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Семантический поиск по статьям Хабра в PostgreSQL + индексация текстов LLM в Ollama

Покажу вам практическую реализацию семантического поиска на основе векторных представлений - эмбеддингов из текста. Здесь я создам систему, которая анализирует статьи с Хабра, извлекает из них темы и ключевые слова с помощью локально работающих больших языковых моделей LLM, и на основе этих данных создает векторные представления для эффективного поиска по смыслу, а не по запросу на вхождение определенного текста.

Habr data indexing
Habr data indexing

Что такое семантический поиск

Семантический поиск — это метод поиска информации, основанный на понимании смысла запроса и контента, а не просто на совпадении ключевых слов. Он использует векторные представления - embeddings из текста, созданные с помощью моделей машинного обучения, для того чтобы находить семантически похожие документы.

Традиционный поиск по ключевым словам имеет ряд ограничений:

  • Не учитывает контекст и смысл слов

  • Чувствителен к точности формулировки

  • Не распознает синонимы и связанные понятия

Семантический поиск решает эти проблемы, преобразуя тексты в многомерные векторы, где семантически близкие тексты располагаются рядом в векторном пространстве. Все это благодаря моделям машинного обучения, предобученным на больших корпусах текстов. Как пример, открытая модель nomic-embed-text.

Почему стоит генерировать embedding не по исходному тексту

Одна из основных идей моего подхода — создание векторных представлений не для исходного текста статей, а для извлеченных из них тем и ключевых слов. Это имеет ряд преимуществ:

  1. Извлечение только главного — иногда исходные тексты статей содержат много информации, не относящейся к основной теме, рекламу итп.

  2. Смысловое выравнивание — авторы статей субъективны в выборе тегов, LLM помогает создать более последовательную классификацию

  3. Сужение поиска — извлеченные темы и ключевые слова фокусируются на сути контента.

Архитектура системы

Разработанная система состоит из следующих компонентов:

  • База данных PostgreSQL с расширением pgvector для хранения и поиска векторных представлений

  • Языковая модель (LLM) в Ollama для извлечения тем и ключевых слов из статей

  • Модель для создания embeddings в Ollama, преобразующая тексты в векторные представления

  • Java-приложение на базе Spring Boot и Spring AI, координирующее процесс индексирования данных и их записи в СУБД.

Для сборки кода нужны зависимости проекта, библиотеки и фреймворки: org.postgresql:postgresql:42.7.5, com.fasterxml.jackson.core:jackson-databind:2.19.0, org.springframework.ai:spring-ai-starter-model-ollama:1.0.0, org.projectlombok:lombok:1.18.34, org.testcontainers:postgresql:1.21.0

Схема базы данных

Database Schema
Database Schema

Реализация системы

Структура проекта

Проект реализован на Java с использованием Spring Boot и включает следующие основные компоненты:

  • HabrApplication — основной класс приложения

  • DatabaseManager — класс для работы с базой данных

  • Модели данных: Article - доступ к полям JSON статьи в программе, Topics - семантическая информация на основе статьи, Chapter и др.

Процесс обработки статей представлен на диаграмме:

Application Flow
Application Flow

Это приложение, которое запускается из консоли и ожидает на входе системное свойство с указанием директории где находятся скачанные с хабра статьи -Darticles=/home/habr/articles

Хранение данных

Для хранения данных буду использовать PostgreSQL с расширением pgvector. База данных содержит две основные таблицы:

CREATE TABLE habr (
    id BIGINT PRIMARY KEY,
    title TEXT,
    text TEXT,
    properties JSONB
);

CREATE TABLE habr_vectors (
    id BIGINT,
    idx INTEGER,
    notes TEXT,
    search_vector vector(768),
    PRIMARY KEY (id, idx),
    FOREIGN KEY (id) REFERENCES habr(id)
);

Таблица habr хранит исходные статьи, а habr_vectors — темы, описания и ключевые слова вместе с векторными представления для них:

  • idx = 0 — краткое описание статьи

  • idx = 1 — ключевые слова

  • idx > 1 — отдельные темы, извлеченные из статьи

Код работы с данными

Расположен в одном классе, абстрагирующем HabrApplication от особенности реализации.

База данных создается и запускается в коде приложения. При этом контейнеру СУБД передаются точки монтирования к файловой системе хоста для возможности обмена данными и сохранением состояния между запусками. Это сделал чтобы получился самодостаточное приложение, которому для запуска нужны только JVM, Docker, Ollama.

package com.github.isuhorukov;

import com.github.isuhorukov.model.Chapter;
import lombok.Getter;
import org.postgresql.ds.PGSimpleDataSource;
import org.testcontainers.containers.BindMode;
import org.testcontainers.containers.PostgreSQLContainer;

import javax.sql.DataSource;
import java.io.Closeable;
import java.io.File;
import java.sql.*;
import java.util.ArrayList;
import java.util.HashSet;
import java.util.List;
import java.util.Set;

/**
 * Менеджер базы данных, обеспечивающий взаимодействие с PostgreSQL.
 * Класс инициализирует контейнер PostgreSQL с расширением pgvector,
 * создает необходимые таблицы и предоставляет методы для работы с данными.
 */
public class DatabaseManager implements Closeable {
    private final PostgreSQLContainer<?> postgres;
    @Getter
    private DataSource dataSource;

    /**
     * Конструктор, инициализирующий и запускающий контейнер PostgreSQL.
     * Создает необходимые директории и настраивает привязки файловой системы в контейнере.
     */
    public DatabaseManager() {
        File dbDataDir = new File("./postgres-data");
        if (!dbDataDir.exists()) {
            dbDataDir.mkdirs();
        }

        postgres = new PostgreSQLContainer<>("pgvector/pgvector:pg16")
                .withDatabaseName("habr")
                .withUsername("test")
                .withPassword("test")
                .withFileSystemBind(
                        new File("./data").getAbsolutePath(),
                        "/mnt/data",
                        BindMode.READ_ONLY
                )
                .withFileSystemBind(
                        dbDataDir.getAbsolutePath(),
                        "/var/lib/postgresql/data",
                        BindMode.READ_WRITE
                );
        
        postgres.start();
        System.out.println("Database URL: " + postgres.getJdbcUrl());
        initializeDatabase();
    }

    /**
     * Инициализирует базу данных, создавая необходимые расширения и таблицы.
     * @throws RuntimeException если инициализация не удалась
     */
    private void initializeDatabase() {
        try {
            PGSimpleDataSource pgDataSource = new PGSimpleDataSource();
            pgDataSource.setUrl(postgres.getJdbcUrl());
            pgDataSource.setUser(postgres.getUsername());
            pgDataSource.setPassword(postgres.getPassword());
            
            this.dataSource = pgDataSource;
            
            try (Connection connection = dataSource.getConnection();
                 Statement stmt = connection.createStatement()) {
                stmt.execute("CREATE EXTENSION vector");
                stmt.execute("""
                        CREATE TABLE IF NOT EXISTS habr (
                        id BIGINT PRIMARY KEY,
                        title TEXT,
                        text TEXT,
                        properties JSONB
                        )""");
                stmt.execute("""
                        CREATE TABLE IF NOT EXISTS habr_vectors(
                        id BIGINT,
                        idx INTEGER,
                        notes TEXT,
                        search_vector vector(768)
                        )""");
                stmt.execute("ALTER TABLE habr_vectors " +
                        "ADD CONSTRAINT habr_vectors_pkey PRIMARY KEY (id, idx);");

                stmt.execute("ALTER TABLE habr_vectors " +
                        "ADD CONSTRAINT fk_habr_vectors_habr " +
                        "FOREIGN KEY (id) REFERENCES habr(id);");

                stmt.execute("COMMENT ON TABLE habr IS 'Таблица статей с Хабра'");
                stmt.execute("COMMENT ON COLUMN habr.id IS 'Уникальный идентификатор статьи'");
                stmt.execute("COMMENT ON COLUMN habr.title IS 'Заголовок статьи'");
                stmt.execute("COMMENT ON COLUMN habr.text IS 'Полный текст статьи в HTML формате'");
                stmt.execute("COMMENT ON COLUMN habr.properties IS 'Дополнительные свойства статьи в JSON формате'");

                stmt.execute("COMMENT ON TABLE habr_vectors IS 'Таблица векторных представлений для статей Хабра'");
                stmt.execute("COMMENT ON COLUMN habr_vectors.id IS 'Идентификатор статьи," +
                        " как внешний ключ к таблице habr'");
                stmt.execute("COMMENT ON COLUMN habr_vectors.idx IS 'Порядковый номер фрагмента текста " +
                        "в рамках одной статьи. " +
                        "Индекс 0 - краткое описание статьи. " +
                        "Индекс 1 - ключевые слова для статьи. " +
                        "Индексы >1 - темы из статьи'");
                stmt.execute("COMMENT ON COLUMN habr_vectors.notes IS 'Текстовое описание - " +
                        "семантически отличимый фрагмент'");
                stmt.execute("COMMENT ON COLUMN habr_vectors.search_vector IS 'Векторное представление " +
                        "на основе текста их notes для поиска'");

            }
        } catch (SQLException e) {
            throw new RuntimeException("Failed to initialize database", e);
        }
    }

    /**
     * Сохраняет статью Хабра в базу данных.
     * 
     * @param id идентификатор статьи
     * @param title заголовок статьи
     * @param text текст статьи
     * @param json аттрибуты статьи в формате JSON
     * @throws RuntimeException если не записали данные
     */
    public void saveHabrArticle(long id, String title, String text, String json) {
        String sql = "INSERT INTO habr (id, title, text, properties) VALUES (?,?,?,?::jsonb)";

        try (Connection connection = dataSource.getConnection();
             PreparedStatement pstmt = connection.prepareStatement(sql)) {
            pstmt.setLong(1, id);
            pstmt.setString(2, title);
            pstmt.setString(3, text);
            pstmt.setString(4, json);
            pstmt.executeUpdate();
        } catch (SQLException e) {
            throw new RuntimeException("Failed to save habr article", e);
        }
    }

    /**
     * Сохраняет эмбеддинг для статьи Хабра.
     * 
     * @param id идентификатор статьи
     * @param idx индекс фрагмента данных
     * @param notes текстовое значение
     * @param vector массив значений вектора
     * @throws RuntimeException если не записали данные
     */
    public void saveHabrVector(long id, int idx, String notes, float[] vector) {
        String sql = "INSERT INTO habr_vectors (id, idx, notes, search_vector) VALUES (?, ?, ?, ?)";

        try (Connection connection = dataSource.getConnection();
             PreparedStatement pstmt = connection.prepareStatement(sql)) {

            pstmt.setLong(1, id);
            pstmt.setInt(2, idx);
            pstmt.setString(3, notes);

            setVector(connection, pstmt, 4, vector);

            pstmt.executeUpdate();
        } catch (SQLException e) {
            throw new RuntimeException("Failed to save vector data", e);
        }
    }

    /**
     * Устанавливает значение вектора в PreparedStatement.
     * 
     * @param connection соединение с базой данных
     * @param pstmt запрос
     * @param parameterIndex индекс параметра
     * @param vector массив значений вектора
     * @throws SQLException если установка значения не удалась
     */
    private static void setVector(Connection connection, PreparedStatement pstmt, int parameterIndex,
                                  float[] vector) throws SQLException {
        if (vector != null) {
            Float[] boxedArray = new Float[vector.length];
            for (int i = 0; i < vector.length; i++) {
                boxedArray[i] = vector[i];
            }

            Array vectorArray = connection.createArrayOf("float4", boxedArray);
            pstmt.setArray(parameterIndex, vectorArray);
        } else {
            pstmt.setNull(parameterIndex, Types.ARRAY);
        }
    }

    /**
     * Обновляет поисковый вектор для указанной статьи и индекса.
     * 
     * @param id идентификатор статьи
     * @param idx индекс вектора
     * @param vector новый массив значений вектора
     * @throws RuntimeException если обновление не удалось
     */
    public void updateSearchVector(long id, int idx, float[] vector) {
        String sql = "UPDATE habr_vectors SET search_vector = ? WHERE id = ? AND idx = ?";

        try (Connection connection = dataSource.getConnection();
             PreparedStatement pstmt = connection.prepareStatement(sql)) {

            setVector( connection, pstmt, 1, vector);

            pstmt.setLong(2, id);
            pstmt.setInt(3, idx);

            int rowsUpdated = pstmt.executeUpdate();
            if (rowsUpdated ==0) {
                throw new SQLException("Updating search_vector failed, no rows affected. ID: " + id + ", IDX: " + idx);
            }
        } catch (SQLException e) {
            throw new RuntimeException("Failed to update search_vector for ID: " + id + ", IDX: " + idx, e);
        }
    }

    /**
     * Получает набор идентификаторов статей, для которых уже созданы векторы.
     * 
     * @return множество идентификаторов обработанных статей
     * @throws RuntimeException если получение данных не удалось
     */
    public Set<Long> getProcessedForSummaryArticleIds() {
        String sql = "SELECT DISTINCT id FROM habr_vectors";
        Set<Long> ids = new HashSet<>();

        try (Connection connection = dataSource.getConnection();
             Statement stmt = connection.createStatement();
             ResultSet rs = stmt.executeQuery(sql)) {

            while (rs.next()) {
                ids.add(rs.getLong("id"));
            }
        } catch (SQLException e) {
            throw new RuntimeException("Failed to retrieve distinct vector IDs", e);
        }

        return ids;
    }

    /**
     * Получает список глав, для которых необходимо создать векторные представления.
     * 
     * @return список глав для векторизации
     * @throws RuntimeException если получение данных не удалось
     */
    public List<Chapter> getChapterForEmbedding() {
        String sql = "SELECT hv.id, hv.idx, hv.notes, kw.notes as keywords " +
                "FROM habr_vectors hv " +
                "LEFT JOIN habr_vectors kw ON hv.id = kw.id AND kw.idx = 1 " +
                "WHERE hv.search_vector IS NULL AND hv.idx <> 1";

        List<Chapter> results = new ArrayList<>();

        try (Connection connection = dataSource.getConnection();
             Statement stmt = connection.createStatement();
             ResultSet rs = stmt.executeQuery(sql)) {

            while (rs.next()) {
                Chapter chapter = new Chapter();
                chapter.setId(rs.getLong("id"));
                chapter.setIdx(rs.getInt("idx"));
                chapter.setNotes(rs.getString("notes"));
                chapter.setKeywords(rs.getString("keywords"));
                results.add(chapter);
            }
        } catch (SQLException e) {
            throw new RuntimeException("Failed to retrieve vectors", e);
        }

        return results;
    }

    /**
     * Останавливает контейнер PostgreSQL.
     */
    @Override
    public void close() {
        postgres.stop();
    }
}

Процесс обработки данных

Рассмотрю основные этапы обработки, реализованные в классе HabrApplication:

Загрузка статей

private List<Article> loadArticles(String articlesDirPath, ObjectMapper objectMapper) {
    File[] articlesPath = new File(articlesDirPath).listFiles();
    return Arrays.stream(articlesPath)
            .parallel()
            .map(file -> getArticle(file, objectMapper))
            .toList();
}

Статьи загружаются параллельно из JSON-файлов и десериализуются в объекты Article.

Сохранение статей в базу данных

private static void saveArticle(Article article, DatabaseManager databaseManager, ObjectMapper objectMapper) {
    String textHtml = article.getTextHtml();
    article.setTextHtml(null);
    databaseManager.saveHabrArticle(article.getId(), article.getTitleHtml(), textHtml, 
            objectMapper.writeValueAsString(article));
    article.setTextHtml(textHtml);
}

Статьи сохраняются в базу данных, при этом текст статьи выделяется в отдельное поле, а остальные метаданные сохраняются в формате JSON.

Извлечение тем и ключевых слов

private static @Nullable Topics getTopics(ChatModel chatModel, Article article) {
    System.out.println("Getting topics for article. Text length: " + article.getTextHtml().length());
    try {
        return ChatClient.create(chatModel).prompt()
                .user(u -> u.text("Answer in english language only! Enumerate in details topics covered in html text: {html}")
                        .param("html", article.getTextHtml()))
                .call()
                .entity(Topics.class);
    } catch (Exception e) {
        System.out.println("Exception in article id=" + article.getId() + ": " + e.getMessage());
        return null;
    }
}

Для извлечения тем и ключевых слов используется языковая модель, доступная через Spring AI. Отправляю в Ollama текст статьи и получаю структурированный ответ в виде объекта Topics.

Создание векторных представлений

private float[] createEmbedding(EmbeddingModel embeddingModel, List<String> textForEmbeddings, int idx, String text) {
    if (idx != 1) {
        return embeddingModel.embed(textForEmbeddings.get(1) + ". " + text);
    } else {
        return embeddingModel.embed(text);
    }
}

Для каждой темы и для ключевых слов создаются векторные представления. Интересно, что для тем и описания (idx != 1) мы комбинируем текст темы с ключевыми словами, чтобы улучшить качество векторного представления.

Сохранение векторных представлений для данных

databaseManager.saveHabrVector(article.getId(), idx, text, vectors);

Созданные векторные представления сохраняются в базу данных для последующего использования при поиске.

Основной код системы

HabrApplication.java
package com.github.isuhorukov;

import com.fasterxml.jackson.annotation.JsonInclude;
import com.fasterxml.jackson.databind.ObjectMapper;
import com.github.isuhorukov.model.Article;
import com.github.isuhorukov.model.Topics;
import lombok.SneakyThrows;
import org.jetbrains.annotations.NotNull;
import org.jetbrains.annotations.Nullable;
import org.springframework.ai.chat.client.ChatClient;
import org.springframework.ai.chat.model.ChatModel;
import org.springframework.ai.embedding.EmbeddingModel;
import org.springframework.beans.factory.annotation.Value;
import org.springframework.boot.CommandLineRunner;
import org.springframework.boot.SpringApplication;
import org.springframework.boot.autoconfigure.SpringBootApplication;
import org.springframework.context.annotation.Bean;

import java.io.File;
import java.util.*;

/**
 * Основной класс приложения для обработки статей с Habr.
 * Приложение загружает статьи, обрабатывает их содержимое и сохраняет в базу данных
 * вместе с векторными представлениями для дальнейшего анализа.
 */
@SpringBootApplication
public class HabrApplication {
    public static void main(String[] args) {
        SpringApplication.run(HabrApplication.class, args);
    }

    /**
     * CommandLineRunner для выполнения приложения.
     *
     * @param embeddingModel модель для создания векторного представления текста
     * @param chatModel модель для генерации тем и ключевых слов из текста
     * @param articlesDirPath путь к директории со статьями
     * @return экземпляр CommandLineRunner
     */
    @Bean
    CommandLineRunner run(EmbeddingModel embeddingModel, ChatModel chatModel,
                          @Value("${articles}") String articlesDirPath) {
        return args -> {
            ObjectMapper objectMapper = createObjectMapper();
            List<Article> articleList = loadArticles(articlesDirPath, objectMapper);
            processArticles(articleList, embeddingModel, chatModel, objectMapper);
        };
    }
    
    /**
     * Загружает статьи из указанной директории.
     * 
     * @param articlesDirPath путь к директории со статьями
     * @param objectMapper маппер для десериализации JSON
     * @return список статей
     */
    private List<Article> loadArticles(String articlesDirPath, ObjectMapper objectMapper) {
        File[] articlesPath = new File(articlesDirPath).listFiles();
        return Arrays.stream(articlesPath)
                .parallel()
                .map(file -> getArticle(file, objectMapper))
                .toList();
    }
    
    /**
     * Обрабатывает список статей: определяет темы и ключевые слова, создает векторные представления
     * и сохраняет их в базу данных.
     * 
     * @param articleList список статей для обработки
     * @param embeddingModel модель для создания векторных представлений
     * @param chatModel модель для анализа содержимого статей
     * @param objectMapper маппер для сериализации объектов
     */
    private void processArticles(List<Article> articleList, EmbeddingModel embeddingModel, 
                                ChatModel chatModel, ObjectMapper objectMapper) {
        try (DatabaseManager databaseManager = new DatabaseManager()) {
            articleList.forEach(article -> saveArticle(article, databaseManager, objectMapper));
            articleList.forEach(article -> processArticleEmbeddings(article, chatModel, embeddingModel, databaseManager));
        }
    }
    
    /**
     * Обрабатывает статью: извлекает темы и создает векторные представления.
     * 
     * @param article статья для обработки
     * @param chatModel модель для извлечения тем
     * @param embeddingModel модель для создания векторных представлений
     * @param databaseManager менеджер базы данных для сохранения результатов
     */
    private void processArticleEmbeddings(Article article, ChatModel chatModel, 
                                         EmbeddingModel embeddingModel, DatabaseManager databaseManager) {
        Topics topics;
        List<String> textForEmbeddings;
        
        try {
            topics = getTopics(chatModel, article);
            if (topics == null) {
                return;
            }
            textForEmbeddings = getTextForEmbeddings(topics);
        } catch (Exception e) {
            System.out.println("Error processing article " + article.getId() + ": " + e.getMessage());
            return;
        }
        
        for (int idx = 0; idx < textForEmbeddings.size(); idx++) {
            String text = textForEmbeddings.get(idx);
            float[] vectors = generateEmbedding(embeddingModel, textForEmbeddings, idx, text);
            databaseManager.saveHabrVector(article.getId(), idx, text, vectors);
        }
    }
    
    /**
     * Создает векторное представление для заданного текста.
     * 
     * @param embeddingModel модель для создания векторных представлений
     * @param textForEmbeddings список текстов для векторизации
     * @param idx индекс текущего текста
     * @param text текст для векторизации
     * @return векторное представление текста
     */
    private float[] generateEmbedding(EmbeddingModel embeddingModel, List<String> textForEmbeddings, int idx, String text) {
        if (idx != 1) {
            return embeddingModel.embed(textForEmbeddings.get(1) + ". " + text);
        } else {
            return embeddingModel.embed(text);
        }
    }

    /**
     * Сохраняет статью в базу данных.
     * 
     * @param article статья для сохранения
     * @param databaseManager менеджер базы данных для сохранения результатов
     * @param objectMapper маппер для сериализации объектов
     */
    @SneakyThrows
    private static void saveArticle(Article article, DatabaseManager databaseManager, ObjectMapper objectMapper) {
        String textHtml = article.getTextHtml();
        article.setTextHtml(null);
        databaseManager.saveHabrArticle(article.getId(), article.getTitleHtml(), textHtml, 
                objectMapper.writeValueAsString(article));
        article.setTextHtml(textHtml);
    }

    /**
     * Извлекает темы из статьи с помощью LLM модели.
     * 
     * @param chatModel модель для анализа содержимого статьи
     * @param article статья для анализа
     * @return объект с темами статьи или null в случае ошибки
     */
    private static @Nullable Topics getTopics(ChatModel chatModel, Article article) {
        System.out.println("Getting topics for article. Text length: " + article.getTextHtml().length());
        try {
            return ChatClient.create(chatModel).prompt()
                    .user(u -> u.text("Answer in english language only! Enumerate in details topics covered in html text: {html}")
                            .param("html", article.getTextHtml()))
                    .call()
                    .entity(Topics.class);
        } catch (Exception e) {
            System.out.println("Exception in article id=" + article.getId() + ": " + e.getMessage());
            return null;
        }
    }

    /**
     * Формирует список текстов для создания векторных представлений на основе тем статьи.
     * 
     * @param topics темы статьи
     * @return список текстов для векторизации
     */
    private static @NotNull List<String> getTextForEmbeddings(Topics topics) {
        List<String> topicsText = topics.getTopics().stream()
                .map(topic -> topic.getName() + ". " + topic.getDescription())
                .toList();
                
        List<String> topicsTextFull = new ArrayList<>(topicsText.size() + 2);
        topicsTextFull.add(topics.getSummary());
        topicsTextFull.add(topics.getKeywords());
        topicsTextFull.addAll(topicsText);
        
        return topicsTextFull;
    }

    /**
     * Десериализует статью из файла.
     * 
     * @param file файл со статьей в формате JSON
     * @param objectMapper маппер для десериализации
     * @return объект статьи
     */
    @SneakyThrows
    private static Article getArticle(File file, ObjectMapper objectMapper) {
        return objectMapper.readValue(file, Article.class);
    }

    /**
     * Создает и настраивает ObjectMapper для работы с JSON.
     * 
     * @return ObjectMapper
     */
    private ObjectMapper createObjectMapper() {
        ObjectMapper objectMapper = new ObjectMapper();
        objectMapper.setSerializationInclusion(JsonInclude.Include.NON_NULL);
        return objectMapper;
    }
}

Конфигурация моделей

В файле application.properties настраиваются параметры используемых мной моделей в Spring AI:

spring.ai.ollama.embedding.options.model=nomic-embed-text:v1.5
spring.ai.ollama.chat.options.model=gemma3:4b
spring.ai.ollama.chat.options.num-ctx=128000
spring.ai.ollama.embedding.options.num-ctx=2048

В этом примере использую:

  • gemma3:4b для извлечения тем и ключевых слов из текста статьи с указанным размером контекста.

  • nomic-embed-text:v1.5 для создания векторного представления текста (embeddings).

Рекомендую загрузить предварительно используемые модели в Ollama командой pull или run.

Как работает работает получение структурированных данных в Spring AI

Фреймворк Spring AI при вызове ChatClient.create(chatModel).prompt() ... call().entity(Topics.class) делает автоматический вывод схемы из классов проекта. Ведь под капотом почти все LLM принимают на вход JSON Schema, для того чтобы выдавать ответ в структурированной форме.

Чтобы помочь нейросети с семантикой полей и классов, необходимо только добавить аннотацию @JsonPropertyDescription, которая превращается в поле description в схеме JSON. Ну и конечно как и с людьми, называйте поля осознанно не a1, a2...

package com.github.isuhorukov.model;

import com.fasterxml.jackson.annotation.JsonPropertyDescription;
import lombok.Data;

import java.util.List;

@Data
public class Topics {
    private List<Topic> topics;
    @JsonPropertyDescription("Text summary in english language")
    private String summary;
    @JsonPropertyDescription("Keywords for topic in english language. Format as string concatenated with,")
    private String keywords;
}

package com.github.isuhorukov.model;

import com.fasterxml.jackson.annotation.JsonPropertyDescription;
import lombok.Data;

@Data
public class Topic {
    @JsonPropertyDescription("Short topic name in english language")
    private String name;
    @JsonPropertyDescription("Detailed description for this topic in english language")
    private String description;
}

Для классов Topics, Topic фреймворком создается следующая JSON схема:

{
  "$schema" : "https://json-schema.org/draft/2020-12/schema",
  "type" : "object",
  "properties" : {
    "keywords" : {
      "type" : "string",
      "description" : "Keywords for topic in english language. Format as string concatenated with,"
    },
    "summary" : {
      "type" : "string",
      "description" : "Text summary in english language"
    },
    "topics" : {
      "type" : "array",
      "items" : {
        "type" : "object",
        "properties" : {
          "description" : {
            "type" : "string",
            "description" : "Detailed description for this topic in english language"
          },
          "name" : {
            "type" : "string",
            "description" : "Short topic name in english language"
          }
        },
        "additionalProperties" : false
      }
    }
  },
  "additionalProperties" : false
}

В чем преимущества использования локальных моделей

В проекте использую локальные модели через Ollama API, а это значит:

  • Конфиденциальность данных — данные не покидают инфраструктуру

  • Экономия — нет необходимости платить за API-вызовы к облачным сервисам

  • Контроль — полный контроль над моделями и их параметрами

  • Отсутствие зависимости от внешних сервисов — система работает даже без доступа к интернету. Стабильно, без зависимости от нагрузки в разное время суток, как бывает с Claude Sonet. Но для быстрой работы моделей требуется мощная видеокарта с приличным объемом видеопамяти, в зависимости от требований используемой LLM модели.

Запросы в PostgreSQL к данным Хабра

В результате прогрева комнаты от работающего ноутбука и "сжигании многих киловатт" нейросетями сохранил сотню тысяч статей с Хабра в PostgreSQL, по которым теперь могу выполнять произвольные SQL запросы, учитывая семантическую близость для текстов.

Важное замечание про индексацию: хоть скачивал статьи с хабра и на русском языке, но я задавал промпт нейросети давать ответ на английском. Для этого у меня есть несколько причин: во-первых нужно выбрать какой-либо один общий язык для информации и у английского преимущество в объемах и качестве датасетов при обучении LLM, второе - моя уверенность, что семантическая близость у nomic-embed-text для английских синонимов слов больше, в третьих - меньше генерируемых токенов в ответе нейросети при извлечении информации.

База после индексирования содержит нужные мне данные статей

Habr data
Habr data

Сначала я найду свои статьи, что попали в эту базу данных:

select id, title from habr where properties->'author'->>'alias' = 'igor_suhorukov'
My articles
My articles

Теперь, я поинтересуюсь что же проиндексировано по моей статье о создании конечных автоматов на SQL в PostgreSQL:

select id,idx, notes from habr_vectors where id=728196
Article details
Article details

И теперь хочу быстро найти 5 результатов поиска максимально близких по семантике фрагмента из всех статей, кроме моей текущей:

Article details
Article details
select id, idx, notes from habr_vectors where id<>728196 and idx=0 order by search_vector <=> (select search_vector from habr_vectors where id=728196 and idx=0) limit 5

Эти результаты получил, используя поиск по индексу для косинусного расстояния между эмбеддингами.

select 'https://habr.com/ru/articles/' ||  id as link from habr_vectors where id<>728196  order by search_vector <=> (select search_vector from habr_vectors where id=728196 and idx=0) limit 5;
              link               
-------------------------------------
 https://habr.com/ru/articles/757278
 https://habr.com/ru/articles/757278
 https://habr.com/ru/articles/760720
 https://habr.com/ru/articles/713714
 https://habr.com/ru/articles/723202
(5 rows)

Time: 3.063 ms

Для inner product между эмбеддингами:

select 'https://habr.com/ru/articles/' ||  id as link from habr_vectors where id<>728196  order by search_vector <#> (select search_vector from habr_vectors where id=728196 and idx=0) limit 5;
                link                 
-------------------------------------
 https://habr.com/ru/articles/757278
 https://habr.com/ru/articles/757278
 https://habr.com/ru/articles/757278
 https://habr.com/ru/articles/757278
 https://habr.com/ru/articles/757278
(5 rows)

Time: 127.108 ms

Для расстояния L2 между эмбеддингами:

osmworld=# select 'https://habr.com/ru/articles/' ||  id as link from habr_vectors where id<>728196  order by search_vector <+> (select search_vector from habr_vectors where id=728196 and idx=0) limit 5;
                link                 
-------------------------------------
 https://habr.com/ru/articles/760720
 https://habr.com/ru/articles/713714
 https://habr.com/ru/articles/707650
 https://habr.com/ru/articles/721464
 https://habr.com/ru/articles/784412
(5 rows)

Time: 132.400 ms

Итог

Я поделился с вами примером своей системы для семантического поиска по статьям Хабра, которая:

  • Загружает и сохраняет статьи в базу данных

  • Извлекает краткий реферат, темы и ключевые слова с помощью языковой модели

  • Создает векторные представления для эффективного поиска

  • Использует локальные модели в Ollama для обеспечения конфиденциальности и экономии. Если у вас много денег, они не ваши или нужно быстро обработать большой объем без закупки ускорителей для нейросетей, то легко можно подключить внешние модели как с OpenAI совместимым интерфейсом, так и любое из длинного списка поддерживаемых провайдеров: Anthropic Claude, Azure OpenAI, DeepSeek, Google VertexAI Gemini, Groq, HuggingFace, Mistral AI, MiniMax, Moonshot AI, NVIDIA (OpenAI-proxy), OCI GenAI/Cohere, Perplexity (OpenAI-proxy), QianFan, ZhiPu AI, Amazon Bedrock Converse

  • Сохраняет для текста темы, ключевые слова и embeddings в PostgreSQL

Исходный код проекта демонстрирует, как можно использовать современные технологии машинного обучения в Java-приложениях для решения практических задач обработки естественного языка и информационного поиска. Локальный запуск LLM для обработки оправдан как в хобби проектах, так и в корпоративных системах обработки данных на основе технологий машинного обучения/ Искуственного Интеллекта.

Такой подход позволяет реализовать поиск по смыслу, который во многом удобнее чем традиционный поиск по ключевым словам. Система может быть адаптирована для работы с другими источниками данных. Тут я показал принцип построения таких систем. А дальше сложность запросов к данным Хабра уже ограничена только воображением. Так как выразительные возможности SQL и расширяемость PostgreSQL позволяют написать почти любой запрос.

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    Writing this review is a joy. Marie has provided excellent service ever since I started working with her in early 2018. I was worried I wouldn't be able to get my coins back after they were stolen by hackers. I had no idea where to begin, therefore it was a nightmare for me. However, things became easier for me after my friend sent me to [email protected] and +1 7127594675 on WhatsApp. I'm happy that she was able to retrieve my bitcoin so that I could resume trading.

  • 13.10.25 01:11 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 13.10.25 01:11 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 01:15 tyleradams

    Hi. Please be wise, do not make the same mistake I had made in the past, I was a victim of bitcoin scam, I saw a glamorous review showering praises and marketing an investment firm, I reached out to them on what their contracts are, and I invested $28,000, which I was promised to get my first 15% profit in weeks, when it’s time to get my profits, I got to know the company was bogus, they kept asking me to invest more and I ran out of patience then requested to have my money back, they refused to answer nor refund my funds, not until a friend of mine introduced me to the NVIDIA TECH HACKERS, so I reached out and after tabling my complaints, they were swift to action and within 36 hours I got back my funds with the due profit. I couldn’t contain the joy in me. I urge you guys to reach out to NVIDIA TECH HACKERS on their email: [email protected]

  • 14.10.25 08:46 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

  • 14.10.25 08:46 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

  • 14.10.25 08:46 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

  • 15.10.25 18:07 crypto

    Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.

  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.10.25 20:17 tyleradams

    As time passes, there are an increasing number of frauds involving Bitcoin and other cryptocurrencies. Although there are many individuals who advertise recovering money online, people should use caution in dealing, especially when money is involved. You can trust NVIDIA TECH HACKERS [[email protected]], I promise. They are the top internet recovery company, and as their names indicate, your money is reclaimed as soon as feasible. My bitcoin was successfully retrieved in large part thanks to NVIDIA TECH HACKERS. Ensure that you get top-notch service; NVIDIA TECH HACKERS provides evidence of its work; and payment is only made when the service has been completed to your satisfaction. Reach them via email: [email protected] on google mail

  • 17.10.25 20:20 lindseyvonn

    Have you gotten yourself involved in a cryptocurrency scam or any scam at all? If yes, know that you are not alone, there are a lot of people in this same situation. I'm a Health Worker and was a victim of a cryptocurrency scam that cost me a lot of money. This happened a few weeks ago, there’s only one solution which is to talk to the right people, if you don’t do this you will end up being really depressed. I was really devastated until went on LinkedIn one evening after my work hours and i saw lots of reviews popped up on my feed about [email protected], I sent an email to the team who came highly recommended - [email protected] I started seeing some hope for myself from the moment I sent them an email. The good part is they made the entire process stress free for me, i literally sat and waited for them to finish and I received what I lost in my wallet

  • 17.10.25 20:22 richardcharles

    I would recommend NVIDIA TECH HACKERS to anyone that needs this service. I decided to get into crypto investment and I ended up getting my crypto lost to an investor late last year. The guy who was supposed to be managing my account turned out to be a scammer all along. I invested 56,000 USD and at first, my reading and profit margins were looking good. I started getting worried when I couldn’t make withdrawals and realized that I’ve been scammed. I came across some of the testimonials that people said about NVIDIA TECH HACKERS and how helpful he has been in recovering their funds. I immediately contacted him in his mail at [email protected] so I can get his assistance. One week into the recovery process the funds were traced and recovered back from the scammer. I can't appreciate him enough for his professionalism.

  • 17.10.25 20:23 stevekalfman

    If you need a hacker for scam crypto recovery or mobile spy access remotely kindly reach out to [email protected] for quick response, I hired this hacker and he did a nice job. before NVIDIA TECH HACKERS, I met with different hacker's online which turns out to be scam, this NVIDIA TECH HACKERS case was different and he is the trusted hacker I can vote and refer.

  • 17.10.25 21:42 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 CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.10.25 21:42 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 CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.10.25 21:42 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 CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 21.10.25 08:39 debby131

    Given how swiftly the cryptocurrency market moves, losing USDT may be a terrifying and upsetting experience. Whether you experienced a technical problem, a transaction error, or were the victim of fraud, it is important to understand the potential recovery routes. Marie can assist you in determining the specific actions you can take to attempt to regain your lost USDT when you need guidance and clarification. You can reach her via email at [email protected] and WhatsApp at +1 7127594675.

  • 21.10.25 11:45 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 21.10.25 11:45 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 22.10.25 04:48 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 22.10.25 07:36 donnacollier

    HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM Hello everyone l’m by name Donna collier I live in urbandale 3 weeks ago was the darkest days of my life, i invested my hard earned money the sum of $123,000 into a crypto currency platform I was introduced to by a friend I met online everything happen so fast I was promised 300% of return of investment when it was time for me to cash out my investment and profit the platform was down I was so diversitated confused and tried to end it all then I came across upswing Ai a renowned expert in crypto currency and digital assets recovery at first it seem impossible after taking up my case within the the next 48 hours they where able to track down those fraud stars and recover my money I can’t recommend them enough to any one facing likewise change I will recommend you contact upswing Ai on Contact Details: WhatsApp +,1,2,0,2,8,1,0,1,4,0,7 E m a i l @Upswing-ai.com Website https: // u psw ing-ai. com/ platform /

  • 22.10.25 11:59 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 22.10.25 11:59 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 22.10.25 16:31 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 23.10.25 01:52 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 CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.10.25 01:52 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 CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.10.25 15:47 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 23.10.25 21:43 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.10.25 21:43 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.10.25 06:08 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 24.10.25 06:40 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.10.25 06:40 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.10.25 06:54 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 24.10.25 18:18 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.10.25 18:18 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 25.10.25 00:49 tyleradams

    *HOW TO GET BACK YOUR STOLEN BITCOIN FROM SCAMMERS* ⭐️⭐️⭐️⭐️⭐️ Hello everyone, I can see a lot of things going wrong these last few days of investing online and getting scammed. I was in your shoes when I invested in a bogus binary option and was duped out of $87,000 in BTC, but thanks to the assistance of NVIDIA TECH HACKERS. They helped me get back my BTC. I didn’t trust the Hackers at first, but they were recommended to me by a friend whom I greatly respect. I received my refund in two days. I must recommend NVIDIA TECH HACKERS they are fantastic. 📧 [email protected]

  • 25.10.25 00:50 stevekalfman

    If you ever need hacking services, look no further. I found myself in a difficult situation after losing almost $510,000 USD in bitcoin. I was distraught and had no hope of survival because i lost my life savings to this scam, I had no chance of recovering my investment. Until i came across an article on google about ([email protected]). A real-life recovery expert, everything changed completely after contacting him and explaining my ordeal to him and he quickly stepped in and assisted me in recovering 95% of my lost funds. They guarantee their clients and i got the highest level of happiness their services are highly recommended. so I’m putting this here for anyone who require their services too" Email: [email protected]

  • 25.10.25 05:05 victoriabenny463

    A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)

  • 25.10.25 10:13 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

  • 25.10.25 10:13 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

  • 26.10.25 01:03 Christopherbelle

    A terrible financial shock hit me hard. I lost $860,000 in a fake crypto scheme. Things looked good until I tried to cash out my earnings. Suddenly, my account vanished into thin air. I told the police many times, but help never showed up. Despair washed over me; I felt totally beaten. Then, I found Sylvester Bryant Intelligence. Right away, they were skilled and honest about the whole thing. They looked deep into my situation. They tracked where the stolen funds went. They fought hard for me every step of the way. To my great surprise, they got my money back. I thought that was impossible. I owe them so much for their hard work and truthfulness. Sylvester Bryant Intelligence restored my peace. If scams took your crypto, contact them now. Contact Info: Yt7cracker@gmail . com WhatsApp: ‪+1 512 577 7957. or +44 7428 662701.

  • 26.10.25 18:09 victoriabenny463

    A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)

  • 27.10.25 11:15 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 27.10.25 11:15 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 27.10.25 17:08 raymondgonzales

    Three Cheers for Wizard Hilton Cyber Tech, Bitcoin Savior Extraordinaire In the ever-evolving world of cryptocurrency, where volatility and uncertainty reign supreme, one individual has emerged as a beacon of hope and innovation - Wizard Hilton Cyber Tech, the self-proclaimed "Bitcoin Savior Extraordinaire." This enigmatic figure, with his uncanny ability to navigate the complexities of the digital asset landscape, has captivated the attention of crypto enthusiasts and skeptics alike. Wizard Hilton Cyber Tech journey began as a humble programmer, tinkering with the underlying blockchain technology that powers Bitcoin. But it was his visionary approach and unwavering commitment to the cryptocurrency's potential that propelled him into the limelight. Through a series of strategic investments, groundbreaking algorithmic trading strategies, and a knack for anticipating market shifts, Wizard Hilton Cyber Tech has managed to consistently outperform even the savviest of Wall Street traders. Wizard Hilton Cyber Tech ability to turn even the most tumultuous of Bitcoin price swings into opportunities for substantial gains has earned him the moniker "Wizard," a testament to his unparalleled mastery of the digital currency realm. But Wizard Hilton Cyber Tech impact extends far beyond personal wealth accumulation - Wizard Hilton Cyber Tech has tirelessly advocated for the widespread adoption of Bitcoin, working tirelessly to educate the public, lobby policymakers, and collaborate with industry leaders to overcome the barriers that have long hindered the cryptocurrency's mainstream acceptance. With infectious enthusiasm and boundless energy, Wizard Hilton Cyber Tech has become a true champion of the Bitcoin cause, inspiring a new generation of crypto enthusiasts to embrace the transformative power of this revolutionary technology. As the digital currency landscape continues to evolve, Wizard Hilton Cyber Tech name will undoubtedly be etched in the annals of cryptocurrency history as a visionary, a trailblazer, and, above all, the Bitcoin Savior Extraordinaire. To get your stolen bitcoin back, reach out to Wizard Hilton Cyber Tech via: Email : wizardhiltoncybertech ( @ ) gmail (. ) com WhatsApp number  +18737715701 Good Day.

  • 27.10.25 17:20 fatimanorth

    The Federal Trade Commission said that more than $1 billion had been lost to cryptocurrency scams in 2023. Victims frequently lose everything, including hope, trust, and wealth. When your hard-earned money disappears into digital shadows, you feel trapped. Nowadays, cryptocurrency frauds are very common. You can get help from recovery specialist Marie at [email protected] and via WhatsApp at +1 7127594675.

  • 28.10.25 00:55 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 28.10.25 00:55 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 29.10.25 03:43 Christopherbelle

    A sudden money crisis struck me. I dropped $82,000 to a phony crypto scam. All seemed fine until I went to pull out my gains. Then, i was unable to get back my hard earned money. I reported it to the police several times. No aid came my way. Deep sadness hit me; I felt crushed. That's when I learned about Sylvester Bryant Intelligence. They acted quick and fair from the start. They checked my case closely. They followed the path of my lost cash. They pushed strong for me at each turn. In shock, they brought my funds back. I had figured it could not happen. I thank them for their effort and honesty. Sylvester Bryant Intelligence gave me calm again. If a scam stole your crypto, reach out to them today. Contact Info: Yt7cracker@gmail . com WhatsApp: +1 512 577 7957 or +44 7428 662701.

  • 29.10.25 10:56 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

  • 29.10.25 10:56 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

  • 30.10.25 09:49 Christopherbelle

    I suffered a huge money blow when $80,000 slipped away in a bogus crypto plot. It all looked great at first. Then I went to pull out my gains, and poof—my account was gone. I kept telling the cops about it, but they did zip. I felt shattered and lost. That's when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed clear steps, sharp know-how, and real drive to fix it. They tracked my missing cash step by step and pushed hard till they got it back. I swear, I figured it was a lost cause. Their straight-up work and trust brought back my calm. If a scam stole your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 30.10.25 12:03 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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