if (string.IsNullOrEmpty(fullImagePath) || !File.Exists(fullImagePath))
                return null;

            try
            {
                var points = await _qdrantClient.ScrollAsync(
                    collectionName: _options.QDrantCollectionName,
                    filter: new Filter
                    {
                        Must = { new Condition { Field = new FieldCondition { Key = "image_path", Match = new Match { Text = fullImagePath } } } }
                    },
                    limit: 1 // Нам нужен только один результат
                );

                var firstPoint = points.Result.FirstOrDefault();
                if (firstPoint != null)
                {
                    return new SearchResult()
                    {
                        filename = firstPoint.Payload["image_path"].StringValue,
                        description = firstPoint.Payload["description"].StringValue,
                        creation = firstPoint.Payload["creation_time"].StringValue,
                        lastWrite = firstPoint.Payload["last_write_time"].StringValue,
                        size = firstPoint.Payload["file_size"].IntegerValue
                    };
                }

                return null;
            }
            catch (Exception ex)
            {
                Console.WriteLine($"Error retrieving description for {fullImagePath}: {ex.Message}");
                return null;
            }
        }

        /// <summary>
        /// Поиск в Qdrant по текствому описанию
        /// </summary>
        public async Task<List<SearchResult>?> Search(string text, float? scoreThreshold)
        {
            var data = (await GenerateVectorAsync(text)).ToArray();

            var points = await _qdrantClient.QueryAsync(
                collectionName: _options.QDrantCollectionName,
                query: data,
                searchParams: new SearchParams
                {
                    // HNSW для поиск 
                    // Чем выше значение, тем точнее поиск (лучше recall), но медленнее. 
                    // Должен быть больше, чем M * 2. 
                    // Хорошие стартовые значения: 64, 100, 128.
                    // HnswEf = 100,

                    Acorn = new AcornSearchParams
                    {
                        Enable = true,
                        MaxSelectivity = 0.7
                    }
                },
                scoreThreshold: scoreThreshold
            );

            if (points.Any())
            {
                return points.Select(x => new SearchResult()
                {
                    filename = x.Payload["image_path"].StringValue,
                    description = x.Payload["description"].StringValue,
                    creation = x.Payload["creation_time"].StringValue,
                    lastWrite = x.Payload["last_write_time"].StringValue,
                    size = x.Payload["file_size"].IntegerValue,
                    score = x.Score
                }).ToList();
            }

            return null;
        }
    }
}

Вернемся к ImageBrowserAI

Программа состоит из 3 вкладок: Изображения, Сканировать, Настройки.

В первой вкладке можно бродить по файловой системе, искать изображения по текстовому описанию. При заходе в папку с изображениями - программа автоматически их сканирует для формирования описания.

Для поиска среди фото, для наглядности добавил цветовую индикацию: чем ближе "похожесть" (Score) к 0.4f и выше - тем зеленее. Чем хуже "похожесть", в плоть до 0 - тем ближе к красному цвету. Регулировать поиск можно специально добавленным параметром "Порог поиска" обрезающим результаты ниже этого порога.

Изображения

Во вкладке "Сканировать" - можно выбрать конкретную папку и сканировать всё что в ней находится, в том числе и во вложенных подпапках.

Сканировать

С настройками и так все понятно. Чем больше размер для visual модели - тем лучше распознавание (особенно для текста), но медленнее обработка одного фото. Размер вектора - нужно узнавать у Embedding модели. Все настройки для подключения к моделям и Qdrant указаны для локально развернутого LM Studio и Qdrant. Кнопка "Применить" работает только для до закрытия программы. Сохранения настроек не реализовывал. От промпта зависит то как будет обрабатывать фото визуальная модель: очень кратко и быстро, или очень подробно но медленно. Да, тут наверно не хватает параметра "Температура".

Если указать "таймаут (сек)" для визуальной модели слишком маленький, то при первой ("холодной") загрузке модели в LM Studio, компонент OpenAIClient может прервать подключение, если модель грузится дольше чем этот таймаут. К примеру модель размером 19.64 GB у меня в ОЗУ загружается как раз к 30 секундам.

Настройки

Таким образом программу можно настроить на любые OpenAI совместимые удаленные сервера, если вам не жалко своей приватности.

А вот так ведет себя LM Studio при сканировании фото.

LM Studio

Что еще можно сделать

Конечно это самая простая наивная реализация текстового поиска среди фото. Никто не мешает расширить точность поиска с помощью классификации фото: жанр, стиль, объект, тема (природа, еда, люди и т.д.). Достаточно сформировать промпт для визуальной модели, дополнительно генерирующий в шаблонном виде класс. И этот класс можно добавить в полезную нагрузку (Payload), либо добавить новые коллекции, в которые можно включать определенные фото. В полезную нагрузку можно сохранять небольшое превью фото для удобства, если не хочется лишний раз считывать найденное изображение с медленного HDD.

Еще можно попробовать реализовать поиск по лицу, если предусмотреть извлечение и сохранение "отпечатка" лица в векторную БД. Что для этого использовать: OpenCL или отдельную face detect модель - решать вам.

Проект и релиз можно забрать здесь: https://github.com/virex-84/ImageBrowserAI

А на сегодня всё.

Источник

Теги

ICO

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Новости

Дата

30 нояб. 2025 г.

22.06.26 21:51 kimberlyhebert786

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
24.06.26 01:25 Fraddy Pual

I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +1603512144 8| Telegram: @Fundsretriever
24.06.26 01:27 Fraddy Pual

I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever
24.06.26 01:28 Fraddy Pual

I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever.
24.06.26 01:58 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.06.26 01:58 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.06.26 14:16 Universina da Mota

Becoming a victim of an investment scam is never anyone's intention it often happens because fraudsters exploit trust and a lack of awareness. I would like to express my sincere gratitude to the dedicated team at ResQpro for their professionalism and commitment to helping victims of online investment fraud. Their efforts in assisting individuals with the recovery of stolen assets and holding scammers accountable are truly commendable. If you need assistance or would like to learn more, you can contact them through: Email: [email protected] Alternative Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146
24.06.26 14:21 Elizabeth Thompson

If you believe you have been the victim of an investment scam, it is important to act promptly and gather all relevant information. Keep records of transaction receipts, wallet addresses, communication logs, account details, and any other evidence related to the incident. Providing accurate documentation can help investigators, financial institutions, legal professionals, or recovery specialists review your case and determine what options may be available. Be cautious of anyone who guarantees the recovery of lost funds or requests large upfront payments. For additional information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146
24.06.26 15:33 Júlia Castro

If you have fallen victim to an investment scam, it is important to act quickly and gather all available evidence related to the incident. This may include transaction records, wallet addresses, screenshots of conversations, emails, account details, and any information connected to the individuals or entities involved. Having complete documentation can help professionals assess your situation and explore possible recovery options. Always exercise caution when seeking assistance and carefully verify the credentials of any service provider before proceeding. For further information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146
24.06.26 22:01 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.06.26 22:01 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
25.06.26 21:13 Emilie Safi

A fraudulent investment scheme operated by BTCMining.limited functions as a fake return scam. In this setup, scammers lure victims with false promises of high returns. Through manipulative tactics, they gain individuals' trust and convince them to invest, ultimately leading to financial loss. If you have ever faced a cyber threat or fallen victim to an online crypto scam and need to reach the authorities, I recommend contacting [email protected], [email protected], WhatsApp +19852969146, telegram @resqprofirm. They are a legitimate team that helps victims of online crypto scams using advanced tools.
25.06.26 21:25 Emilie Safi

So I ended up losing $38,000 to this platform. At first, they kept asking me to put in more money so I could get into my portfolio. I did that, but then they wouldn’t let me withdraw anything—just kept asking for more deposits. It got way too suspicious, so I stopped. I found this company called ResQProfirm on Google and told them what happened. They got in touch, asked me to walk them through everything, and I gave them all the proof I had. They did an amazing job tracking down my money and getting it back. Big thanks to them at [email protected] and on WhatsApp at +19852969146. Please be careful out there and always research before investing.
26.06.26 01:04 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.06.26 01:04 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.06.26 02:48 Miriam Rocha

I trusted this platform with $120,000 of my hard-earned money. Then they started asking for more deposits just so I could access my own portfolio. I paid, but every withdrawal request was denied. They kept pushing for more money. I finally stopped it just felt wrong. Desperate, I found ResQProfirm on Google. They didn't just hear me out; they truly listened. I shared all my proof, and they launched an investigation. Thanks to their hard work, they tracked and returned my funds. From the bottom of my heart, thank you to [email protected] and their WhatsApp +19852969146. Please stay safe and always verify a platform before investing
26.06.26 02:52 Miško Bakić

I got my $232,000 refund thanks to [email protected] and WhatsApp +19852969146. Highly recommended for anyone in a similar situation.
26.06.26 02:56 Asunción Herrera

A recovery of $48,330 was facilitated by [email protected]. Individuals who have experienced financial fraud may consider contacting this service.
26.06.26 15:05 Riley Stephens

If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [ResQProFirm @Gmail|•|com], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>.
26.06.26 15:09 Antonio Riley

Withdrawal troubles shouldn’t stress you out. I faced a similar problem, and this firm stepped in and recovered my funds. Their support truly mattered. Contact them: [[email protected], ResQprofirm @aol.com], Telegram: ResQprofirm, WhatsApp: +19852969146.
28.06.26 00:37 kimberlyhebertt673

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
28.06.26 00:37 kimberlyhebertt673

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
29.06.26 11:57 Lisadonato0726

For 43 years, I struggled with bad credit due to my own poor decisions, and my credit score was around 490. When my girlfriend and I decided to buy a house, a mortgage broker informed us that it would be impossible to secure a mortgage with my credit score. As a result, she referred me to a company called HACK MAVENS CREDIT SPECIALIST, assuring me of their professionalism and ability to assist with credit improvement. Upon contacting them, I was impressed by their professionalism and they assured me that they could help. In less than 6 days, my credit score skyrocketed to 785, and they also successfully resolved issues in my credit report, including the bankruptcy. I am incredibly satisfied with their service and would highly recommend HACK MAVENS CREDIT SPECIALIST for reliable credit repairs. You can reach them at H A C K M A V E N S 5 [AT] G M A I L [DOT] COM or at [+] [1] [2 0 9] [4 1 7] – [1 9 5 7]. Thanks to their help, my girlfriend and I are now proud homeowners.
29.06.26 22:37 riley777

Back in 2025, I watched my life savings vanish. A thief took every cent. I felt desperate and went looking for a way to get it back. I found a guy here who said he was an expert haha. He talked about special software that could find my missing cash. I trusted him. That was a big mistake. He was just another scammer. I paid him a software fee and then he just stopped answering my texts and ran off with my money too. I felt so ashamed that I kept quiet about it for months. It is hard to admit you got fooled twice. Later on, I found a real pro. she did not use a fancy sales pitch. she just looked at the trans screenshots and followed the path the money took. she worked fast and got my funds back into my account. Having that money back changed everything. I can sleep again. her info; [email protected]. Call/chatroom on Whtasapp/ +44 7476618364.
30.06.26 15:08 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
30.06.26 15:08 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
02.07.26 01:22 Lieneke Bonnema

I highly recommend ResQprofirm for their professional asset recovery services of my $120,000 scammed funds. Their expertise, professionalism, and commitment to achieving results make them a reliable choice for anyone seeking dependable recovery assistance. [email protected], WhatsApp +19852969146, telegram @resqprofirm
02.07.26 01:26 Clara Morin

I want to extend my deepest appreciation for showing that circumstances do not define one’s potential for greatness. Your support has been a major source of inspiration during my trading journey, and I am sincerely grateful for your insight and mentorship. Thank you so much. [email protected], WhatsApp +19852969146, telegram ResQprofirm
02.07.26 01:31 Robin Hale

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04.07.26 15:32 Fraddy Pual

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05.07.26 14:44 lydiassmith567

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05.07.26 14:44 lydiassmith567

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06.07.26 16:20 Olga Ognjanović

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06.07.26 16:31 Joseph Weigl

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06.07.26 16:33 Jaran Løvlien

A heartfelt thank you to RESQPRO FIRM for their commitment and professionalism throughout the investigation of my case. Their team worked diligently and helped recover assets valued at $88,000, which were returned to my wallet. I truly appreciate their support, clear communication, and dedication, and I'm grateful for the assistance I received. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146
07.07.26 18:00 robertalfred175

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07.07.26 18:01 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
09.07.26 19:06 Toivo Walli

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09.07.26 19:10 Misty Alexander

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12.07.26 03:33 Pahal Mathew

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13.07.26 23:49 [email protected]

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15.07.26 11:53 Sarah Green

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16.07.26 21:38 patricialovick86

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16.07.26 21:38 patricialovick86

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17.07.26 19:24 laimqq90

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17.07.26 20:12 martinsjude080

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18.07.26 17:12 Malthe Larsen

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18.07.26 17:42 پریا رضایی

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18.07.26 23:51 bernalzenaida

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19.07.26 04:10 Fraddy Pual

I can't thank Fundsretriever enough for everything they did for me. My name is Vanessa Conway, and I'm here to tell you my story of how I recovered money I never thought I'd see again. A few months ago, I put a significant amount of money into what looked like a genuine online investment company. At first, it felt real—they showed me fake profits and convinced me to invest even more. But when I tried to cash out, they went quiet and started asking for extra fees. That's when it hit me—I had been scammed. I was heartbroken, frustrated, and didn't know where to turn. That money was my savings—months of hard work gone. Then I found Fundsretriever online. I reached out, hoping for a miracle. Right away, their team made me feel heard. They were responsive, knowledgeable, and walked me through everything. They didn't just take my case—they took it seriously and kept me in the loop every step of the way. I finally felt like I had real experts fighting for me. And guess what? They actually got my money back. It wasn't instant, and it took teamwork, but it happened. When I saw those funds returned, I cried with joy. I'm sharing this so that anyone else out there who's been scammed knows—don't lose hope. Do your research before investing, and stay far away from platforms that promise too much too fast. And if you've already been stung, don't wait—get professional help immediately. Thank you, Fundsretriever, from the bottom of my heart. You didn't just recover my money—you restored my faith. — Vanessa Conway 📧 [email protected] 📱 WhatsApp: +16035121448 💬 Telegram: @Fundsretriever
19.07.26 19:53 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
19.07.26 19:53 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
19.07.26 19:54 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
30.07.26 00:04 Ahmed

A really cool analysis, thank you. I was especially struck by how strictly the order is defined: data processing and formatting come first, with color only at the very end. This really saves you from the typical mistake of "first a pretty palette, then we figure out what the chart is for." And the palette validator with OKLCH + colorblindness check is absolutely fantastic; you almost never see that in regular tools. By the way, while reading about rank-trajectory and the logarithmic scale, I immediately remembered how convenient it is to analyze dynamics on charts in ExpertOption—I've been trading there for quite some time now. When the data is well visualized, decisions are noticeably easier and more relaxed. I also liked the point about "no more than eight colors" and the dual-axis ban. Strict restrictions sometimes actually produce better results than complete freedom. I'll try this approach myself.
30.07.26 17:27 wendytaylor015

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30.07.26 17:27 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
31.07.26 16:21 rssllhrnsb

I learned an important lesson after investing in what appeared to be a genuine opportunity. Unfortunately, I was unable to access my funds, which reinforced the importance of carrying out thorough due diligence, checking whether an investment is appropriately regulated, and seeking qualified professional advice rather than relying solely on online reviews or testimonials. During the process of addressing my case, I worked with Mrs. Doris Ashley, who communicated clearly, provided regular updates, and handled the matter in a professional manner. According to my experience, I have recovered $50,000 so far, while efforts to resolve the remaining balance are still in progress. If you wish to contact her, the details I used are: Mrs. Tatiana Sorina TEXT : (tatianasorina06 at G.Ma IL ..c 0 m ) Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.
01.08.26 15:05 keithwilson9899

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01.08.26 15:05 keithwilson9899

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03.08.26 20:05 Philip

I was a victim of a crypto theft involving a Pink Drainer, which resulted in the theft of my Wrapped Bitcoin (WBTC) from my Polygon network. The experience was incredibly frustrating and distressing, as I had no idea how to recover my funds. Unfortunately, by the time I noticed the theft, the funds had already been drained to an address that I had no control over, making it seem like an irreversible situation.The attack happened when I clicked on what appeared to be a legitimate link. I didn’t realize at the time that it was a phishing attempt designed to siphon off my private keys and access my wallet. The Pink Drainer, a type of malicious script used by attackers, is specifically designed to exploit such vulnerabilities in crypto wallets. The moment I realized that my WBTC had been drained from my Polygon network. I felt completely helpless, as I didn’t have direct access to the thief's address, and there was no way to reverse the transaction on my own at that point, I started searching for ways to recover my funds, but most resources only offered generic advice that wasn’t practical in this particular case. I quickly realized that if I wanted to have any hope of getting my assets back, I would need professional assistance. After some research, I came across a reliable and trusted recovery team called Aspen Recovery Experts. Their expertise in cryptocurrency recovery, especially in cases like mine, seemed promising.I decided to reach out to Aspen Recovery Experts, and I’m incredibly grateful that I did. Their team of crypto recovery experts was able to help me trace the stolen funds and identify the path the funds took after they left my wallet. Using advanced tools and techniques, they were able to track the transactions on the blockchain, helping me understand where my WBTC had been sent. More importantly, they worked tirelessly to assist me in contacting the necessary parties and even interfaced with blockchain analysts to help facilitate the recovery process.Thanks to their efforts, I was able to successfully recover my stolen funds. The entire process took some time, but the Aspen Recovery Experts dedicated team provided regular updates and kept me informed throughout the process, which gave me a sense of hope and relief during an otherwise stressful time. If you’re ever in a similar situation, I highly recommend reaching out to a trusted recovery team like Aspen Recovery Expertshhh . Their professionalism, knowledge, and expertise were critical in helping me recover my funds and regain control of my crypto assets. Whatsapp : +1 747 231 9036 Telegram : @ prohackerspy Email : [email protected]
03.08.26 20:06 Philip

I was a victim of a crypto theft involving a Pink Drainer, which resulted in the theft of my Wrapped Bitcoin (WBTC) from my Polygon network. The experience was incredibly frustrating and distressing, as I had no idea how to recover my funds. Unfortunately, by the time I noticed the theft, the funds had already been drained to an address that I had no control over, making it seem like an irreversible situation.The attack happened when I clicked on what appeared to be a legitimate link. I didn’t realize at the time that it was a phishing attempt designed to siphon off my private keys and access my wallet. The Pink Drainer, a type of malicious script used by attackers, is specifically designed to exploit such vulnerabilities in crypto wallets. The moment I realized that my WBTC had been drained from my Polygon network. I felt completely helpless, as I didn’t have direct access to the thief's address, and there was no way to reverse the transaction on my own at that point, I started searching for ways to recover my funds, but most resources only offered generic advice that wasn’t practical in this particular case. I quickly realized that if I wanted to have any hope of getting my assets back, I would need professional assistance. After some research, I came across a reliable and trusted recovery team called Aspen Recovery Experts. Their expertise in cryptocurrency recovery, especially in cases like mine, seemed promising.I decided to reach out to Aspen Recovery Experts, and I’m incredibly grateful that I did. Their team of crypto recovery experts was able to help me trace the stolen funds and identify the path the funds took after they left my wallet. Using advanced tools and techniques, they were able to track the transactions on the blockchain, helping me understand where my WBTC had been sent. More importantly, they worked tirelessly to assist me in contacting the necessary parties and even interfaced with blockchain analysts to help facilitate the recovery process.Thanks to their efforts, I was able to successfully recover my stolen funds. The entire process took some time, but the Aspen Recovery Experts dedicated team provided regular updates and kept me informed throughout the process, which gave me a sense of hope and relief during an otherwise stressful time. If you’re ever in a similar situation, I highly recommend reaching out to a trusted recovery team like Aspen Recovery Expertshhh . Their professionalism, knowledge, and expertise were critical in helping me recover my funds and regain control of my crypto assets. Whatsapp : +1 747 231 9036 Telegram : @ prohackerspy Email : [email protected]
04.08.26 11:05 Kisnoles

Excellent analysis, thank you. I was particularly struck by how rigidly the skill sets the order: data processing and form come first, with color coming last. This really cures the habit of "first a pretty palette, then we'll figure it out." A palette validator using OKLCH + color blindness + WCAG is something most chart generators lack. And regarding the boundaries of competence, it's very clear. Where there's a self-checking loop (color), you delegate freely. Where there's a heuristic (form, data interpretation), you remain the final filter. This is a universal principle, not just for /dataviz. By the way, when you look at trading dashboards (including those of decent platforms like ExpertOption), it's immediately clear who thought about readability and who just threw in rainbow lines. Tools like this skill could greatly improve the quality of analytics. Thanks again for the detailed analysis – saved.
04.08.26 12:37 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
04.08.26 12:37 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
06.08.26 08:11 ROMMYHENDERSON344

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06.08.26 13:56 lydiassmith567

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06.08.26 13:56 lydiassmith567

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11.08.26 03:43 raymont0714

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12.08.26 16:37 rssllhrnsb

I learned an important lesson after investing in what appeared to be a genuine opportunity. Unfortunately, I was unable to access my funds, which reinforced the importance of carrying out thorough due diligence, checking whether an investment is appropriately regulated, and seeking qualified professional advice rather than relying solely on online reviews or testimonials. During the process of addressing my case, I worked with Mrs. Tatiana Sorina , who communicated clearly, provided regular updates, and handled the matter in a professional manner. According to my experience, I have recovered $50,000 so far, while efforts to resolve the remaining balance are still in progress. If you wish to contact her, the details I used are: Mrs. Tatiana Sorina TEXT : (tatianasorina06 at G_Ma IL dot ..c 0 m)…. Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.
16.08.26 01:44 Matt Kegan

CapitalNode Analytics. They help to investigate and recover stolen digital assets from fake trading platforms. Great firm i must say.
18.08.26 04:59 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone WhatsApp/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
18.08.26 04:59 marcushenderson624

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19.08.26 14:50 BAYER7043

My account was locked, and I couldn’t access my own information until [email protected] +447476618364 whats?up? helped me recover it. This lady hacker was kind and professional, but this experience showed me how risky account lockouts can be. If you’re facing the same problem, do not panic consult her A. S. A. P. Be careful with recovery agents outchea, and research their name, business, and reviews before sharing any details. Never send passwords, security codes, banking information, or copies of your ID unless you’ve confirmed who you’re dealing with. Be wary of promises that sound too good to be true, especially claims that require little information or guarantee instant access with outrageous fees.
20.08.26 11:32 michaeldavenport218

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20.08.26 11:32 michaeldavenport218

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23.08.26 20:02 leslieyee

Excellent analysis by /dataviz! I was particularly struck by how strictly the order is defined: "data meaning first, color last" and how the validator actually adjusts the palette according to OKLCH, color blindness, and WCAG standards. These rules greatly improve the quality of charts. By the way, a similar approach to clean and legible charts is highly valued in trading—for example, on the ExpertOption platform, the interface and price visualization are designed to ensure information is read instantly and without unnecessary noise.
25.08.26 13:44 lydiassmith567

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25.08.26 13:44 lydiassmith567

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30.08.26 15:37 [email protected]

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30.08.26 15:37 [email protected]

Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.
01.09.26 11:16 lisawerth897

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01.09.26 11:16 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
01.09.26 17:34 Garry42

Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.
01.09.26 17:34 Garry42

Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.
02.09.26 03:43 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
02.09.26 03:43 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
04.09.26 21:51 Kovengray

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05.09.26 21:38 [email protected]

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09.09.26 21:31 lisawerth897

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09.09.26 21:31 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
09.09.26 23:22 Fraddy Pual

Hearing that these individuals are focusing on other people makes me very sad. I had a similar situation with them and lost a lot of money, but after learning about (Cruxcipherteam @ proton DoT me), whataqq:+168160-15021, telegram: @Cruxcipherteam I was able to get my money back. It's critical that we all be watchful and keep reporting these occurrences.
11.09.26 03:23 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
11.09.26 03:23 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
15.09.26 03:35 elioduncan

I fell victim to a freelance web development contract scam that ultimately cost me CAD 4,000. It all started when I came across a job posting on Indeed Canada, a popular online job portal. The position seemed perfect: a freelance web developer role for an established company looking for someone to design and build a fully functional e-commerce website. The job promised a high payment of CAD 20,000 upon successful completion, which sounded like a great opportunity for me to gain experience and earn decent pay.The employer, who introduced himself as a project manager from a "well-known" tech company, was very persuasive and professional in our initial communication. He explained that the project involved developing a user-friendly, responsive online store for their client and that they had a strict timeline to meet. He assured me that the payment would be made promptly after completing the tasks. However, before starting the work, he told me that I would need to pay an upfront fee of CAD 4,000 to cover certain software tools and licensing fees required for the project. This was supposedly a part of their company policy for freelance contractors, ensuring access to their premium resources. The idea of working on a professional project, coupled with the promise of a substantial payout, convinced me to pay the upfront fee.As soon as I made the payment, the project manager became increasingly difficult to reach. He initially responded to my emails and provided some vague instructions on what the project would entail, but as time went on, communication slowed to a complete halt. I never received the required tools or any proper project details. My emails went unanswered, and any attempts to contact the company were met with silence. After waiting for weeks, I realized that I had been scammed.Desperate to recover my money, I turned to TechY Force Cyber Retrieval, a service that specializes in helping victims of online scams. They helped me track the payment and took legal steps to pursue the fraudsters. Through their guidance, I was able to recover the full CAD 4,000. TechY Force Cyber Retrieval worked with my bank to reverse the transaction and liaised with the authorities to trace the scammer's details.This was a hard lesson, and I now know to be highly cautious about online job offers that require upfront payments. It is crucial to research companies thoroughly and avoid any job that seems too good to be true, especially when it involves paying money upfront. WhatsApp https://wa.link/2x6ktp Mail. [email protected]
15.09.26 15:45 lydiassmith567

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15.09.26 15:45 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1